{
 "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": "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": "code",
   "execution_count": 2,
   "id": "47c84fc1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# IMPORTING EXCEL FILES\n",
    "country_df = pd.read_excel(\"/Users/janiceafigbedemah/Desktop/DATA SCIENCE/DATASETS/Country-data.xls\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2ddc68d8",
   "metadata": {},
   "source": [
    "### 3.1 Data Reading<a class=\"anchor\" id=\"DR\"></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "616d645a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\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": 3,
     "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": 4,
   "id": "e516b45c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(167, 10)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_df.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "722fd527",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_df.duplicated().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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": 8,
   "id": "2a2d972c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <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",
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       "      <th>gdpp</th>\n",
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       "  </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": 8,
     "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 understand 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": 9,
   "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": 9,
     "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": 10,
   "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": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3f3f407a",
   "metadata": {},
   "outputs": [],
   "source": [
    "features =['child_mort', 'exports', 'health', 'imports', 'income', 'inflation',\n",
    "       'life_expec', 'total_fer', 'gdpp']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "d46ccfa3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "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": 13,
   "id": "5c032994",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "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.<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": 14,
   "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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",
      "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": 15,
   "id": "de8e7adb",
   "metadata": {},
   "outputs": [],
   "source": [
    "country_df2 = country_df.drop(columns=['country'], errors='ignore')"
   ]
  },
  {
   "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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",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap to determine the correlation between the features.\n",
    "plt.figure(figsize=(8,5))\n",
    "sns.heatmap(country_df2.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_df2.corr()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21b34492",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">OBSERVATIONS FROM MULTIVARIATE ANALYSIS: <br>\n",
    "    <br>\n",
    "    \n",
    "* Child mortality and life expectancy : strong negative correlation<br>    \n",
    "* life expectancy and total fertility : strong negative correlation <br>\n",
    "* child mortality and total fertility : strong positive correlation<br>\n",
    "* Exports, GDP Imports and Income.    : moderate to strong positive correlation<br>\n",
    "* Health and GDP                      : Strong positive correlation</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 95th percentile which means that values that are greater than the value at 95th percentile are replaced by the value of the 95th percentile. \n",
    "   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "94304010",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Determine the 95th percentile (upper bound)\n",
    "upper_bound = np.percentile(country_df['income'], 95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "263032b9",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply winsorization: Cap only the upper extreme values\n",
    "country_df['income_winsorized'] = np.where(country_df['income'] > upper_bound, upper_bound, country_df['income'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "bae6c8ab",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              income  income_winsorized\n",
      "count     167.000000         167.000000\n",
      "mean    17144.688623       15738.760479\n",
      "std     19278.067698       14787.154215\n",
      "min       609.000000         609.000000\n",
