GapMinder_v20211114v03.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Project: Investigate a Gapminder dataset\n",
    "\n",
    "## Table of Contents\n",
    "<ul>\n",
    "<li><a href=\"#intro\">Introduction</a></li>\n",
    "<li><a href=\"#wrangling\">Data Wrangling</a></li>\n",
    "<li><a href=\"#eda\">Exploratory Data Analysis</a></li>\n",
    "<li><a href=\"#conclusions\">Conclusions</a></li>\n",
    "</ul>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='intro'></a>\n",
    "## Introduction\n",
    "\n",
    "In this report, I will use 5 datasets from Gapminder. I need to explore the Human development index progress in the world and how it is related to the population in each country as well as how it is related to the value of imports and exports.\n",
    "The following datasets where used:\n",
    "1. total_gdp_us_inflation_adjusted\n",
    "2. population_total\n",
    "3. exports_percent_of_gdp\n",
    "4. imports_percent_of_gdp\n",
    "5. hdi_human_development_index\n",
    "\n",
    "The question needs to be answered are:\n",
    "1. how the Human development Index is correlated to the selected measures\n",
    "2. For the positively correlated measure if any how this correlation is changed by country\n",
    "\n",
    "### The original data is from \"https://www.gapminder.org/data/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use this cell to set up import statements for all of the packages that you\n",
    "#   plan to use.\n",
    "\n",
    "import gc\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='wrangling'></a>\n",
    "## Data Wrangling\n",
    "While exploring the datasets. I found that I need to reach an intermediate dataset which has the following characteristics:\n",
    "1. It has the columns (country, year, HDI , Population, GDP, Imports and exports)\n",
    "2. All numbers in this dataset are real numbers without any noise (like Mega, Tera, Kilo or billion symbols)\n",
    "3. The data are stacked and not cross-tab as introduced from Gapminder \n",
    "\n",
    "The following two functions where created for the second and third items above"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Used Functions to clean the data\n",
    "\n",
    "def CNV_to_NUM(df):\n",
    "    '''\n",
    "    This function is to process a dataframe column by column and convert each column values from string to numbers.\n",
    "    It assumes that the numbers are written in an abbreviated format. In the following I will mention the treated formats exactly.\n",
    "    1-'k' which means 1000\n",
    "    2-'B' which means 1000000000\n",
    "    3-'M' which means 1000000\n",
    "    4-'TR' which means 1000000000000 'I used float64 to avoid casting wrong trillion numbers'\n",
    "    The returned data frame processed columns shall be of type Float64\n",
    "    The function assume the received dataframe is organized in the following way.\n",
    "    first column is of any type and from second to the final column it is of the format we need to convert\n",
    "    :param df:\n",
    "    :return: modified df\n",
    "    '''\n",
    "    for col in df.columns[1:len(df.columns) + 1]:  # to work on all columns except the first one\n",
    "\n",
    "            df[col]=df[col].apply(str) # make sure that any column even int or float is of type string before processing\n",
    "            df[col] = (df[col].str.replace('−','-')) # to treat the case of non regular minus sign in some data\n",
    "            df[col] = (df[col].replace(r'[kBMTR]+$', '', regex=True).astype('float64') * df[col].str.extract(\n",
    "                r'[\\d\\.]+([kBMTR]+)', expand=False).fillna(1).replace(['k', 'M', 'B', 'TR'], [10 ** 3, 10 ** 6, 10 ** 9, 10 ** 12]).astype('float64'))\n",
    "\n",
    "    return df\n",
    "\n",
    "def CNV_to_Stack(df,col_name):\n",
    "    '''\n",
    "    This function convert a dataframe in the format of index,country, year1, year2 ....., year n\n",
    "    into a tidy dataframe in the format of country,year and value where the header of the value column named\n",
    "    from parameter col_name\n",
    "    :param df, col_name:\n",
    "    :return modified df:\n",
    "    '''\n",
    "    Ser = (df.set_index(\"country\")).stack()\n",
    "    new_df = pd.DataFrame(Ser, index=Ser.index, columns=[col_name])\n",
    "    new_df.index.names = ('country', 'year')\n",
    "    return new_df\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Cleaning (convert to numbers, stack and merge dataframe)\n",
    "In this step I will use the above defined functions with Pandas dataframe merge function to reach the intermediate goal of a having one dataframe that has all the cleaned data. The next steps will be:\n",