      "25%      3355.000000        3355.000000\n",
      "50%      9960.000000        9960.000000\n",
      "75%     22800.000000       22800.000000\n",
      "max    125000.000000       48290.000000\n"
     ]
    }
   ],
   "source": [
    "#  Check the max value before and after winsorization\n",
    "print(country_df[['income', 'income_winsorized']].describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "7151641e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "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_winsorized\")\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": 30,
   "id": "348c1249",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = country_df[['country','child_mort','income_winsorized']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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_winsorized</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_winsorized\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": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cluster_df = country_df[['country','child_mort','income_winsorized']].set_index('country')\n",
    "features = cluster_df.columns \n",
    "cluster_df "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "b57a781e",
   "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>child_mort</th>\n",
       "      <th>income_winsorized</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.291532</td>\n",
       "      <td>-0.958349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.538949</td>\n",
       "      <td>-0.394006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-0.272833</td>\n",
       "      <td>-0.192552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.007808</td>\n",
       "      <td>-0.667360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.695634</td>\n",
       "      <td>0.227992</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   child_mort  income_winsorized\n",
       "0    1.291532          -0.958349\n",
       "1   -0.538949          -0.394006\n",
       "2   -0.272833          -0.192552\n",
       "3    2.007808          -0.667360\n",
       "4   -0.695634           0.227992"
      ]
     },
     "execution_count": 32,
     "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": 33,
   "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": 34,
   "id": "4daf28c8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9214065503076995"
      ]
     },
     "execution_count": 34,
     "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 0.92 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": 35,
   "id": "a08d297f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xZ4gX5DJuMkpERNTeGHbawNajeVi0+TjydJWmY/5qZyyIDce4CH8JKyMiIrI/HMZqZVuP5uHZLw6ZBR0A0Ooq8ewXh7D1aJ5ElREREdknhp1WZDCKWLT5OBpbpbH+2KLNx2Ew2v06jkRERO2GYacVHcgubNCjczURQJ6uEgeyC9uvKCIiIjvHsNOK8kubDjo3046IiIhuHcNOK/JVObdqOyIiIrp1DDut6M4QL/irndHUDeYCau/KujPEqz3LIiIismsMO61ILhOwIDYcAJoMPAtiw7neDhERUTti2Gll4yL8sfqRvtCozYeqHOUCVj/Sl+vsEBERtTMuKtgGxkX4Y0y4BgeyC3FCW2K63Tyqq4/UpREREdkd9uy0EblMwKBQbzw+OARdfJQwisC+0wVSl0VERGR3GHbawZButT06ezIvSVwJERGR/WHYaQdDu3UAACRnXpa4EiIiIvvDsNMOBnbxgoNMwJmCKzhbcEXqcoiIiOwKw047UDk74vZOHgCAPac4lEVERNSeGHbaCYeyiIiIpMGw007qJynvPXWZu54TERG1I4addtKroxruzg4oqazB7+eKpS6HiIjIbjDstBMHuQxRofW3oHMoi4iIqL0w7LSjoWG1YYfzdoiIiNoPw047GlY3SfnQ2SKUVlZLXA0REZF9YNhpR0Fergj2dkWNUcT+rEKpyyEiIrILDDvtbGi3+qEsrrdDRETUHhh22tmQrrVDWZykTERE1D4YdtrZoFBvyGUCsi6X41wRt44gIiJqaww77Uzt4ojegWoAvCuLiIioPTDsSKB+64g9pxh2iIiI2hrDjgSGhXHrCCIiovbCsCOB3oEeUCkcUHylGkfP66Quh4iIyKYx7EjAQS7DoFBvAEAyh7KIiIjaFMOOROrX29l9kuvtEBERtSWGHYkMvWrriHJ9jcTVEBER2S6GHYkEe7si0NMF1QYRv2YXSF0OERGRzWLYkYggCH/egs71doiIiNoMw46EhtXN22HYISIiajuShp3Vq1ejV69ecHd3h7u7OwYNGoSff/7ZdF4URSxcuBABAQFwcXHBiBEjcOzYMbNr6PV6zJo1Cz4+PlAqlZg4cSLOnTvX3h/lpkSF+kAmAKfyy5Cnq5C6HCIiIpskadgJDAzEkiVLcPDgQRw8eBAjR47EPffcYwo0y5Ytw4oVK7By5UqkpqZCo9FgzJgxKC0tNV0jLi4OGzduxPr165GcnIyysjJMmDABBoNBqo/VbGpXR/QK9ADA3h0iIqK2IoiiaFFL+Hp5eWH58uV44oknEBAQgLi4OLz88ssAantx/Pz8sHTpUjz99NPQ6XTo0KEDPv/8c0yZMgUAcOHCBQQFBWHLli0YO3Zss96zpKQEarUaOp0O7u7ubfbZGvPmtgy8t/MUYnsH4L0Hb2/X9yYiIrJmzf37bTFzdgwGA9avX4/y8nIMGjQI2dnZ0Gq1iImJMbVRKBQYPnw4UlJSAABpaWmorq42axMQEICIiAhTm8bo9XqUlJSYPaRSP0l576nLMHLrCCIiolYnedg5cuQI3NzcoFAo8Mwzz2Djxo0IDw+HVqsFAPj5+Zm19/PzM53TarVwcnKCp6dnk20aEx8fD7VabXoEBQW18qdqvts7eUDpJEdheRWO50kXuoiIiGyV5GGne/fuSE9Px/79+/Hss89i6tSpOH78uOm8IAhm7UVRbHDsWjdqM3/+fOh0OtMjNzf31j7ELXC8auuI3ZlcTZmIiKi1SR52nJyc0LVrV/Tv3x/x8fHo3bs33nnnHWg0GgBo0EOTn59v6u3RaDSoqqpCUVFRk20ao1AoTHeA1T+kVD+UlcxJykRERK1O8rBzLVEUodfrERISAo1Gg4SEBNO5qqoqJCUlISoqCgDQr18/ODo6mrXJy8vD0aNHTW2swZC69XYOnilCRZXl30VGRERkTRykfPNXX30V48ePR1BQEEpLS7F+/XokJiZi69atEAQBcXFxWLx4Mbp164Zu3bph8eLFcHV1xUMPPQQAUKvVmD59OubMmQNvb294eXlh7ty5iIyMxOjRo6X8aC3SxUeJjh4uOF9cgV+zCzCiu6/UJREREdkMScPOxYsX8eijjyIvLw9qtRq9evXC1q1bMWbMGADAvHnzUFFRgeeeew5FRUUYMGAAtm3bBpVKZbrGW2+9BQcHB0yePBkVFRUYNWoUPv30U8jlcqk+VosJgoAhXX3w9cFc7Mm8zLBDRETUiixunR0pSLnOTr0ff7+AmesOo7ufCr+8OEySGoiIiKyJ1a2zY+8Gh/pAEICMi6W4WFIpdTlEREQ2g2HHQngqnRDZUQ2AW0cQERG1JoYdCzK07q6sZK63Q0RE1GoYdizIkK516+1w6wgiIqJWw7BjQfoGe8DVSY7LZVU4oS298QuIiIjohhh2LIjCQY4BIV4AgD0cyiIiImoVDDsWxrR1xClOUiYiImoNDDsWZlhY7STlX7MLUVnNrSOIiIhuFcOOhQnt4AaNuzOqaow4kF0odTlERERWj2HHwgiC8Oct6BzKIiIiumUMOxaofhf03Sc5SZmIiOhWMexYoCFda8POCW0p8ku5dQQREdGtYNixQN5uCvQMqN3QbC+HsoiIiG4Jw46Fqr8FnftkERER3RqGHQs1rG7ezp7MyxBFbh1BRER0sxh2LFS/zp5wdpThUqkeGRe5dQQREdHNYtixULVbR3gDAJI5lEVERHTTGHYsWP16O7sZdoiIiG4aw44Fq5+kfCC7gFtHEBER3SSGHQsW5ucGX5UCldVGpOUUSV0OERGRVWLYsWCCIJhWU+Yt6ERERDeHYcfCDTOtt8OtI4iIiG4Gw46FG1y3dcSxCyW4XKaXuBoiIiLrw7Bj4TqoFLjNn1tHEBER3SyGHSswlPN2iIiIbhrDjhWoDzvJ3DqCiIioxRh2rMAdnb3g5CCDtqQSp/LLpC6HiIjIqjDsWAFnRzkGhHgB4FAWERFRSzHsWIk/5+3wFnQiIqKWYNixEkO61q63sz+rEPoabh1BRETUXAw7VqKHRgUfNwUqqg04lFMsdTlERERWg2HHSshkAoZ09QbAoSwiIqKWYNixIvW7oCdzcUEiIqJmY9ixIvWTlI+c16GwvEriaoiIiKwDw44V8XV3Rnc/FUSRW0cQERE1F8OOlbl6NWUiIiK6MYYdKzPkqvV2uHUEERHRjTHsWJkBId5wkstwQVeJrMvlUpdDRERk8Rh2rIyLkxz9O3sCAPac5C3oREREN8KwY4V4CzoREVHzMexYofpJyvtOF6CqxihxNURERJZN0rATHx+PO+64AyqVCr6+vpg0aRIyMjLM2kybNg2CIJg9Bg4caNZGr9dj1qxZ8PHxgVKpxMSJE3Hu3Ln2/CjtKtzfHd5KJ5RXGXD4bJHU5RAREVk0ScNOUlISZsyYgf379yMhIQE1NTWIiYlBebn5xNtx48YhLy/P9NiyZYvZ+bi4OGzcuBHr169HcnIyysrKMGHCBBgMtrlhpkwmYHDXulvQOZRFRER0XQ5SvvnWrVvNnq9Zswa+vr5IS0vDsGHDTMcVCgU0Gk2j19DpdPj444/x+eefY/To0QCAL774AkFBQdi+fTvGjh3bdh9AQkO6+eCH3y5gd+ZlzInpLnU5REREFsui5uzodDoAgJeXl9nxxMRE+Pr6IiwsDE899RTy8/NN59LS0lBdXY2YmBjTsYCAAERERCAlJaXR99Hr9SgpKTF7WBvT1hHnilF8hVtHEBERNcViwo4oipg9ezaGDBmCiIgI0/Hx48fjyy+/xM6dO/Hmm28iNTUVI0eOhF6vBwBotVo4OTnB09PT7Hp+fn7QarWNvld8fDzUarXpERQU1HYfrI34q13Q1dcNRhFIOV0gdTlEREQWy2LCzsyZM/H777/jq6++Mjs+ZcoU3H333YiIiEBsbCx+/vlnnDx5Ej/99NN1ryeKIgRBaPTc/PnzodPpTI/c3NxW+xztaahpNWXO2yEiImqKRYSdWbNm4YcffsCuXbsQGBh43bb+/v4IDg5GZmYmAECj0aCqqgpFReZ3JeXn58PPz6/RaygUCri7u5s9rNGwuvV2dp/k1hFERERNkTTsiKKImTNnYsOGDdi5cydCQkJu+JqCggLk5ubC398fANCvXz84OjoiISHB1CYvLw9Hjx5FVFRUm9VuCQZ08YKjXMD54gqcKbgidTlEREQWSdKwM2PGDHzxxRdYt24dVCoVtFottFotKioqAABlZWWYO3cu9u3bhzNnziAxMRGxsbHw8fHBX/7yFwCAWq3G9OnTMWfOHOzYsQOHDx/GI488gsjISNPdWbbK1ckB/YJr5yolZ3LrCCIiosZIGnZWr14NnU6HESNGwN/f3/T4+uuvAQByuRxHjhzBPffcg7CwMEydOhVhYWHYt28fVCqV6TpvvfUWJk2ahMmTJ2Pw4MFwdXXF5s2bIZfLpfpo7aZ+64jdnLdDRETUKEHkZA+UlJRArVZDp9NZ3fyd388VY+LKvVApHHDoH2PgKLeIaVhERERtrrl/v/mX0cr1DFDDw9URpfoa/JZbLHU5REREFodhx8rJr9o6gregExERNcSwYwOGmdbb4SRlIiKiazHs2IAhdZOU03OLoauolrgaIiIiy8KwYwM6erigSwcljCKwj1tHEBERmWHYsRFDu3Ioi4iIqDEMOzaifr2d5FOcpExERHQ1hh0bMTDUGw4yATkFV3CWW0cQERGZMOzYCDeFA/p2qt06Ys8pDmURERHVY9ixIUPrb0E/yaEsIiKiegw7NmRIXdjZe/oyagxGiashIiKyDAw7NqRXoAfcnR1QWlmD38/rpC6HiIjIIjDs2BCzrSM4lEVERASAYcfm/HkLOicpExERAQw7Nqd+kvKhs8UoreTWEURERAw7NibIyxWdvV1hMIrcOoKIiAgMOzaJqykTERH9iWHHBtXfgr4nk2GHiIiIYccGDQr1hlwmIPtyOXILuXUEERHZN4YdG+Tu7Ig+QR4AOJRFRETEsGOj6u/KSuZQFhER2TmGHRt19SRlg1GUuBoiIiLpMOzYqN6BaqicHaCrqMYRbh1BRER2jGHHRjnIZYgK9QYAJGdyNWUiIrJfDDs2bEjdUNZuztshIiI7xrBjw4bVTVI+fLYIZfoaiashIiKSBsOODQv2ViLIywXVBhG/ZnHrCCIisk8MOzau/q4srqZMRET2imHHxg0zbR3BScpERGSfGHZs3KBQH8gE4PSlclworpC6HCIionbHsGPj1C6O6F2/dQSHsoiIyA4x7NiBoV1rh7J2cyiLiIjsEMOOHRgaVjtJee+pyzBy6wgiIrIzDDt2oE+QB9wUDii6Uo1jF0qkLoeIiKhdMezYAUe5DAO71G4dsecUh7KIiMi+MOzYiWFhdbegn+QkZSIisi8MO3ZiSN0k5YM5hbhSxa0jiIjIfjDs2IkQHyU6etRtHZFdKHU5RERE7YZhx04IgoCh3TiURURE9odhx47U75OVzEnKRERkRxh27Mjgrt4QBODkxTJodZVSl0NERNQuJA078fHxuOOOO6BSqeDr64tJkyYhIyPDrI0oili4cCECAgLg4uKCESNG4NixY2Zt9Ho9Zs2aBR8fHyiVSkycOBHnzp1rz49iFTxcndCroxoAkHyKQ1lERGQfJA07SUlJmDFjBvbv34+EhATU1NQgJiYG5eXlpjbLli3DihUrsHLlSqSmpkKj0WDMmDEoLS01tYmLi8PGjRuxfv16JCcno6ysDBMmTIDBYJDiY1m0+qEs7oJORET2QhBF0WL2D7h06RJ8fX2RlJSEYcOGQRRFBAQEIC4uDi+//DKA2l4cPz8/LF26FE8//TR0Oh06dOiAzz//HFOmTAEAXLhwAUFBQdiyZQvGjh17w/ctKSmBWq2GTqeDu7t7m35Gqe3PKsBfP9gPb6UTUl8bDZlMkLokIiKim9Lcv98WNWdHp9MBALy8vAAA2dnZ0Gq1iImJMbVRKBQYPnw4UlJSAABpaWmorq42axMQEICIiAhTG/pT306ecHWSo6C8Cn9ouXUEERHZPosJO6IoYvbs2RgyZAgiIiIAAFqtFgDg5+dn1tbPz890TqvVwsnJCZ6enk22uZZer0dJSYnZw144OVy1dUQm5+0QEZHts5iwM3PmTPz+++/46quvGpwTBPOhFlEUGxy71vXaxMfHQ61Wmx5BQUE3X7gVql9vJ5lhh4iI7IBFhJ1Zs2bhhx9+wK5duxAYGGg6rtFoAKBBD01+fr6pt0ej0aCqqgpFRUVNtrnW/PnzodPpTI/c3NzW/DgWr36S8oEzhais5iRuIiKybZKGHVEUMXPmTGzYsAE7d+5ESEiI2fmQkBBoNBokJCSYjlVVVSEpKQlRUVEAgH79+sHR0dGsTV5eHo4ePWpqcy2FQgF3d3ezhz0J7aCEv9oZVTVGHODWEUREZOMcpHzzGTNmYN26dfj++++hUqlMPThqtRouLi4QBAFxcXFYvHgxunXrhm7dumHx4sVwdXXFQw89ZGo7ffp0zJkzB97e3vDy8sLcuXMRGRmJ0aNHS/nxLFb91hHfHDyHPZmXMCysg9QlERERtRlJw87q1asBACNGjDA7vmbNGkybNg0AMG/ePFRUVOC5555DUVERBgwYgG3btkGlUpnav/XWW3BwcMDkyZNRUVGBUaNG4dNPP4VcLm+vj2J1hnTrUBd2OG+HiIhsm0WtsyMVe1pnp15heRX6vZEAUQQOvDoKvu7OUpdERETUIla5zg61Hy+lE3oG1P4fBreOICIiW8awY8dMu6BzKIuIiGwYw44dq19vZ3fmZXA0k4iIbBXDjh3rF+wJF0c5LpfpcUJbeuMXEBERWaFbDjs5OTk4fvw4jEZja9RD7UjhIMeALrX7kHEoi4iIbFWzw87atWvx9ttvmx37v//7P3Tp0gWRkZGIiIiwu5WIbcGQrvVDWZckroSIiKhtNDvs/Oc//4FarTY937p1K9asWYPPPvsMqamp8PDwwKJFi9qkSGo79QsKHsjm1hFERGSbmh12Tp48if79+5uef//995g4cSIefvhh9O3bF4sXL8aOHTvapEhqO9183eDnroC+xoiDZ4pu/AIiIiIr0+ywU1FRYbZgT0pKCoYNG2Z63qVLlwYbdpLlEwQBQ7rW9u7sOcWhLCIisj3NDjvBwcFIS0sDAFy+fBnHjh3DkCFDTOe1Wq3ZMBdZj2FhtfN29pzkJGUiIrI9zd4b67HHHsOMGTNw7Ngx7Ny5Ez169EC/fv1M51NSUhAREdEmRVLbGlw3Sfl4XgkulerRQaWQuCIiIqLW0+yenZdffhlPPvkkNmzYAGdnZ/zvf/8zO7937148+OCDrV4gtT0fNwXC/WuHKFNOs3eHiIhsCzcChX1uBHqt+C1/4L+7s3Bf30C8Obm31OUQERHdULtsBFpZWYm1a9di1apVOHXq1K1ciiRm2ifr1CVuHUFERDal2XN2XnrpJVRVVeGdd94BAFRVVWHQoEE4duwYXF1dMW/ePCQkJGDQoEFtViy1nf6dPaFwkOFiiR6Z+WUI81NJXRIREVGraHbPzs8//4xRo0aZnn/55ZfIyclBZmYmioqK8MADD+CNN95okyKp7Tk7ynFnSO3WEXu4dQQREdmQZoeds2fPIjw83PR827ZtuP/++xEcHAxBEPDCCy/g8OHDbVIktY9hdUNZe7h1BBER2ZBmhx2ZTGY2l2P//v0YOHCg6bmHhweKirgCrzUb0q32FvT9WQXQ13DrCCIisg3NDjs9evTA5s2bAQDHjh3D2bNnER0dbTqfk5MDPz+/1q+Q2k0PjQo+bgpUVhuRlsPgSkREtqHZYeell17CK6+8glGjRmHUqFG46667EBISYjq/ZcsW3HnnnW1SJLUPQRAwtK53h/N2iIjIVjQ77Nx3333YsmULevXqhRdffBFff/212XlXV1c899xzrV4gta/6sJPMsENERDaCiwqCiwpeLb+kEncu3gFBANL+NgZeSiepSyIiImpUqy8qmJmZiQcffBAlJSUNzul0Ojz00EPIysq6uWrJYvi6O6OHRgVRBPaeYu8OERFZv2aHneXLlyMoKKjR5KRWqxEUFITly5e3anEkjT/n7fAWdCIisn7NDju7d+/GAw880OT5yZMnY+fOna1SFElriGm9ncvcOoKIiKxes8NOTk4OfH19mzzv4+OD3NzcVimKpHVnZy84OciQp6vE6UvlUpdDRER0S5oddtRqNU6fPt3k+VOnTtn95F5b4eIkxx2dPQFwKIuIiKxfs8POsGHD8N577zV5/t1338XQoUNbpSiSnmkXdN6CTkREVq7ZYWf+/Pn4+eefcf/99+PAgQPQ6XTQ6XT49ddfcd999+GXX37B/Pnz27JWakf1k5T3ZRWgqsYocTVEREQ3z6G5DW+//XZ8++23eOKJJ7Bx40azc97e3vjmm2/Qt2/fVi+QpHGbxh3eSicUlFfh8NkiDOjiLXVJREREN6XZYefUqVOYMGECcnJy8MsvvyAzMxOiKCIsLAwxMTFwdXVtyzqpnclkAoZ088H36RewJ/Myww4REVmtZoedsLAwdOzYEdHR0YiOjsYDDzyAzp07t2FpJLUhXevDziXMHdtd6nKIiIhuSrPDTlJSEpKSkpCYmIiZM2eisrISnTp1wsiRI00BqGPHjm1ZK7Wz+knKv5/XofhKFTxcuXUEERFZn5vaG6u6uhr79u1DYmIiEhMTsX//fuj1enTt2hUZGRltUWeb4t5YTRuzIgmZ+WV4YVQ3dOmghK/KGXeGeEEuE6QujYiI7Fxz/37f0kagFRUVSE5Oxi+//IIPP/wQZWVlMBgMN3s5yTDsNO2JT1Ox80S+2TF/tTMWxIZjXIS/RFURERG1wUagAFBZWYmdO3fi73//O4YOHQpPT088//zzKCsrw+rVq3H27NlbLpwsx9ajeQ2CDgBodZV49otD2Ho0T4KqiIiIWqbZc3aGDx+O1NRUhIaGYtiwYZg1axaGDx8OPz+/tqyPJGIwili0+Xij50QAAoBFm49jTLiGQ1pERGTRmt2zk5KSAh8fH0RHR2PUqFEYOXIkg44NO5BdiDxdZZPnRQB5ukocyC5sv6KIiIhuQrPDTnFxMT744AO4urpi6dKl6NixIyIjIzFz5kx8++23uHSJeyjZkvzSpoPOzbQjIiKSSrOHsZRKJcaNG4dx48YBAEpLS5GcnIxdu3Zh2bJlePjhh9GtWzccPXq0zYql9uOrcm7VdkRERFJp0QTlqymVSnh5ecHLywuenp5wcHDAH3/80Zq1kYTuDPGCv9oZTc3GEVB7V9adIV7tWRYREVGLNTvsGI1GHDhwAMuWLcP48ePh4eGBqKgorFq1ChqNBu+//z6ysrJa9Oa7d+9GbGwsAgICIAgCNm3aZHZ+2rRpEATB7DFw4ECzNnq9HrNmzYKPjw+USiUmTpyIc+fOtagOakguE7AgNhwAmgw8C2LDOTmZiIgsXrOHsTw8PFBeXg5/f3+MGDECK1asQHR0NEJDQ2/6zcvLy9G7d288/vjjuO+++xptM27cOKxZs8b03MnJfBXfuLg4bN68GevXr4e3tzfmzJmDCRMmIC0tDXK5/KZrI2BchD9WP9IXizYfN5usLAjAisl9uM4OERFZhWaHneXLlyM6OhphYWGt9ubjx4/H+PHjr9tGoVBAo9E0ek6n0+Hjjz/G559/jtGjRwMAvvjiCwQFBWH79u0YO3Zsq9Vqr8ZF+GNMuAYHsguh1VVg2dYM5JVUIqegXOrSiIiImqXZw1hPP/10qwad5kpMTISvry/CwsLw1FNPIT//z0Xu0tLSUF1djZiYGNOxgIAAREREICUlpd1rtVVymYBBod74S99A/G1C7dDWh7uzUFCml7gyIiKiG7vpCcrtYfz48fjyyy+xc+dOvPnmm0hNTcXIkSOh19f+kdVqtXBycoKnp6fZ6/z8/KDVapu8rl6vR0lJidmDmmd8hAaRHdUorzLg/V2npS6HiIjohiw67EyZMgV33303IiIiEBsbi59//hknT57ETz/9dN3XiaIIQWh64mx8fDzUarXpERQU1Nql2yyZTMBLY7sDAL7Yn4PzxRUSV0RERHR9Fh12ruXv74/g4GBkZmYCADQaDaqqqlBUVGTWLj8//7qrO8+fPx86nc70yM3NbdO6bc3Qbj4Y1MUbVQYj3k44KXU5RERE12VVYaegoAC5ubnw96+9C6hfv35wdHREQkKCqU1eXh6OHj2KqKioJq+jUCjg7u5u9qDmEwQB88bV9u58d+gcMi+WSlwRERFR0yQNO2VlZUhPT0d6ejoAIDs7G+np6Th79izKysowd+5c7Nu3D2fOnEFiYiJiY2Ph4+ODv/zlLwAAtVqN6dOnY86cOdixYwcOHz6MRx55BJGRkaa7s6ht3N7JEzHhfjCKwJvb2LtDRESWq9m3nreFgwcPIjo62vR89uzZAICpU6di9erVOHLkCD777DMUFxfD398f0dHR+Prrr6FSqUyveeutt+Dg4IDJkyejoqICo0aNwqeffso1dtrB3LHdsf2Pi9h6TIv03GL0CfKQuiQiIqIGBFEURamLkFpJSQnUajV0Oh2HtFpozje/4btD5zC4qze+fHLgjV9ARETUSpr799uq5uyQ5Ykb3Q1Ochn2nipAcuZlqcshIiJqgGGHbkmQlyseHtgJALDslxNgRyEREVkahh26ZTOiu8LVSY7fz+mw9WjTizkSERFJgWGHbpmPmwJPDu0CAFi+LQM1BqPEFREREf2JYYdaxVNDQ+Dp6oisS+X47tA5qcshIiIyYdihVqFydsSM6K4AgLe3Z6Ky2iBxRURERLUYdqjVPDIwGP5qZ+TpKvHF/hypyyEiIgLAsEOtyNlRjrjR3QAA7+86hdLKaokrIiIiYtihVnZf30B06aBE0ZVqfLgnW+pyiIiIGHaodTnIZXgppnaT0I/2ZOFymV7iioiIyN4x7FCrGxehQa9ANa5UGfD+rlNSl0NERHaOYYdanSAImDe2BwDgy/1nkVt4ReKKiIjInjHsUJsY0s0Hg7t6o8pgxNvbM6Uuh4iI7BjDDrWZl+p6dzYePoeTF0slroaIiOwVww61mT5BHhjXUwOjCPz7lwypyyEiIjvFsENtau7YMMgEYNvxizh8tkjqcoiIyA4x7FCb6uqrwn19AwEAS7eegCiKEldERET2hmGH2lzcmDA4yWXYn1WIPZmXpS6HiIjsDMMOtbmOHi54ZGAwAGD5LxkwGtm7Q0RE7Ydhh9rFjOhQKJ3kOHJeh5+PaqUuh4iI7AjDDrULbzcFnhrWBQDw5rYM1BiMEldERET2gmGH2s2TQ7vAS+mErMvl+DbtnNTlEBGRnWDYoXbjpnDAjOiuAIC3t2eistogcUVERGQPGHaoXT08oBMC1M7QllTi8305UpdDRER2gGGH2pWzoxxxY8IAAO8nnkJJZbXEFRERka1j2KF2d+/tHdHV1w3FV6rx4e4sqcshIiIbx7BD7c5BLsPcmNrenY+Ts3GpVC9xRUREZMsYdkgSY3tq0DtQjStVBry/65TU5RARkQ1j2CFJCIKAl8f1AAB8+WsOcguvSFwRERHZKoYdkkxUVx8M6eqDaoOIt7aflLocIiKyUQw7JKmXxnYHAGw8fB4Z2lKJqyEiIlvEsEOS6h