    "1. Download and define the needed file names\n",
    "2. Clean how the numbered data are written in each dataframe\n",
    "3. Stack the dataframe in a format (country, year) -> value\n",
    "4. Merge the dataframes in the HDI dataframe to have all the the other data linked in the final intermediate dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       hdi_human_development_index\n",
      "count                  4964.000000\n",
      "mean                      0.656419\n",
      "std                       0.165961\n",
      "min                       0.189000\n",
      "25%                       0.529000\n",
      "50%                       0.681000\n",
      "75%                       0.787250\n",
      "max                       0.954000\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "119"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# After discussing the structure of the data and any problems that need to be\n",
    "#   cleaned, perform those cleaning steps in the second part of this section.\n",
    "file_name_GDP=\"total_gdp_us_inflation_adjusted.csv\"\n",
    "file_name_PPU=\"population_total.csv\"\n",
    "file_name_EXP=\"exports_percent_of_gdp.csv\"\n",
    "file_name_IMP=\"imports_percent_of_gdp.csv\"\n",
    "file_name_HDI=\"hdi_human_development_index.csv\"\n",
    "\n",
    "# read build, clean the HDI dataframe and leave it for next steps\n",
    "df_HDI = pd.read_csv(file_name_HDI)\n",
    "df_HDI_NUM_STK= CNV_to_Stack(CNV_to_NUM(df_HDI),file_name_HDI.split(\".\")[0])\n",
    "df_HDI_NUM_STK.boxplot(column=(file_name_HDI.split(\".\")[0]),by='year',figsize=(15,5))\n",
    "print(df_HDI_NUM_STK.describe())\n",
    "del df_HDI\n",
    "gc.collect()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       population_total\n",
      "count      5.929700e+04\n",
      "mean       2.312308e+07\n",
      "std        1.002205e+08\n",
      "min        6.450000e+02\n",
      "25%        4.250000e+05\n",
      "50%        2.630000e+06\n",
      "75%        1.080000e+07\n",
      "max        1.650000e+09\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "21176"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read build and clean the population dataframe and merge it with HDI dataframe\n",
    "df_PPU = pd.read_csv(file_name_PPU)\n",
    "df_PPU_NUM_STK= CNV_to_Stack(CNV_to_NUM(df_PPU),file_name_PPU.split(\".\")[0])\n",
    "print(df_PPU_NUM_STK.describe())\n",
    "df_HDI_NUM_STK = df_HDI_NUM_STK.merge(df_PPU_NUM_STK,left_on=df_HDI_NUM_STK.index.names,right_on=df_PPU_NUM_STK.index.names,how='left')\n",
    "del [df_PPU,df_PPU_NUM_STK]\n",
    "gc.collect()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       total_gdp_us_inflation_adjusted\n",
      "count                     9.528000e+03\n",
      "mean                      2.511934e+11\n",
      "std                       1.046121e+12\n",
      "min                       2.140000e+07\n",
      "25%                       3.750000e+09\n",
      "50%                       1.505000e+10\n",
      "75%                       1.100000e+11\n",
      "max                       1.830000e+13\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "353"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read build and clean the GDP dataframe and merge it with HDI dataframe\n",
    "df_GDP = pd.read_csv(file_name_GDP)\n",
    "df_GDP_NUM_STK= CNV_to_Stack(CNV_to_NUM(df_GDP),file_name_GDP.split(\".\")[0])\n",
    "print(df_GDP_NUM_STK.describe())\n",
    "df_HDI_NUM_STK = df_HDI_NUM_STK.merge(df_GDP_NUM_STK,left_on=df_HDI_NUM_STK.index.names,right_on=df_GDP_NUM_STK.index.names,how='left')\n",
    "del [df_GDP,df_GDP_NUM_STK]\n",
    "gc.collect()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       imports_percent_of_gdp\n",
      "count             8504.000000\n",
      "mean                42.269851\n",
      "std                 28.219226\n",
      "min                  0.000000\n",
      "25%                 24.000000\n",
      "50%                 35.300000\n",
      "75%                 53.900000\n",
      "max                428.000000\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "353"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read build and clean the imports dataframe and merge it with HDI dataframe\n",
    "df_IMP = pd.read_csv(file_name_IMP)\n",
    "df_IMP_NUM_STK= CNV_to_Stack(CNV_to_NUM(df_IMP),file_name_IMP.split(\".\")[0])\n",
    "print(df_IMP_NUM_STK.describe())\n",
    "df_HDI_NUM_STK = df_HDI_NUM_STK.merge(df_IMP_NUM_STK,left_on=df_HDI_NUM_STK.index.names,right_on=df_IMP_NUM_STK.index.names,how='left')\n",