3kgfERGogi8O9tGVKXQ0RENohhhyQ3J6Y7ZAKQcPwi0nKKpC6HiIhsDMMOSa6rrxse6BcEAFi29QREUZS4IiIisiUMO2QRXhjdDU4OMvyaXYjdmZelLoeIiGwIww5ZhAAPFzw2MBhAbe+O0cjeHSIiah0MO2QxnovuCjeFA45dKMGWo3lSl0NERDaCYYcshpfSCU8N7QIAeHPbSVQbjBJXREREtoBhhyzK9KEh8FY6IftyOf538JzU5RARkQ1g2CGL4qZwwIzorgCAd3acRGW1QeKKiIjI2jHskMV5eGAndPRwwcUSPdamnJG6HCIisnIMO2RxFA5yvDgmDACwKvE0dBXVEldERETWTNKws3v3bsTGxiIgIACCIGDTpk1m50VRxMKFCxEQEAAXFxeMGDECx44dM2uj1+sxa9Ys+Pj4QKlUYuLEiTh3jnM9rN1fbu+Ibr5u0FVU48PdWVKXQ0REVkzSsFNeXo7evXtj5cqVjZ5ftmwZVqxYgZUrVyI1NRUajQZjxoxBaemfG0bGxcVh48aNWL9+PZKTk1FWVoYJEybAYOBcD2smlwmYW7dJ6MfJ2cgvrZS4IiIislaCaCFr8wuCgI0bN2LSpEkAant1AgICEBcXh5dffhlAbS+On58fli5diqeffho6nQ4dOnTA559/jilTpgAALly4gKCgIGzZsgVjx45t1nuXlJRArVZDp9PB3d29TT4ftZwoivjLqhSk5xZj6qBgLLonQuqSiIjIgjT377fFztnJzs6GVqtFTEyM6ZhCocDw4cORkpICAEhLS0N1dbVZm4CAAERERJjaNEav16OkpMTsQZZHEATMG1fbu7PuwFmcLbgicUVERGSNLDbsaLVaAICfn5/ZcT8/P9M5rVYLJycneHp6NtmmMfHx8VCr1aZHUFBQK1dPrSUq1AdDu/mg2iDire0npS6HiIiskMWGnXqCIJg9F0WxwbFr3ajN/PnzodPpTI/c3NxWqZXaxryxPQAAm9LP44SWvXBERNQyFht2NBoNADToocnPzzf19mg0GlRVVaGoqKjJNo1RKBRwd3c3e5DligxU4+5If4gi8O9fMqQuh4iIrIzFhp2QkBBoNBokJCSYjlVVVSEpKQlRUVEAgH79+sHR0dGsTV5eHo4ePWpqQ7ZhdkwY5DIB2//IR1pOodTlEBGRFZE07JSVlSE9PR3p6ekAaiclp6en4+zZsxAEAXFxcVi8eDE2btyIo0ePYtq0aXB1dcVDDz0EAFCr1Zg+fTrmzJmDHTt24PDhw3jkkUcQGRmJ0aNHS/jJqLWFdnDDA/0CAQBLf86AhdxESEREVsBByjc/ePAgoqOjTc9nz54NAJg6dSo+/fRTzJs3DxUVFXjuuedQVFSEAQMGYNu2bVCpVKbXvPXWW3BwcMDkyZNRUVGBUaNG4dNPP4VcLm/3z0Nt64XR3bDh8HkcOFOIxJOXEN3dV+qSiIjICljMOjtS4jo71mPxlj/wwe4shPu748dZQyCTXX+yOhER2S6rX2eHqDHPDg+FSuGA43kl+PFIntTlEBGRFWDYIaviqXTC/w3rAgB4c1sGqg1GiSsiIiJLx7BDVueJISHwcXNCTsEVfHOQayQREdH1MeyQ1VEqHDAzuisA4J3tmaio4qavRETUNIYdskoPDuiEQE8X5JfqsXbfGanLISIiC8awQ1ZJ4SDHi6PDAACrdp2C7kq1xBUREZGlYtghqzXp9o4I83NDSWUN/rv7tNTlEBGRhWLYIasllwl4qW6T0DV7zyC/pFLiioiIyBIx7JBVG32bL/p28kBFtQHv7TwldTlERGSBGHbIqgmCgHnjant3vjpwFjkF5RJXREREloZhh6zewC7eGBbWATVGEW8lnJS6HCIisjAMO2QT5o3tDgD4/rcL+COvROJqiIjIkjDskE2I6KjGhF7+EEXg379kSF0OERFZEIYdshlzYrpDLhOw40Q+Us8USl0OERFZCIYdshkhPkpM7h8EAFi29QREUZS4IiIisgQMO2RTXhjVDQoHGVLPFCEx45LU5RARkQVg2CGbolE7Y1pUZwDA0q0nYDSyd4eIyN4x7JDNeXZEKFTODjihLcXm3y9IXQ4REUmMYYdsjoerE54e1gUA8Oa2k6iqMUpcERERSYlhh2zS44ND4OOmwNnCK/j6YK7U5RARkYQYdsgmKRUOeH5UVwDAuzsyUVFlkLgiIiKSCsMO2ay/3tEJQV4uuFSqx5qUbKnLISIiiTDskM1ycpBh9pgwAMB/Ek9Dd6Va4oqIiEgKDDtk0yb27ogeGhVKKmuwKukU9p0uwPfp57HvdAEMvC2diMguCCKXmUVJSQnUajV0Oh3c3d2lLoda2fbjF/HkZwcbHPdXO2NBbDjGRfhLUBUREd2q5v79Zs8O2bxqQ+O3nmt1lXj2i0PYejSvnSsiIqL2xLBDNs1gFPH6j8cbPVffpblo83EOaRER2TCGHbJpB7ILkaerbPK8CCBPV4kD2dwlnYjIVjHskE3LL2066NxMOyIisj4MO2TTfFXOzWq3NiUH+7MKwPn6RES2h2GHbNqdIV7wVztDuEG7Q2eL8NcP9mPiyr34Pv18k5OaiYjI+jDskE2TywQsiA0HgAaBR6h7LJwYjocHdIKzowxHzuvwwvp0DF26C/9J4kKERES2gOvsgOvs2IOtR/OwaPNxs8nK166zU1hehXW/5mDtvhxcKtUDAFyd5JjcPwhPDA5BJ29XSWonIqLGNffvN8MOGHbshcEo4kB2IfJLK+GrcsadIV6QyxoOcOlrDNj8Wx4+2pOFE9pSAIBMAGLCNXhyaAj6BXtCEG40MEZERG2NYacFGHaoMaIoYu+pAnyUnIXEjEum432CPPDk0BCM66mBg5wjwUREUmHYaQGGHbqRkxdL8UlyNjYcPo+qmtrJyx09XPD44M6YfEcQ3J0dJa6QiMj+MOy0AMMONdflMj2+2J+Dz/floKC8CgDgpnDAX+8IwrTBnRHoyXk9RETthWGnBRh2qKUqqw3YdPg8PkrOxqn8MgC1d36Ni9DgySEhuL2Tp8QVEhHZPoadFmDYoZtlNIrYnXkJHydnY0/mZdPx/sGeeHJoCMaEaxqdBE1ERLeOYacFGHaoNfyRV4KPk7PrFiWs/Z9VkJcLnhgcgsn9g6BUOEhcIRGRbWHYaQGGHWpN+SWV+GxfDr74NQfFdYsSqpwd8NCATpgW1Rn+aheJKyQisg3N/ftt0ffNLly4EIIgmD00Go3pvCiKWLhwIQICAuDi4oIRI0bg2LFjElZMBPi6O2Pu2O7Y98oovDEpAl18lCitrMF/k7IwdOkuvLD+MI6c00ldJhGR3bDosAMAPXv2RF5enulx5MgR07lly5ZhxYoVWLlyJVJTU6HRaDBmzBiUlpZKWDFRLRcnOR4ZGIzts4fjo8f6Y2AXL9QYRXyffgGxK5Mx5b/7kHD8IoxGu+9cJSJqUxY/icDBwcGsN6eeKIp4++238dprr+Hee+8FAKxduxZ+fn5Yt24dnn766fYulahRMpmA0eF+GB3uh6Pndfg4ORubf7uAX7ML8Wt2IUJ8lHhiSAju69sRrk4W/z9JIiKrY/E9O5mZmQgICEBISAj++te/IisrCwCQnZ0NrVaLmJgYU1uFQoHhw4cjJSXlutfU6/UoKSkxexC1h4iOarw1pQ+SXx6JZ4aHwt3ZAdmXy/H3TUcRtWQnlv9yAhdLKm98ISIiajaLDjsDBgzAZ599hl9++QUffvghtFotoqKiUFBQAK1WCwDw8/Mze42fn5/pXFPi4+OhVqtNj6CgoDb7DESN0aid8cr4Htg3fxQWTeyJTl6uKL5Sjfd3ncaQpTsx+5t0HL/QeAg3GEXsO12A79PPY9/pAhg4DEZEdF1WdTdWeXk5QkNDMW/ePAwcOBCDBw/GhQsX4O/vb2rz1FNPITc3F1u3bm3yOnq9Hnq93vS8pKQEQUFBvBuLJGMwikg4fhEfJ2ch9UyR6fjgrt54ckgXDA/rAJlMaNbu7URE9qK5d2NZ1QQBpVKJyMhIZGZmYtKkSQAArVZrFnby8/Mb9PZcS6FQQKFQtGWpRC1Sv/ryuAgN0nOL8dGeLPx8VIu9pwqw91QBuvq6YUCIF9b9ehbX/n8nWl0lnv3iEFY/0peBh4ioERY9jHUtvV6PP/74A/7+/ggJCYFGo0FCQoLpfFVVFZKSkhAVFSVhlUS3pk+QB1Y+1BdJL43AU0NDoFI44FR+Gb5sJOgAMB1btPk4h7SIiBph0WFn7ty5SEpKQnZ2Nn799Vfcf//9KCkpwdSpUyEIAuLi4rB48WJs3LgRR48exbRp0+Dq6oqHHnpI6tKJblmgpyteuzscKfNH4tGBwddtKwLI01XiQHZh+xRHRGRFLHoY69y5c3jwwQdx+fJldOjQAQMHDsT+/fsRHFz7H/558+ahoqICzz33HIqKijBgwABs27YNKpVK4sqJWo/K2RH9O3vi8/05N2y76fB5+KudEeztCkHgnlxERICVTVBuK9wugizdvtMFePDD/c1uH6B2xqBQH0SFemNQqDcCPLhFBRHZHpucoExkr+4M8YK/2hlaXWWj83YAwE3hgNv8VUjPLcYFXSW+O3QO3x06BwAI8VFiUKg3BnWpDT8+bpygT0T2gz07YM8OWYetR/Pw7BeHAMAs8NQPVtXfjVVRZcDBnEKknC5AyukCHDlXjGvnLXf3U2FQqDeiQr0xoIs31C6O7fIZiIhaE3c9bwGGHbIWN7POTkllNQ5kFWJfVm34+SPPfLFCmVC7snNt+