    "del [df_IMP,df_IMP_NUM_STK]\n",
    "gc.collect()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       exports_percent_of_gdp\n",
      "count             8495.000000\n",
      "mean                36.541427\n",
      "std                 28.780637\n",
      "min                  0.005380\n",
      "25%                 18.200000\n",
      "50%                 29.400000\n",
      "75%                 46.600000\n",
      "max                433.000000\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "381"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# read build and clean the exports dataframe and merge it with HDI dataframe\n",
    "df_EXP = pd.read_csv(file_name_EXP)\n",
    "df_EXP_NUM_STK= CNV_to_Stack(CNV_to_NUM(df_EXP),file_name_EXP.split(\".\")[0])\n",
    "print(df_EXP_NUM_STK.describe())\n",
    "df_HDI_NUM_STK = df_HDI_NUM_STK.merge(df_EXP_NUM_STK,left_on=df_HDI_NUM_STK.index.names,right_on=df_EXP_NUM_STK.index.names,how='left')\n",
    "del [df_EXP,df_EXP_NUM_STK]\n",
    "gc.collect()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "MultiIndex: 4964 entries, ('Afghanistan', '1990') to ('Zimbabwe', '2018')\n",
      "Data columns (total 5 columns):\n",
      " #   Column                           Non-Null Count  Dtype  \n",
      "---  ------                           --------------  -----  \n",
      " 0   hdi_human_development_index      4964 non-null   float64\n",
      " 1   population_total                 4964 non-null   float64\n",
      " 2   total_gdp_us_inflation_adjusted  4777 non-null   float64\n",
      " 3   imports_percent_of_gdp           4508 non-null   float64\n",
      " 4   exports_percent_of_gdp           4508 non-null   float64\n",
      "dtypes: float64(5)\n",
      "memory usage: 215.4+ KB\n"
     ]
    },
    {
     "data": {
      "image/png": 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0ChGRwH6ZuX7cbZEkNZsjhZIkSZLUYBaFktRQEfHG8oHl7a/Pj7tt/YiI4zq0f92427ZYRcReHT7T2Yio44ZFkqQJ4OmjkiRJktRgjhRKkiRJUoNZFEqSJElSg205ruCdd945995774HWvfvuu9luu+2qbZC5Y880d7pzm7Sv5k5vprnTndukfTV3ejPNne7cYTKvvPLKWzNzl3lnZuZYXitWrMhBrV27duB1h9Gk3Cbtq7nTm2nudOc2aV/Nnd5Mc6c7t0n7au7kZwJXZIfazNNHJUmSJKnBLAolSZIkqcEsCiVJkiSpwSwKJUmSJKnBLAolSZIkqcEsCiVJkiSpwSwKJUmSJKnBLAolSZIkqcEsCiVJkiSpwSwKJUmSJKnBthx3AyRJkiRp0kVE1/mZuWhzHSmUJEmStGhExCavww47bJP3dcnMTV7LT7pok/ejyG3PrCrXkUJJkiRJC9ZPAVZHsdS+zb1PvpgbTn9e5TlNYlEoSZIkVWQcpxhanGlYFoWSJEkNMK7CYZqvw+q13VEVSRZnGpZFoSRJGrsmFQ5NG9VpWq60GHmjGUmSuuh1Q4M6b2owDuPa32m+gUO3zFHmSlInFoWSJHUxrl/gJ7U4s2CRpOljUShJ0gSyOJMkjYpFoSRJkiQ1mDeakSQtGuO6GYkkSdPMkUJJ0qLh6ZSSJFXPkUJJqsCkPv9rXLkWaJIkLR6OFEpSBcZ1U5BJzZUkSYtHXyOFEXEE8E5gCfCBzDy9bf7DgLOBRwG/Al6Zmd+tuK2S1BdHsSRJkvrXc6QwIpYAZwHPAfYHjomI/dsWeyNwVWY+HngZRQEpqeHG9cBvrzuTJEnqXz+njx4ErM/M6zLzXuA84Ki2ZfYHvgSQmd8H9o6IZZW2VNKiY3EmSZI0+fo5fXR3YEPL+43AwW3LfAd4IfDViDgIWA7sAdzSulBErARWAixbtoyZmZmBGj07OzvwusNoUm6T9tXc0RlHprnTndukfTV3ejPNne7cJu2ruYs4s/0v9/P8Jf9FFNcRzr1/KfDutmV+BzgHuAr4Z+By4AndtrtixYoc1Nq1awdedxhNym3Svpo7GstPumjkmeZOd26T9tXc6c00d7pzm7Sv5k5+JnBFdqjN+hkp3Ajs2fJ+D+DmtsLyF8ArAKK4UOj68iVpAnjjFUmSJHXSzzWFlwP7RcQ+EbE1cDRwYesCEbFjOQ/g1cCXy0JR0gRo/2uQjw+QJEnSnJ4jhZl5f0ScCFxK8UiKszNzXUScUM5fDTwW+HBEPABcA7yqxjZLi9a4HjQuSZIkddLXcwozcw2wpm3a6pafvwHsV23T1BRNOrWxfV/2Pvlibjj9eWNqjSRJktRnUSjVqbVQGlWR5IidJEmSVOjnmkJp6vS6xs6CUJIkSU1hUShJkiRJDebpo3pQk67tkyRJklRwpFAP8nRKSZIkqXkWxUjhuG4KMqm5FmiSJEmSqrIoRgrHdVOQSc2VJEmSpKosiqJQkiRJklQPi0JJkiRJajCLQkmSJElqMItCSZIkSWowi0JJkiRJajCLQkmSJElqMItCSZIkSWowi0JJkiRJajCLQkmSJElqsC3H3QBJkiRJmjRPePNl/Pye+7ous/fJF887fYeHbsV3/uZZdTSrFhaFkiRJkibWuIqzn99zHzec/ryO82dmZjj00EMX1J5+9NrfbtsedH8tCiVJkiT11LTibFy67W+3fYXB99eiUJIkSVJPTSvOmsQbzUiSJElSg1kUSpIkSVKDefqoJEmStMiM42Ykml59FYURcQTwTmAJ8IHMPL1t/g7AR4C9ym3+fWaeU3FbJUmSpIkyruJsHDcj0fTqWRRGxBLgLOBwYCNweURcmJnXtCz2WuCazDwyInYBro2If8nMe2tptSRJkjQBLM40DfoZKTwIWJ+Z1wFExHnAUUBrUZjA9hERwFLgduD+itsqSZIkzatJDxqXqtZPUbg7sKHl/Ubg4LZlzgQuBG4GtgdenJm/ad9QRKwEVgIsW7aMmZmZAZpcGGbdYTQpt0n7au70Zpo73blN2ldzpzfT3Gr8/J77OPeI7TrOn52dZenSpfPOO/6Su2v5vXR2drbndhdbbrf1euXW9bt/k3LrOrb9FIUxz7Rse/9s4Crg94BHAV+IiK9k5i82WSnzfcD7AA488MDsNpze1SUXdx2Kr02Tcpu0r+ZOb6a5053bpH01d9Fn9hrFOv6SuzvOG2YUa9DcOjPryu11/LqeyjnMse+ybq/TRxdd7gR+xk3LrevY9lMUbgT2bHm/B8WIYKtXAKdnZgLrI+J64DHAvy+4RZIkaeqN61S/pt0UZNDcujLrzJU0uH6KwsuB/SJiH+Am4Gjg2LZlfgw8A/hKRCwD/jNwXZUNlSRJ02NchYM3BZGkzfUsCjPz/og4EbiU4pEUZ2fmuog4oZy/GjgVODci/h/F6aYnZeatNbZbkiRVwJtzSJL6ek5hZq4B1rRNW93y882A/ypIkjSEQU9trOu0RvBUP0lqgr6KQkmSmmSxXXdmcSZJGoZFoSRJbbzuTJLUJBaFkqSJNa4RO0mSmsSiUJLU07huRuKInSRJ9bMolCT15M1IJEmaXhaFkrSI+PgASZJUNYtCSZUZ1/VfTbruzBE7SZJUNYtCSZUZ1/Vf48odxzPlJEmSqmZRKE0hTzEcDZ8pJ0mSpoFFoTSFPMVQkiRJ/bIolGrkiJ0kSZImnUWhGmMcNyNxxE6SJEmTzqJQjeFDsCVJkqTNWRRq5Jr0+ABJkiRp0lkUauQcsZMkSZImh0VhgzliJ0mSJMmisMEcsZMkSZI0sUWho1iSJEnS5Nj+sSfzux86uftCH+q0LkDnO7JrvCa2KBzHKJbPlJMkSdJi0LNA61CcFevCIAXaXd87fSyP2hpXMTqxuTUc24ktCsdhXM+UsxiVJElanMbxCzx0L9Cm7TKgcRWjk5hb17G1KJwAPuBckiRpOOMa1WlScabpZVEoSZKkykxicQb+kV3qxqJQkiSpZuM6xXDQXIszqVn6Kgoj4gjgncAS4AOZeXrb/DcAx7Vs87HALpl5e4VtlSRJGkrTrv8aNNfiTGqWnkVhRCwBzgIOBzYCl0fEhZl5zdwymfk24G3l8kcCf2FBKEmSJo3Xf0nS5voZKTwIWJ+Z1wFExHnAUcA1HZY/BvhYNc2TJEnTyOedSdLk6Kco3B3Y0PJ+I3DwfAtGxLbAEcCJwzdNkiRNK687k6TJ0U9RGPNMyw7LHgl8rdOpoxGxElgJsGzZMmZmZroGd5o/Ozs78Lq9dFuvV+6gmZOYW+dn3LTcSTu248qdxmM7TO40Hdtx5U7qsR1X7jQd23HlTuqxHVfuNB3bceVO6rEdJnfSPuOm5dZ2bDOz6ws4BLi05f0qYFWHZT8NHNtrm5nJihUrspvlJ13Ucd7atWsHXneY9brlDpo5qbl1fcZNy53EYzuu3Gk7tsPkTtuxHVfuJB7bceUOk/m4cx831GtQfqcmO3fa+otx5U7isR0mdxI/46blDnNsgSuyQ23Wz0jh5cB+EbEPcBNwNHBs+0IRsQPwdOAlCy9NJUmSjw+QJI1Dz6IwM++PiBOBSykeSXF2Zq6LiBPK+avLRV8AXJaZd9fWWkmSppiPD5AkjUNfzynMzDXAmrZpq9venwucW1XDJEmSJEn166solCSpScb1gHNJksbBolCSpDY+4FyS1CQWhZKkieWInSRJ9bMolCRNLEfsJEmqn0WhJKmnniN2UMvjEiRJUv0sCiVJPfksO0mSptcW426AJEmSJGl8HCmUpEXE0zglSVLVLAolaUCD3hlzmOLM0zglSVLVLAolVaZpjw8Y9M6YFmeSJGmSWBRKqoyPD5AkSVp8LAolLXpNG6GUJEmqkkWhVCNvCjIajlBKkiQNzqJQqtG4bgpiMSpJkqR+WRRKU8g7VEqSJKlfFoVqDK87kyRJkjZnUaiRG1dx5nVnkiRJ0uYsCjVyFmeSJEnS5LAobNG0m3N4OqUkSZIki8IWTbtTpCN2kiRJkia2KGzSKJZ3ipQkSZI0LhNbFDqKJUmSJEn122LcDZAkSZIkjU9fRWFEHBER10bE+oiY95zOiDg0Iq6KiHUR8W/VNlOSJEmSVIeep49GxBLgLOBwYCNweURcmJnXtCyzI/Ae4IjM/HFE7FpTeyVJkiRJFepnpPAgYH1mXpeZ9wLnAUe1LXMs8KnM/DFAZv602mZKkiRJkurQT1G4O7Ch5f3GclqrRwMPi4iZiLgyIl5WVQMlSZIkSfXp5+6jMc+0nGc7K4BnAA8FvhER38zMH2yyoYiVwEqAZcuWMTMz0zW40/zZ2dmB1+2l23q9cgfNnMTcOj/jpuVO2rEdV+40Htthcqfp2I4rd1KP7bhyp+nYjit3Uo/tuHKn6diOK3dSj+0wuZP2GTctt7Zjm5ldX8AhwKUt71cBq9qWORk4peX9B4EXddvuihUrspvlJ13Ucd7atWsHXneY9brlDpo5qbl1fcZNy53EYzuu3Gk7tsPkTtuxHVfuJB7bceVO27EdV+4kHttx5U7bsR1X7iQe22FyJ/EzntbcQV+PP+XSjtsFrsgOtVk/I4WXA/tFxD7ATcDRFNcQtvoscGZEbAlsDRwMvH3hJaokSZIkNVenZ7VD8Tz2bvMH1bMozMz7I+JE4FJgCXB2Zq6LiBPK+asz83sRcQlwNfAb4AOZ+d3KWytJkiSpcfY++eLuC1wy//wdHrrVoswdtX5GCsnMNcCatmmr296/DXhbdU2TJEmSNEnGUST1Ghmra/RsXLnj0FdRKEmSJKnZmlQkNU0/j6SQJEmSJE0pi0JJkiRJajBPH5UkSZIWoa7X93W4tg8W301QVD+LQkmSJGkI4yjOxvHYAk0vi0JJkiRpQBZnmgYWhZIkSZoKTXmmnFQ1i0JJkiQtej4uQRqcdx+VJEmSpAZzpFCSJEmV8jROaXGxKJQkSVJlPI1TWnw8fVSSJEmSGsyRQkmSpCk2yDP0PI1TahaLQkmSpCnlM/Qk9cOiUJIkaQQGGbEDR+0k1c+iUJIkqWaO2EmaZN5oRpIkSZIazJFCSZLUKJ7GKUmbsiiUJEmN4WmckrQ5Tx+VJEmSpAZzpFCSJI1F19M4wWfoSdKIWBRKkqSR63WapqdyStLoWBRKktRwjthJUrP1VRRGxBHAO4ElwAcy8/S2+YcCnwWuLyd9KjPfUl0zJUlSHRyxkyT1LAojYglwFnA4sBG4PCIuzMxr2hb9SmY+v4Y2SpIkSZJq0s9I4UHA+sy8DiAizgOOAtqLQkmSNKRBnqHnaZySpGH0UxTuDmxoeb8ROHie5Q6JiO8ANwP/MzPXVdA+SZIaw2foSZLGoZ+iMOaZlm3vvw0sz8zZiHgu8Blgv802FLESWAmwbNkyZmZmugZ3mj87Ozvwur10W69X7qCZk5hb52fctNxJO7bjyp3GYztM7jQd23Hl1n1sBxmxA9huq+Fyu6lru+aON9Pc6c5t0r6au4gzM7PrCzgEuLTl/SpgVY91bgB27rbMihUrspvlJ13Ucd7atWsHXneY9brlDpo5qbl1fcZNy53EYzuu3Gk7tsPkTtuxHVduncd2HNs1d/y5TdpXc6c309zpzh0mE7giO9Rm/YwUXg7sFxH7ADcBRwPHti4QEY8AbsnMjIiDgC2A2yqpWiVJjTboiJ3X2UmS1J+eRWFm3h8RJwKXUjyS4uzMXBcRJ5TzVwN/CLwmIu4H7gGOLqtRSZIG5jV2kiTVr6/nFGbmGmBN27TVLT+fCZxZbdMkSZPEB5xLkjSd+ioKJUnN5gPOJUmaXhaFbfxLuDQcr/+qn/2UJEmqkkVhi3H+JXxcv+SN6xd4C4f6jeM7Nc7rvxbTd7muz3iuPY7YSZKkhZjoorAphcO4fskb1y/wTSwcRq1phUMTv8uSJElVmdii0F+2VLVxfac81U+SJEmTbGKLQmkaNG3ETpIkSYvPFuNugCRJkiRpfCwKJUmSJKnBLAolSZIkqcEsCiVJkiSpwSwKJUmSJKnBLAolSZIkqcEsCiVJkiSpwSwKJUmSJKnBLAolSZIkqcEsCiVJkiSpwSwKJUmSJKnBLAolSZIkqcEsCiVJkiSpwSwKJUmSJKnBLAolSZIkqcEsCiVJkiSpwSwKJUmSJKnB+ioKI+KIiLg2ItZHxMldlntyRDwQEX9YXRMlSZIkSXXpWRRGxBLgLOA5wP7AMRGxf4flzgAurbqRkiRJkqR69DNSeBCwPjOvy8x7gfOAo+ZZ7s+ATwI/rbB9kiRJkqQa9VMU7g5saHm/sZz2oIjYHXgBsLq6pkmSJEmS6rZlH8vEPNOy7f07gJMy84GI+RYvNxSxElgJsGzZMmZmZvpr5TyGWXcYTcpt0r6aO72Z5k53bpP21dzpzTR3unObtK/mLuLMzOz6Ag4BLm15vwpY1bbM9cAN5WuW4hTS3++23RUrVuSglp900cDrDqNJuU3aV3OnN9Pc6c5t0r6aO72Z5k53bpP21dzJzwSuyA61WT8jhZcD+0XEPsBNwNHAsW2F5T5zP0fEucBFmfmZwUtVSZIkSdIo9CwKM/P+iDiR4q6iS4CzM3NdRJxQzvc6QkmSJElapPoZKSQz1wBr2qbNWwxm5vHDN0uSJEmSNAp9PbxekiRJkjSdLAolSZIkqcH6On1UkiRJkjR67Y/8izM2nV/cWHQ4jhRKkiRJUg8RscnrxjOev8n7urQ+OmLt2rXzPUJwaBaFkiRJktRDezHWXqAtZhaFkiRJktRgXlMoSZIkadGY71TN1uvsFvuo3Tg4UihJkiRp0Zjm0zjHxZFCSZIkSQvWa8QOHLVbLBwplCRJkrRgvUbsLAgXD0cKJUmSpEXMETsNy5FCSZIkaRFzxE7DcqRQkiRJqkj7qJ0jdloMHCmUJEmSKuKInRYji0JJkiRJajBPH5UkSdLU8QHnUv8cKZQkSdLU8QHnUv8sCiVJkiSpwSwKJUmSJKnBvKZQkiRJtfHaPmnyOVIoSZKk2nhtnzT5HCmUJElqgF4jduCondRUjhRKkiQ1QK8ROwtCqbn6Kgoj4oiIuDYi1kfEyfPMPyoiro6IqyLiioh4avVNlSRJkiRVrefpoxGxBDgLOBzYCFweERdm5jUti30JuDAzMyIeD1wAPKaOBkuSJC1mnsYpadL0M1J4ELA+M6/LzHuB84CjWhfIzNn8be+1HWBPJkmSNA9P45Q0afq50czuwIaW9xuBg9sXiogXAH8L7Ao8r5LWSZIk1ah91M4RO0lN1E9RuPk5DvOMBGbmp4FPR8TTgFOBZ262oYiVwEqAZcuWMTMzs6DGthpm3WE0KbdJ+2ru9GaaO925TdpXc+uxdu3aB3+enZ1l6dKlI2/D7OzsWD5jc6cz09zpzq0ts/10hXlOXzgEuLTl/SpgVY91rgd27rbMihUrclDLT7po4HWH0aTcJu2rudObae505zZpX80djbVr144809zpzm3Svpo7+ZnAFdmhNutnpPByYL+I2Ae4CTgaOLZ1gYjYF