PHBHZ09uW0FEVkFhp0WYNgha2IwijiQXYj80kr4qpxxZ4gX5LLmT0YuKNPj1+xCpJy+jJTTBci6VG523lEuoE+Qh2nOz+2dPKBwkLf2xyAiumUMOy3AsEP2TKurxL6sy0g5Vdvzc764wuy8wkGGOzp7mYa9Ijuq4SC36FUriMhOMOy0AMMOUS1RFJFbWGHq9Uk5XYDLZXqzNm4KBwwI8TINe/XQqCBrQc8SEVFrYdhpAYYdosaJoohT+WV1wecy9mcVQldRbdbG09URA7t4193m7oPQDspmrfFzq8NxREQMOy3AsEPUPAajiD/ySrCvLvwcyC5EeZXBrI2vSoGoul6fQaHeCPJybXAdbmhKRK2BYacFGHaIbk61wYjfz+mwr27Y62BOEapqjGZtgrxcENXFB1Fda9f5OXS2CM9+cajBekHX3kJPRHQjDDstwLBD1Doqqw04dLaoruenAL/lFqPmmkV+5DKhyQ1LBQAatTOSXx7JIS0iuiGuoExE7c7ZUY6oUB9EhfpgDoAyfQ1SzxSahr2Oni+57s7s9RuabjmSh7sj/TnxmYhaBXt2wJ4dovby1YEczN9wtFltFQ4ydPZWIsRHic4+SnTxUSKkQ+1zb6UTNzolIvbsEJHl6ezt1qx2chmgrzEi42IpMi6WNjivUjiYgk9nbyW6dPgzFLk7c+sLIjLHsENE7eZGG5rWz9lJnDsC2pJKZF0ux5nL5ci+6nG+uAKl+hr8fk6H38/pGlzDx83JFIJCOtT1CPm4IdjbFc6Orb8SNG+hJ7J8DDtE1G7kMgELYsPx7BeHIKDxDU0XxIZD4ShHsLcSwd5KoLv5NSqrDThbeOXPAHSp7t+Cclwq1eNyWRUul1Uh9UyR2esEAQhQu9T1ALkixMetLggpEejpclOrQvMWeiLrwDk74JwdovbWViGhtLIaZy5fQXZBfQgqQ3bBFWRdKkNpZU2Tr3OQCejk5WoaCgu5ao6Qn8q50YnS9bvQ8xZ6Iunw1vMWYNghan/tOfwjiiIKy6twpqAcWXU9QfU/nykoR2W1scnXOjvKTPOC6idMB3u7Yua6w8gv1Tf6Gt5CT9Q+GHZagGGHyH4ZjSK0JZU4c7kcWXVDY/XzhM4WXmmwTlBLrHtyAKK6+rRitUR0NYadFmDYIaLGVBuMOF9Ugey6IFQfgo5d0KHoSvUNXy8XAI3aBX7uCvi5O8PP3RkatTM01/zs4tT6E6eJ7AFvPSciukWOchk6183jib7q+L7TBXjww/03fL1BBM4XV+B8ccV127k7O5jCj597XRiqC0K1PyvgrVS06ZAY7yojW8awQ0TUQs29hf6bpwfhUpke+SWV0OoqoS3R42LdzxdLKqEtqcSVKgNKKmtQUlmGzPyyJt/TQSagg0phCkOmYKS+qtfI3RlKRcv/s867ysjWcRgLHMYioparvxsLaPwW+ubcjSWKIkr1Nbioq8TFEj20JZWmMHT1z5fL9Gju1CGVwsHUK1Qfhup/ru898nH7s5eId5WRNeOcnRZg2CGim9FePSI1BiMulelrA9FVvUIX60JR/c/lVYZmXU8uE9DBTQFfdwUytKXQ1zR+NxrvKiNLx7DTAgw7RHSzLGmuS2llNS5eNVR2de9QfUC6VNr8XqJ6tStSu6KDSlH7cFPAp+7f+mNuCgeL2K/Mkn4f1PYYdlqAYYeI7EWNwYjLZVW4WFKJH367gI+Ts1vlus6OMvi4/RmG6kOQz1U/1x9vi207AM49skcMOy3AsENE9qi5d5W9NDYMPm4KXCrV1z7K9LhcWoVLZbXPy/RNr07dGJXCoTYIXROC6v+tD0jebk5wbOY2Hpx7ZJ946zkREV1Xc+8qe2Z41+sOBV2pqjELP6Z/S/W4fNXPl8r0qKoxolRfg1J9DbIul9+wRi+lU92wmVOTPUZerk5Y+MPxRj+DWPc5Fm0+jjHhGqsZ0uJwXOti2CEislPN3Zj1Rn9kXZ0c0MnbAZ28Xa/brv7uM1P4uTYQlf35/HJZFQzG2m0+CsurkHHx5j+nCCBPV4l3tp9E32BPqJwd4e7sADdnB6icHaF0klvEfKN6HI5rfRzGAoexiMi+WeIfV6NRRNGVKrMAZB6QqkwBqbC86pbeSyYAbora4KNydqh7mP/spnCAu9nx2n9rjzvCzdmhVXpebG04rq17qDhnpwUYdojI3lnzsEly5iU88vGBG7a7TaOCIAgo1VejtLIGpZU1MNzC3mfXUjrJa4PRNYHJ/arA1CBIKf782dXJASPfTDQLnVeztqUA2iNEM+y0AMMOEZH1MhhFDFm684Zzj64NCaIoorLaiNLKapRU1qC0sjYElen//NnseGWNWVCqf11VE+sUtZWYcD909lFC4SCDwkEGZ0d53c9yKByv/tf8nPM155zksjYbvmuvHipOUCYiIrtws3OPBEGAi5McLk5y+N7C/5+rrzHUBqGrQlCp/qqfr/63keNllTXNXhASALYdv4UJTFcRBDQMQg4yKBxlcL4qOF197s/wJIOi/mdH83OOMgGvbjxqURPGGXaIiMjqjYvwx+pH+jYYNtG0w9wjhYMcCjc5vN0UN30Ng1HErhP5ePKzgzdse+/tAfBROUNfbYC+xojKun/NfzZAX21EZd2/V5+rJ4pAZbURldVG6K6/V22rqp8wfiC7EINCvdvlPRl2iIjIJoyL8MeYcI1Vzj2SywRE9/Bt1lIAyx/oc9OfSRRFVBmuCj/VjYSkGqMpSJkHpmvCVRPn8kv0OFd84/SUX9r43KS2wLBDREQ2Qy4T2q23oLW11lIA1yMIQt2QlBzuzo63Um6TmrtYpa/KuU3evzHNW5qSiIiI2lz9cJxGbR4ENGpnq7ntvH6xyqYimYDau7LuDPFqt5rYs0NERGRBrHk4DmifHqqW4q3n4K3nRERErc2S1tlhzw4RERG1OkvqoWLYISIiojZhKRPGOUGZiIiIbJrNhJ1Vq1YhJCQEzs7O6NevH/bs2SN1SURERGQBbCLsfP3114iLi8Nrr72Gw4cPY+jQoRg/fjzOnj0rdWlEREQkMZu4G2vAgAHo27cvVq9ebTp22223YdKkSYiPj7/h63k3FhERkfVp7t9vq+/ZqaqqQlpaGmJiYsyOx8TEICUlpdHX6PV6lJSUmD2IiIjINll92Ll8+TIMBgP8/PzMjvv5+UGr1Tb6mvj4eKjVatMjKCioPUolIiIiCVh92KknCOb37Yui2OBYvfnz50On05keubm57VEiERERScDq19nx8fGBXC5v0IuTn5/foLennkKhgEKhaI/yiIiISGJW37Pj5OSEfv36ISEhwex4QkICoqKiJKqKiIiILIXV9+wAwOzZs/Hoo4+if//+GDRoED744AOcPXsWzzzzTLNeX39DGicqExERWY/6v9s3urHcJsLOlClTUFBQgNdffx15eXmIiIjAli1bEBwc3KzXl5aWAgAnKhMREVmh0tJSqNXqJs/bxDo7t8poNOLChQtQqVRNTmq2dyUlJQgKCkJubi7XIrIA/H1YFv4+LAt/H5alLX8foiiitLQUAQEBkMmanpljEz07t0omkyEwMFDqMqyCu7s7/+NhQfj7sCz8fVgW/j4sS1v9Pq7Xo1PP6icoExEREV0Pww4RERHZNIYdahaFQoEFCxZwfSILwd+HZeHvw7Lw92FZLOH3wQnKREREZNPYs0NEREQ2jWGHiIiIbBrDDhEREdk0hh0iIiKyaQw71KT4+HjccccdUKlU8PX1xaRJk5CRkSF1WVQnPj4egiAgLi5O6lLs2vnz5/HII4/A29sbrq6u6NOnD9LS0qQuyy7V1NTgb3/7G0JCQuDi4oIuXbrg9ddfh9FolLo0u7B7927ExsYiICAAgiBg06ZNZudFUcTChQsREBAAFxcXjBgxAseOHWuX2hh2qElJSUmYMWMG9u/fj4SEBNTU1CAmJgbl5eVSl2b3UlNT8cEHH6BXr15Sl2LXioqKMHjwYDg6OuLnn3/G8ePH8eabb8LDw0Pq0uzS0qVL8Z///AcrV67EH3/8gWXLlmH58uV47733pC7NLpSXl6N3795YuXJlo+eXLVuGFStWYOXKlUhNTYVGo8GYMWNM+1O2Jd56Ts126dIl+Pr6IikpCcOGDZO6HLtVVlaGvn37YtWqVXjjjTfQp08fvP3221KXZZdeeeUV7N27F3v27JG6FAIwYcIE+Pn54eOPPzYdu+++++Dq6orPP/9cwsrsjyAI2LhxIyZNmgSgtlcnICAAcXFxePnllwEAer0efn5+WLp0KZ5++uk2rYc9O9RsOp0OAODl5SVxJfZtxowZuPvuuzF69GipS7F7P/zwA/r3748HHngAvr6+uP322/Hhhx9KXZbdGjJkCHbs2IGTJ08CAH777TckJyfjrrvukrgyys7OhlarRUxMjOmYQqHA8OHDkZKS0ubvz41AqVlEUcTs2bMxZMgQRERESF2O3Vq/fj0OHTqE1NRUqUshAFlZWVi9ejVmz56NV199FQcOHMDzzz8PhUKBxx57TOry7M7LL78MnU6HHj16QC6Xw2Aw4F//+hcefPBBqUuze1qtFgDg5+dndtzPzw85OTlt/v4MO9QsM2fOxO+//47k5GSpS7Fbubm5eOGFF7Bt2zY4OztLXQ4BMBqN6N+/PxYvXgwAuP3223Hs2DGsXr2aYUcCX3/9Nb744gusW7cOPXv2RHp6OuLi4hAQEICpU6dKXR6hdnjraqIoNjjWFhh26IZmzZqFH374Abt370ZgYKDU5dittLQ05Ofno1+/fqZjBoMBu3fvxsqVK6HX6yGXyyWs0P74+/sjPDzc7Nhtt92G7777TqKK7NtLL72EV155BX/9618BAJGRkcjJyUF8fDzDjsQ0Gg2A2h4ef39/0/H8/PwGvT1tgXN2qEmiKGLmzJnYsGEDdu7ciZCQEKlLsmujRo3CkSNHkJ6ebnr0798fDz/8MNLT0xl0JDB48OAGyzGcPHkSwcHBElVk365cuQKZzPzPmlwu563nFiAkJAQajQYJCQmmY1VVVUhKSkJUVFSbvz97dqhJM2bMwLp16/D9999DpVKZxlzVajVcXFwkrs7+qFSqBvOllEolvL29OY9KIi+++CKioqKwePFiTJ48GQcOHMAHH3yADz74QOrS7FJsbCz+9a9/oVOnTujZsycOHz6MFStW4IknnpC6NLtQVlaGU6dOmZ5nZ2cjPT0dXl5e6NSpE+Li4rB48WJ069YN3bp1w+LFi+Hq6oqHHnqo7YsTiZoAoNHHmjVrpC6N6gwfPlx84YUXpC7Drm3evFmMiIgQFQqF2KNHD/GDDz6QuiS7VVJSIr7wwgtip06dRGdnZ7FLly7ia6+9Jur1eqlLswu7du1q9G/G1KlTRVEURaPRKC5YsEDUaDSiQqEQhw0bJh45cqRdauM6O0RERGTTOGeHiIiIbBrDDhEREdk0hh0iIiKyaQw7REREZNMYdoiIiMimMewQERGRTWPYISIiIpvGsENEbebMmTMQBAHp6elSl2Jy4sQJDBw4EM7OzujTp88tXUsQBGzatKlV6iKitsOwQ2TDpk2bBkEQsGTJErPjmzZtapedhi3RggULoFQqkZGRgR07djTZTqvVYtasWejSpQsUCgWCgoIQGxt73dfcisTERAiCgOLi4ja5PpE9Y9ghsnHOzs5YunQpioqKpC6l1VRVVd30a0+fPo0hQ4YgODgY3t7ejbY5c+YM+vXrh507d2LZsmU4cuQItm7diujoaMyYMeOm37s9iKKImpoaqcsgsigMO0Q2bvTo0dBoNIiPj2+yzcKFCxsM6bz99tvo3Lmz6fm0adMwadIkLF68GH5+fvDw8MCiRYtQU1ODl156CV5eXggMDMQnn3zS4PonTpxAVFQUnJ2d0bNnTyQmJpqdP378OO666y64ubnBz88Pjz76KC5fvmw6P2LECMycOROzZ8+Gj48PxowZ0+jnMBqNeP311xEYGAiFQoE+ffpg69atpvOCICAtLQ2vv/46BEHAwoULG73Oc889B0EQcODAAdx///0ICwtDz549MXv2bOzfv7/R1zTWM5Oeng5BEHDmzBkAQE5ODmJjY+Hp6QmlUomePXtiy5YtOHPmDKKjowEAnp6eEAQB06ZNA1AbXpYtW4YuXbrAxcUFvXv3xrffftvgfX/55Rf0798fCoUCe/bswW+//Ybo6GioVCq4u7ujX79+OHjwYKO1E9k6hh0iGyeXy7F48WK89957OHfu3C1da+fOnbhw4QJ2796NFStWYOHChZgwYQI8PT3x66+/4plnnsEzzzyD3Nxcs9e99NJLmDNnDg4fPoyoqChMnDgRBQUFAIC8vDwMHz4cffr0wcGDB7F161ZcvHgRkydPNrvG2rVr4eDggL179+K///1vo/W98847ePPNN/Hvf/8bv//+O8aOHYuJEyciMzPT9F49e/bEnDlzkJeXh7lz5za4RmFhIbZu3YoZM2ZAqVQ2OO/h4XEzXx0AYMaMGdDr9di9ezeOHDmCpUuXws3NDUFBQfjuu+8AABkZGcjLy8M777wDAPjb3/6GNWvWYPXq1Th27BhefPFFPPLII0hKSjK79rx58xAfH48//vgDvXr1wsMPP4zAwECkpqYiLS0Nr7zyChwdHW+6diKr1i7bjRKRJKZOnSrec889oiiK4sCBA8UnnnhCFEVR3Lhxo3j1//wXLFgg9u7d2+y1b731lhgcHGx2reDgYNFgMJiOde/eXRw6dKjpeU1NjahUKsWvvvpKFEVRzM7OFgGIS5YsMbWprq4WAwMDxaVLl4qiKIp///vfxZiYGLP3zs3NFQGIGRkZoijW7u7ep0+fG37egIAA8V//+pfZsTvuuEN87rnnTM979+4tLliwoMlr/PrrryIAccOGDTd8PwDixo0bRVH8c8fnoqIi0/nDhw+LAMTs7GxRFEUxMjJSXLhwYaPXauz1ZWVlorOzs5iSkmLWdvr06eKDDz5o9rpNmzaZtVGpVOKnn356w89AZA8cJEtZRNSuli5dipEjR2LOnDk3fY2ePXtCJvuzQ9jPzw8RERGm53K5HN7e3sjPzzd73aBBg0w/Ozg4oH///vjjjz8AAGlpadi1axfc3NwavN/p06cRFhYGAOjfv/91ayspKcGFCxcwePBgs+ODBw/Gb7/91sxPWDtsBKBNJnA///zzePbZZ7Ft2zaMHj0a9913H3r16tVk++PHj6OysrLBsF1VVRVuv/12s2PXfj+zZ8/Gk08+ic8//xyjR4/GAw88gNDQ0Nb7MERWhMNYRHZi2LBhGDt2LF599dUG52QymemPfL3q6uoG7a4dBhEEodFjRqPxhvXUhwmj0YjY2Fikp6ebPTIzMzFs2DBT+8aGlK533XqiKLYouHTr1g2CIJjCWHPVh8Crv8drv8Mnn3wSWVlZePTRR3HkyBH0798f7733XpPXrP8ef/rpJ7Pv5vjx42bzdoCG38/ChQtx7Ngx3H333di5cyfCw8OxcePGFn0mIlvBsENkR5YsWYLNmzcjJSXF7HiHDh2g1WrN/lC35to4V0/qrampQVpaGnr06AEA6Nu3L44dO4bOnTuja9euZo/mBhwAcHd3R0BAAJKTk82Op6Sk4Lbbbmv2dby8vDB27Fi8//77KC8vb3C+qVvDO3ToAKB2XlC9xr7DoKAgPPPMM9iwYQPmzJmDDz/8EADg5OQEADAYDKa24eHhUCgUOHv2bIPvJigo6IafJSwsDC+++CK2bduGe++9F2vWrLnha4hsEcMOkR2JjIzEww8/3KA3YcSIEbh06RKWLVuG06dP4/3338fPP//cau/7/vvvY+PGjThx4gRmzJiBoqIiPPHEEwBqJ+0WFhbiwQcfxIEDB5CVlYVt27bhiSeeMPvD3xwvvfQSli5diq+//hoZGRl45ZVXkJ6ejhdeeKFF11m1ahUMBgPuvPNOfPfdd8jMzMQff/yBd99912xI7mr1AWThwoU4efIkfvrpJ7z55ptmbeLi4vDLL78gOzsbhw4dws6dO01BLDg4GIIg4Mcff8SlS5dQVlYGlUqFuXPn4sUXX8TatWtx+vRpHD58GO+//z7Wrl3bZP0VFRWYOXMmEhMTkZOTg7179yI1NbVFoY/IljDsENmZf/7znw2GrG677TasWrUK77//Pnr37o0DBw40eqfSzVqyZAmWLl2K3r17Y8+ePfj+++/h4+MDAAgICMDevXthMBgwduxYRERE4IUXXoBarTabH9Qczz//PObMmYM5c+YgMjISW7duxQ8//IBu3bq16DohISE4dOgQoqOjMWfOHERERGDMmDHYsWMHVq9e3ehrHB0d8dVXX+HEiRPo3bs3li5dijfeeMOsjcFgwIwZM3Dbbbdh3Lhx6N69O1atWgUA6NixIxYtWoRXXnkFfn5+mDlzJoDa39c//vEPxMfH47bbbsPYsWOxefNmhISENFm/XC5HQUEBHnvsMYSFhWHy5MkYP348Fi1a1KLvgchWCOK1/9UjIiIisiHs2SEiIiKbxrBDRERENo1hh4iIiGwaww4RERHZNIYdIiIismkMO0RERGTTGHaIiIjIpjHsEBERkU1j2CEiIiKbxrBDRERENo1hh4iIiGwaww4RERHZtP8HP9pesI+Z4RoAAAAASUVORK5CYII=",
      "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_winsorized']])  ## 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": 36,
   "id": "f7ab9e41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 36,
     "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": 37,
   "id": "033a0833",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 2, 2, 0, 2, 2, 2, 1, 1, 2, 2, 1, 2, 2, 2, 1, 2, 0, 2, 2, 2, 2,\n",
       "       2, 1, 2, 0, 0, 2, 0, 1, 2, 0, 0, 2, 2, 2, 0, 0, 0, 2, 0, 2, 1, 1,\n",
       "       1, 2, 2, 2, 2, 0, 2, 2, 2, 1, 1, 2, 0, 2, 1, 0, 1, 2, 2, 0, 0, 2,\n",
       "       0, 2, 1, 2, 2, 2, 2, 1, 1, 1, 2, 1, 2, 2, 0, 0, 1, 2, 0, 2, 2, 0,\n",
       "       0, 1, 2, 1, 2, 0, 0, 2, 2, 0, 1, 0, 2, 2, 2, 2, 2, 2, 0, 0, 2, 2,\n",
       "       1, 1, 0, 0, 1, 1, 0, 2, 2, 2, 2, 2, 1, 1, 2, 2, 0, 2, 1, 0, 2, 2,\n",
       "       0, 1, 1, 1, 2, 2, 1, 1, 2, 2, 0, 2, 1, 1, 2, 0, 2, 0, 0, 2, 2, 2,\n",