/hRZmZEPAnYGritmrJVkiRNu143X0lP45Sk2vQsCjPz/og4EbgUWAKcnZnrIuKEcv5q4A+Al0XEfcA9wIvT3luSpEVnXHfGbN/mzMwMhx56aOU5kqTN9TNSSGauAda0TVvd8vMZwBnt60mSpMXF4kySmqevolCSJI2Wz7KTJI1KP88plCRJI9Z+EwCfZSdJqotFoSRJkiQ1mKePSpLUhadxSpKmnSOFkiR14WmckqRp50ihJGnRaB+1c8ROkqThOVIoSVo0HLGTJKl6jhRKkhas13V2FmiSJC0ejhRK0iIWEZu8bjzj+ZtNq0Ov6+wkSdLiYVEoSYuYN0GRJEnD8vRRSaqAjy2QJEmLlSOFkqbOJJ5OaUEoSZImlUWhpNqMozgD71ApSZK0EBaFkmpjcSZJkjT5vKZQagAfHyBJkqROHCmURsjHB0iSJGnSWBRKI+TNSCRJkjRpLAolSZIkqcG8plCN5DPlJEmSpIIjhWokT+OUJEmSChaFkiRJktRgFoWSJEmS1GBeU9iF151JkiRJmnZ9jRRGxBERcW1ErI+Ik+eZf1xEXF2+vh4RT6iykZP6bDcLQkmSJEmLXc+iMCKWAGcBzwH2B46JiP3bFrseeHpmPh44FXhflY20OJMkSZKkevQzUngQsD4zr8vMe4HzgKNaF8jMr2fmHeXbbwJ7VNtMSZIkSVId+ikKdwc2tLzfWE7r5FXA54dplCRJkiRpNKLXqZcR8SLg2Zn56vL9S4GDMvPP5ln2MOA9wFMz87Z55q8EVgIsW7ZsxXnnnTdQo2dnZ1m6dOlA6w5jVLmHHXZY1/lr166tvQ3HX3I35x6xXe05k5I77d+pScht0r6aO72Z5k53bpP21dzpzTR3unOHyTzssMOuzMwD553Zfm3ePNfqHQJc2vJ+FbBqnuUeD/wIeHSvbWYmK1asyEGtXbt24HWH0aTc5SddNPLMceY26diOK7dJ+2ru9GaaO925TdpXc6c309zpzh0mE7giO9Rm/TyS4nJgv4jYB7gJOBo4tnWBiNgL+BTw0sz8wQCFqyZA+11cffyGJEmSNP16XlOYmfcDJwKXAt8DLsjMdRFxQkScUC7218BOwHsi4qqIuKK2Fqs2rX8t8A6vkiRJUjP09fD6zFwDrGmbtrrl51cDr662aWoKRyglSZKk8enr4fVSnRyhlCRJksbHolCSJEmSGsyiUJIkSZIazKJQkiRJkhrMolCSJEmSGsyiUJIkSZIazKJQkiRJkhrMolCSJEmSGsyiUJIkSZIazKJQkiRJkhrMolCSJEmSGiwyczzBET8Dbhxw9Z2BWytsjrmTkWnudOc2aV/Nnd5Mc6c7t0n7au70Zpo73bnDZC7PzF3mmzG2onAYEXFFZh5o7nRlmjvduU3aV3OnN9Pc6c5t0r6aO72Z5k53bl2Znj4qSZIkSQ1mUShJkiRJDbZYi8L3mTuVmeZOd26T9tXc6c00d7pzm7Sv5k5vprnTnVtL5qK8plCSJEmSVI3FOlIoSZIkSapCZo79BZwN/BT4bsu0JwDfAP4f8Dngd8rpWwPnlNO/Axzass6Kcvp64F2UI6EjyD0N2ADMjmp/gW2Bi4HvA+uA00f4OV9STlsHrAaWjCK3Zd0LW7dV877OANcCV5WvXUeUuzXF6QE/KI/xH4zgO7V9y35eRXG743eMaH+PKadfXX6/dh5R7ovLzHXA3/XI3BNYC3yvXP715fSHA18Aflj+92Et66yi6I+uBZ49SF9VcW7ffVVVuSygr6p4X/vup6rMXWA/VeX+ztBnX1Vxbt99VYXfqb77qor3te9+quLc2vopYKdy+VngzLZt1dZP9citrZ/qlEuN/VSPfa2tn+qWW2c/1WN/Z6ipn+qRW1s/1eU7VVs/1WNfF/T71Cbr9rtgnS/gacCT2PQXvMuBp5c/vxI4tfz5tcA55c+7AlcCW5Tv/x04BAjg88BzRpT7FOCR9F8UDp1L0YEd1vJl/8oI93ful+0APgkcPYrcctoLgY/SuxOral9ngAPH8F1+M/DW8uct6F0kVfYZt6x/JfC0EXyXt6Qo8HYu5/0dcMoIcncCfgzsUs77EPCMLpmPBJ5U/rw9xT8u+5ftPbmcfjJwRvnz/hT/2G8D7AP8iPIffBbQV1Wc23dfVVUuC+irKt7XvvupKnNzYf1Ulfs7Q599VcW5ffdVVX/O/fRVVWWywH6qwty6+6ntgKcCJ7D5L5d19lPdcuvsp+bNpd5+qtu+1tlPdcytuZ/qtr8z1NdPdcuts5/q+jnX1E91+h4v+PepTdrR74J1v4C92fQXvF/w22se9wSuKX8+C3hJy3JfAg4qP9Dvt0w/Bnhv3blt2+qrKKw6t5z+TuCPR7y/W1GMyLx4FLnAUuCr5f8oXTuxCjNnWEBRWGHuBmC7Uee2TNuvbEPX0fYqcsvv0c+A5RT/MK4GVo4g98nAF1umvxR4zwI+788Ch1P81fOR5bRHAteWP68CVrUsfynFL1gD9VXD5rZto+++qsrccnpffVWF+9p3P1VFLgvspyrMnWGBfVVFuQvuqyo+vn33VcNkMmA/VUFurf1Uy3LHs+kvl7X2U51y2+ZV3k/1k1vOr6yf6nNfK++nuuVSYz/VI3eGmvqpHrm19VN9Ht9K+6lOmQzZT03yNYXfBf57+fOLKH7Jg+IvaUdFxJYRsQ/F6Q17ArsDG1vW31hOqzu3KgPnRsSOwJEUv+yOJDciLqX4a8RdwCdGlHsq8A/ALwfIGzQT4JyIuCoi/ndERN255fEEODUivh0RH4+IZXXntq17DHB+lr1MnbmZeR/wGorTHW6m+Efqg3XnUpwS9ZiI2DsitgR+nz7/n46IvYEnAt8ClmXmTwDK/+5aLrY7xT8Cc+b6pIH7qiFzB1ZV7kL6qioyB+mnKsgdqJ+q6DNecF81TO4wfVWF3+W++6phMofpp4bc17r7qU7q7qcqV1VuDf1Ur23U1U91U2c/1Utd/VSndXcsf6yrn+pH1f3UvIb9fWqSi8JXAq+NiCsphlLvLaefTdE5XQG8A/g6cD9FRdxukF9oF5pblYFyy38kPga8KzOvG1VuZj6b4q8W2wC/V3duRBwA7JuZnx4ga6DMct5xmfm7wH8rXy8dQe6WwB7A1zLzSRTXyf39CHJbHU3xvRrEQo/tVhSd2BOB3SjOg19Vd25m3lHmnk9xqtAN9PH/dEQspTjN588z8xfdFp1nWnaZXnfuQKrKXUhfVVXmQvupYXMH7acq2t8F91UV5A7UV1X8Xe6rr6rg2A7UTw2bO4J+akHtGUHuQKrKramf6qrGfqrT+gdQbz/VTZ39VCd191P9qLqf6rT+UL9PbbnQwFHJzO8DzwKIiEcDzyun3w/8xdxyEfF1igsw76A46HP2oKiS686txBC57wN+mJnvGHEumfmriLgQOIriAtg6c58OrIiIGyi+t7tGxExmHlrnvmbmTeV/74qIj1Kcdvjhmvf1Noq/3s112B8HXrWQzAFz594/AdgyM69caOaAuQeU839UTr+A4tz5unPJzM9RnLJDRKwEHuiWUXa4nwT+JTM/VU6+JSIemZk/iYhHUvzFF4pCtPUv+nN90kYW2FdVlLtgFef21VdVva/99lMV5R7CAvupqvZ3oX1VRbkL7quqPL799lUVZR4AC+unKjy2dfZTndTdT1Wm4tw6+qmeauqnOqm7n+q2n3X2U53U3U91VVM/1ckBMPjvUxM7UhgRu5b/3QJ4E8V5sUTEthGxXfnz4RR/8b+mHFa9KyKeEhEBvIzinNxac4fczaFyI+KtwA7An48qNyKWll/Mub+oPZfiTk615mbmP2Xmbpm5N8XFtT9YSEE44L5uGRE7l9O3Ap5PcYpi3fuaFL8AzO3fM4AFf9eG+C4fw+CjhIPk3gTsHxG7lJs4nOIOXHXntq7zMOBPgQ902X5QnIbxvcz8x5ZZFwIvL39+Ob/tdy4Ejo6IbaI4bXU/4N8X2ldVldtp+6PI7bevqipzof1Uhcd2Qf1Uhfu7oL6qwv1dUF9Vw3e5Z19VYeaC+qmK//+ps5+a1wj6qUpUmVtjP9VpO3X3U/MaQT/VaTt191PzGkE/1Usd/VQnw/0+lQNcdFn1q/ywfgLcR/HXqVcBr6e4+84PgNPhwRtI7E1x4eX3gC8Cy1u2cyDFF+xHwJlz64wg9+/K9X9T/veUunMp/mqX5fSryterR5C7jOIuj1dT3Db33RR/Aan9c27Z3t70vltWFfu6HcXdoub29Z30fvxGVd+p5cCXy+wvAXuN6jMGrgMeM+L/d08op19N0XnvNKLcj1H843ANve+i+1SK/+eu5rf/zz2X4u6AX6IYffwS8PCWdf6Koj+6lpY72bGAvqri3L77qqpyWUBfVWHmgvqpKj/jBfZTVe3vgvqqir9TffdVVX/O9NFXVbyvffdTFefW3U/dANxOcXv7jcD+I+qnOuXW3U9tlkv9/dR8maPop+b9jEfQT823v6Pop+bdX+rvpzp+ztTXT3Xa1wX9PtX6mvulSZIkSZLUQBN7+qgkSZIkqX4WhZIkSZLUYBaFkiRJktRgFoWSJEmS1GAWhZIkSZLUYBaFkiRJktRgFoWSJNUgIpaMuw2SJPXDolCS1HgRcWpEvL7l/WkR8bqIeENEXB4RV0fEm1vmfyYiroyIdRGxsmX6bES8JSK+BRwy4t2QJGkgFoWSJMEHgZcDRMQWwNHALcB+wEHAAcCKiHhaufwrM3MFcCDwuojYqZy+HfDdzDw4M786wvZLkjSwLcfdAEmSxi0zb4iI2yLiicAy4P8CTwaeVf4MsJSiSPwyRSH4gnL6nuX024AHgE+Osu2SJA3LolCSpMIHgOOBRwBnA88A/jYz39u6UEQcCjwTOCQzfxkRM8BDytm/yswHRtReSZIq4emjkiQVPg0cQTFCeGn5emVELAWIiN0jYldgB+COsiB8DPCUcTVYkqQqOFIoSRKQmfdGxFrgznK077KIeCzwjYgAmAVeAlwCnBARVwPXAt8cV5slSapCZOa42yBJ0tiVN5j5NvCizPzhuNsjSdKoePqoJKnxImJ/YD3wJQtCSVLTOFIoSZIkSQ3mSKEkSZIkNZhFoSRJkiQ1mEWhJEmSJDWYRaEkSZIkNZhFoSRJkiQ1mEWhJEmSJDXY/wcogSufCKn6BgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_HDI_NUM_STK.to_csv(\"Backup_BeforeRemovingIncompleteCountries.csv\")\n",
    "df_HDI_NUM_STK.info()\n",
    "# print(df_HDI_NUM_STK.describe())\n",
    "for col in df_HDI_NUM_STK.columns:\n",
    "    df_HDI_NUM_STK.boxplot(column=col, by='year', figsize=(15,5))\n",
    "# now the dataframe \"df_HDI_NUM_STK\" is rady for next steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "MultiIndex: 4453 entries, ('Angola', '2000') to ('Zimbabwe', '2018')\n",
      "Data columns (total 5 columns):\n",
      " #   Column                           Non-Null Count  Dtype  \n",
      "---  ------                           --------------  -----  \n",
      " 0   hdi_human_development_index      4453 non-null   float64\n",
      " 1   population_total                 4453 non-null   float64\n",
      " 2   total_gdp_us_inflation_adjusted  4453 non-null   float64\n",
      " 3   imports_percent_of_gdp           4453 non-null   float64\n",
      " 4   exports_percent_of_gdp           4453 non-null   float64\n",
      "dtypes: float64(5)\n",
      "memory usage: 193.9+ KB\n"
     ]
    }
   ],
   "source": [
    "#Further remove na or empty records\n",
    "df_HDI_NUM_STK.dropna(inplace=True)\n",
    "df_HDI_NUM_STK.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Removed Countries are 71 countries and they are: \n",
      "['Angola' 'Antigua and Barbuda' 'Azerbaijan' 'Bahamas' 'Belarus' 'Bhutan'\n",
      " 'Bosnia and Herzegovina' 'Burkina Faso' 'Cambodia' 'Canada' 'Cape Verde'\n",
      " 'Chad' 'Comoros' 'Congo, Dem. Rep.' 'Croatia' 'Dominica'\n",
      " 'Equatorial Guinea' 'Eritrea' 'Estonia' 'Ethiopia' 'Georgia' 'Grenada'\n",
      " 'Guinea-Bissau' 'Guyana' 'Hungary' 'Iceland' 'Israel' 'Kazakhstan'\n",
      " 'Kiribati' 'Kuwait' 'Lao' 'Latvia' 'Lebanon' 'Lesotho' 'Liberia' 'Libya'\n",
      " 'Lithuania' 'Madagascar' 'Maldives' 'Marshall Islands'\n",
      " 'Micronesia, Fed. Sts.' 'Moldova' 'Montenegro' 'Mozambique' 'Myanmar'\n",
      " 'Nigeria' 'North Macedonia' 'Oman' 'Palau' 'Palestine' 'Papua New Guinea'\n",
      " 'Poland' 'Qatar' 'Samoa' 'Serbia' 'Seychelles' 'Slovak Republic'\n",
      " 'Slovenia' 'Solomon Islands' 'South Sudan'\n",
      " 'St. Vincent and the Grenadines' 'Suriname' 'Tajikistan' 'Timor-Leste'\n",
      " 'Turkmenistan' 'United Arab Emirates' 'United States' 'Uzbekistan'\n",
      " 'Vanuatu' 'Venezuela' 'Zambia']\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\pandas\\core\\generic.py:4153: PerformanceWarning: dropping on a non-lexsorted multi-index without a level parameter may impact performance.\n",
      "  obj = obj._drop_axis(labels, axis, level=level, errors=errors)\n"
     ]
    }
   ],
   "source": [
    "#remove country which is having incomplete rows\n",
    "max_num_records = max(df_HDI_NUM_STK.groupby(\"country\").count().max())\n",
    "df_countries_to_be_removed = df_HDI_NUM_STK.groupby(\"country\").count() < max_num_records\n",
    "df_countries_to_be_removed['Selected']= df_countries_to_be_removed['hdi_human_development_index'] & df_countries_to_be_removed['population_total'] & df_countries_to_be_removed['total_gdp_us_inflation_adjusted'] & df_countries_to_be_removed['imports_percent_of_gdp'] & df_countries_to_be_removed['exports_percent_of_gdp'] \n",
    "df_clean=df_HDI_NUM_STK.drop(df_countries_to_be_removed.query('Selected == True').index)\n",
    "print(\"Removed Countries are {} countries and they are: \".format(len(df_countries_to_be_removed.query('Selected == True'))))\n",
    "print(df_countries_to_be_removed.query('Selected == True').index.values)\n",
    "df_clean.to_csv('BackupCleanData.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above you will find the final cleaning step which is removing the countries with incomplete data. Names of the countries are listed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploratory Data Analysis\n",
    "\n",
    "### Research Question 1 \"How the Human development Index is correlated to the selected measures\"\n",
    "By exploring this question, we are are trying to know how countries succeed in advancing their HDI, shall they limit population, shall they increase their GDP, shall they boost their imports or exports to advance in HDI."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>hdi_human_development_index</th>\n",