       "       2, 0, 2, 1, 1, 1, 2, 2, 2, 2, 2, 2, 0], dtype=int32)"
      ]
     },
     "execution_count": 37,
     "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": 38,
   "id": "122e3b0f",
   "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_winsorized</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>0</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>0</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>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>167 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     child_mort  income_winsorized  Cluster Label\n",
       "country                                                          \n",
       "Afghanistan                90.2             1610.0              0\n",
       "Albania                    16.6             9930.0              2\n",
       "Algeria                    27.3            12900.0              2\n",
       "Angola                    119.0             5900.0              0\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              0\n",
       "\n",
       "[167 rows x 3 columns]"
      ]
     },
     "execution_count": 38,
     "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": 39,
   "id": "693f5cf1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Cluster Label\n",
       "1    39\n",
       "0    41\n",
       "2    87\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 39,
     "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": 49,
   "id": "d0066996",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### Visualize to better understand clustering result\n",
    "plt.figure(figsize=(8,4))\n",
    "sns.scatterplot(data=cluster_df, x='child_mort',y='income_winsorized',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                | Under Developed Countries       |\n",
    "   | Orange        |       1                | 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 0 (Under-developed Countries). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "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_winsorized</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>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Angola</th>\n",
       "      <td>119.0</td>\n",
       "      <td>5900.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Benin</th>\n",
       "      <td>111.0</td>\n",
       "      <td>1820.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burkina Faso</th>\n",
       "      <td>116.0</td>\n",
       "      <td>1430.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Burundi</th>\n",
       "      <td>93.6</td>\n",
       "      <td>764.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              child_mort  income_winsorized  Cluster Label\n",
       "country                                                   \n",
       "Afghanistan         90.2             1610.0              0\n",
       "Angola             119.0             5900.0              0\n",
       "Benin              111.0             1820.0              0\n",
       "Burkina Faso       116.0             1430.0              0\n",
       "Burundi             93.6              764.0              0"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Underdeveloped = cluster_df[cluster_df['Cluster Label'] == 0]\n",
    "Underdeveloped.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "542aa9e6",
   "metadata": {},
   "source": [
    "### 8.1 Recommendations<a class=\"anchor\" id=\"RM\"></a>\n",
    "\n",
    "   Since Cluster 0 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": 44,
   "id": "6dc4449b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "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": 47,
   "id": "acd192a3",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "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_winsorized',\n",
    "            palette=\"rocket\",\n",
    "            data=Underdeveloped.reset_index().nsmallest(20, 'income_winsorized'))\n",
    "plt.title(\"TOP 10 COUNTRIES WITH THE LOWEST INCOME LEVELS \")\n",
    "plt.xticks(rotation = 45, horizontalalignment = \"right\")\n",
    "plt.show()\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "d899836f",
   "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": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Rank countries in cluster 0 based on child mortality and income levels combined\n",
    "Underdeveloped['rank'] = (Underdeveloped['income_winsorized'].rank(ascending=True) + Underdeveloped['child_mort'].rank(ascending=False)).rank()\n",
    "Underdeveloped[\"rank\"].nsmallest(10)"
   ]
  },
  {
   "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)"
   ]
  }
 ],
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