       "      <th>population_total</th>\n",
       "      <th>total_gdp_us_inflation_adjusted</th>\n",
       "      <th>imports_percent_of_gdp</th>\n",
       "      <th>exports_percent_of_gdp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>hdi_human_development_index</th>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.042673</td>\n",
       "      <td>0.327535</td>\n",
       "      <td>0.274232</td>\n",
       "      <td>0.405600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>population_total</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.502664</td>\n",
       "      <td>-0.183603</td>\n",
       "      <td>-0.138394</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>total_gdp_us_inflation_adjusted</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.205941</td>\n",
       "      <td>-0.120268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>imports_percent_of_gdp</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.920172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>exports_percent_of_gdp</th>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 hdi_human_development_index  \\\n",
       "hdi_human_development_index                              0.0   \n",
       "population_total                                         0.0   \n",
       "total_gdp_us_inflation_adjusted                          0.0   \n",
       "imports_percent_of_gdp                                   0.0   \n",
       "exports_percent_of_gdp                                   0.0   \n",
       "\n",
       "                                 population_total  \\\n",
       "hdi_human_development_index             -0.042673   \n",
       "population_total                         0.000000   \n",
       "total_gdp_us_inflation_adjusted          0.000000   \n",
       "imports_percent_of_gdp                   0.000000   \n",
       "exports_percent_of_gdp                   0.000000   \n",
       "\n",
       "                                 total_gdp_us_inflation_adjusted  \\\n",
       "hdi_human_development_index                             0.327535   \n",
       "population_total                                        0.502664   \n",
       "total_gdp_us_inflation_adjusted                         0.000000   \n",
       "imports_percent_of_gdp                                  0.000000   \n",
       "exports_percent_of_gdp                                  0.000000   \n",
       "\n",
       "                                 imports_percent_of_gdp  \\\n",
       "hdi_human_development_index                    0.274232   \n",
       "population_total                              -0.183603   \n",
       "total_gdp_us_inflation_adjusted               -0.205941   \n",
       "imports_percent_of_gdp                         0.000000   \n",
       "exports_percent_of_gdp                         0.000000   \n",
       "\n",
       "                                 exports_percent_of_gdp  \n",
       "hdi_human_development_index                    0.405600  \n",
       "population_total                              -0.138394  \n",
       "total_gdp_us_inflation_adjusted               -0.120268  \n",
       "imports_percent_of_gdp                         0.920172  \n",
       "exports_percent_of_gdp                         0.000000  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#how the Human development Index is correlated to all other measures\n",
    "#take care that I put zeros on cells of irrelevant information to our visualization\n",
    "#like diagonal cells and lower triangle of the correlation matrix\n",
    "df_corr = df_clean.corr()\n",
    "for i,col in enumerate(df_corr.columns):\n",
    "            df_corr[col][i:len(col)+1]=0 #not to distract the visualization\n",
    "df_corr.plot(kind=\"bar\",figsize=(15,5),title=\"All variables correlation -remove irrelevant cells-\",ylabel='Correlation Results')\n",
    "df_corr.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the table above it showed that the HDI is positively correlated with both GDP, imports and exports and negatively correlated to Population.\n",
    "You can see the correlation with HDI in the far left part of the visualization. you can see the corr of population and how it is slightly negative and the rest of variables are positive.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Research Question 2 For the positively correlated measure if any how this correlation is changed by country?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'population_total'}, xlabel='year'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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MfHyATVcCZ8ctmwbsDT3eB5wft80PgCeA/XjZwZudcz0DlUtERERERER6G8p57izJZS7u8QeAjcDpwBLgB2Y2sdeOzJab2TozW1dfX3+SRRUREREREclMQxnkxQdv4GXuKkOPp+Nl7MJuAx5znhpgJ7Co186dW+Gcq3bOVZeXlw9VmUVERERERDLKUAZ5ibwOzDez2WaWB3wMr2lm2B5gGYCZVQALgR1pLpeIiIiIiEhGSnqevCT0aprpnOsys88BTwPZwE+dc2+Z2e3R9fcD3wB+bmZvRPfxJefc4SEsl4iIiIiIyJiRUpAXnRKhIvw859ye6J/LEj3HOfc74Hdxy+4P/b0feH8q5RAREREREZHEkg7yzOwO4KvAQcAf/dIBiwHC0ymIiIiIiIjIyEglk3cnsNA515CuwoiIiIiIiMjJSWXglb148+WJiIiIiIjIKJVKJm8H8IKZ/RY47i90zv3zkJdKREREREREBiWVIG9P9F9e9J+IiIiIiIiMMkkHec65rwGY2QTvoWtJW6lERERERERkUJLuk2dmZ5rZH4A3gbfMbL2ZnZG+oomIiIiIiEiqUhl4ZQXwBefcTOfcTOBu4F/TUywREREREREZjFSCvELn3PP+A+fcC0DhkJdIREREREREBi2l0TXN7O+Af4s+/nNg59AXSURERERERAYrlUzeXwDlwGPAf0X/vi0dhRIREREREZHBSWV0zSbg82ksi4iIiIiIiJykAYM8M/uuc+6vzey/ARe/3jl3XVpKJiIiIiIiIilLJpPn98H7f+ksiIiIiIiIiJy8AYM859z66J9LnHP3hdeZ2Z3AqnQUTERERERERFKXysArtyZY9skhKoeIiIiIiIgMgWT65H0c+FNgtpk9EVo1AWhIV8FEREREREQkdcn0yXsZOACUAfeGlh8DNqejUCIiIiIiIjI4yfTJ2w3sBi5Mf3FERERERETkZCTdJ8/MLjCz182sxcwiZtZtZkfTWTgRERERERFJTSoDr/wA+DiwHcgHPg18Px2FEhERERERkcFJpk9ewDlXY2bZzrlu4Gdm9nKayiUiIiIiIiKDkEqQ12ZmecBGM/snvMFYCtNTLBERERERERmMVJprfgLIBj4HtAKVwJ+ko1AiIiIiIiIyOEln8qKjbAK0A19LT3FERERERETkZCQzGfobgOtrvXNu8ZCWSERERERERAYtmUzetSfzAmZ2NXAfXlPPnzjnvp1gm8uA7wK5wGHn3NKTeU0REREREZGxKtnJ0AfFzLKBHwJXAfuA183sCefcltA2k4EfAVc75/aY2ZTBvp6IiIiIiMhYl8pk6MfM7Gj0X0eSk6GfB9Q453Y45yLAL4Hr47b5U+Ax59weAOfcoVTegIiIiIiIiJyQysArE8KPzezDeEFcf6YBe0OP9wHnx22zAMg1sxeACcB9zrmHki2XiIiIiIiInJDSZOhhzrnfmNnfDrCZJXpqgjKcAywD8oFXzGytc25bzI7MlgPLAWbMmDG4QouIiIiIiGS4pIM8M/to6GEWUE0/o25G7cObT883HdifYJvDzrlWoNXMVgNnATFBnnNuBbACoLq6eqDXFRERERERGZNSyeT9cejvLmAXvfvXxXsdmG9ms4E64GN4ffDCHgd+YGY5QB5ec85/SaFcIiIiIiIiEpVKn7zbUt25c67LzD4HPI03hcJPnXNvmdnt0fX3O+feNrPfA5uBHrxpFt5M9bVEREREREQEzLnkWj6a2Ry8+e4uwGum+Qpwl3NuR/qKl1h1dbVbt27dcL+siIiIiIjIqGBm651z1YnWJT2FAvAfwCPAVOB04FHg4ZMvnoiIiIiIiAyVVII8c879m3OuK/rvFww88IqIiIiIiIgMo1QGXnk+OmXCL/GCu5uB35pZCYBzrjEN5RMREREREZEUpBLk3Rz9/zNxy/8CL+ibMyQlEhERERERkUFLZXTN2eksiIiIiIiIiJy8VCZDzwU+C1waXfQC8IBzrjMN5RIREREREZFBSKW55o+BXOBH0cefiC779FAXSkRERERERAYnlSDvXOfcWaHHz5nZpqEukIiIiIiIiAxeKlModJvZXP9BdHL07qEvkoiIiIiIiAxWKpm8L+JNo7Aj+ngWcNuQl0hEREREREQGLZVM3kvAA0BP9N8DwCvpKJSIiIiIiIgMTiqZvIeAo8A3oo8/DvwbcONQF0pEREREREQGJ5Ugb2HcwCvPa+AVERERERGR0SWV5pp/MLML/Admdj5eE04REREREREZJVLJ5J0P3GJme6KPZwBvm9kbgHPOLR7y0omIiIiIiEhKUgnyrk5bKURERERERGRIJB3kOed2p7MgIiIiIiIicvJS6ZMnIiIiIiIio5yCPBERERERkQyiIE9ERERERCSDKMgTERERERHJIAryREREREREMoiCPBERERERkQyiIE9ERERERCSDKMgTERERERHJIAryREREREREMkjagzwzu9rMtppZjZn9bT/bnWtm3WZ2Q7rLJCIiIiIikqnSGuSZWTbwQ+AaoAr4uJlV9bHdPwJPp7M8IiIiIiIimS7dmbzzgBrn3A7nXAT4JXB9gu3uAP4TOJTm8oiIiIiIiGS0dAd504C9ocf7ossCZjYN+Ahwf387MrPlZrbOzNbV19cPeUFFREREREQyQbqDPEuwzMU9/i7wJedcd387cs6tcM5VO+eqy8vLh6p8IiIiIiIiGSUnzfvfB1SGHk8H9sdtUw380swAyoAPmlmXc+43aS6biIiIiIhIxkl3kPc6MN/MZgN1wMeAPw1v4Jyb7f9tZj8HnlSAJyIiIiIiMjhpDfKcc11m9jm8UTOzgZ86594ys9uj6/vthyciIiIiIiKpSXcmD+fc74DfxS1LGNw55z6Z7vKIiIiIiIhksrRPhi4iIiIiIiLDR0GeiIiIiIhIBlGQJyIiIiIikkEU5ImIiIiIiGQQBXkiIiIiIiIZREGeiIiIiIhIBlGQJyIiIiIikkEU5ImIiIiIiGQQBXkiIiIiIiIZREGeiIiIiIhIBlGQJyIiIiIikkEU5ImIiIiIiGQQBXkiIiIiIiIZREGeiIiIiIhIBlGQJyIiIiIikkEU5ImIiIiIiGQQBXkiIiIiQ6CxNcIDq2ppbI2MdFFEZIxTkCciIiKSpPhALvz40XV7+dZT7/Dour0jXEoRGetyRroAIiIiIqOBH6jdWF1JSWFewmV+IAfwmaVzYx7fWF0Z87+IyEhRkCciIiJjVjiIiw/ggF7L4gO58P8lhXnB80RERpKCPBEREckIiTJxA60fKBMXvyw+kFNgJyKjkfrkiYiIyKjR3+AlAw1sMlCfuETrb6yu5J5rFsVk4sIBYqJlIiKjnTJ5IiIiMqTiM2YDZdjCEjWZTGYdDNwnLtF6ZeJEJBMpyBMREZEh09ga4e5HNvL81nqg9+AkAwVU/QVqAwVxAwVsCuhEZKxQkCciIiK9DDYb9+i6vTy/tZ7LF5b3OUhJf/oLxBSkiYgkJ+198szsajPbamY1Zva3Cdb/mZltjv572czOSneZRERExpLB9HOL77+W7Bxwfh+3e29aEgSD6tcmIjK80hrkmVk28EPgGqAK+LiZVcVtthNY6pxbDHwDWJHOMomIiMQbaECP0VaWvrZJNmBLZl14QJJEj/uigC7zjKbvh4gkJ93NNc8DapxzOwDM7JfA9cAWfwPn3Muh7dcC09NcJhERGeP8podXVlXw7JaDtEW6uW/ldmDgPmMnq7a+hW8+uYUvX1vF3PKiXuuT6b/W1zZ9LR9MPzdNFTD2+OfmHVfM5/VdjcE5Ed/HUkRGv3QHedOAcNXgPuD8frb/FPBUWkskIiJjRl/9yPxgaO2OBp7fWs+dy+YllaVKdv/9+eaTW6I3zFv42W3n9VqfTP+1vrZJNmBLdp2MHiczYmmy+/XPzT2NbdTWtwbbxPexFJHRL91BniVY5hJuaHY5XpB3cR/rlwPLAWbMmDFU5RMRkQwSf+MbDubCfcT8m9Urqyq4YM7BIKOXqlRGjfR9+doqYEv0/96SCbr62kYB2+gXn0VOduL2+HNtMOdeIuH9+OdmfCYPOOlgUkSGV7qDvH1AuNpnOrA/fiMzWwz8BLjGOdeQaEfOuRVE++tVV1cnDBRFRCRzxN8Mx98UJ8pkxN/43lhdGWTrHl23N7gZDgdDc5cW8cCq2kHdMKcyaqRvbnlRwgyenBoaWyM8+PJOwLj1olmDngfQPy8h8TmX6FyG3ufcyWbXwvspKcwLzs2zZxYH26jiQOTUk+4g73VgvpnNBuqAjwF/Gt7AzGYAjwGfcM5tS3N5RERklAjfGAO9shvxN8PxN8WJMhnxN74lhXnce9OSmNdJZLA3zMqcZa748/PBl3fhNUYy7ltZA0BBXvag5wH0s8jJTtyerj6SOodFMlNagzznXJeZfQ54GsgGfuqce8vMbo+uvx/4ClAK/MjMALqcc9XpLJeIiAyvRP2JwoM5AL2yG4maVIZvihMFZoluWE+m+aNkpr4yb+Hl4cANCAbmuXPZPO5cNg+wk54HcO7S3gPvJNpORCRVaZ8M3Tn3O+B3ccvuD/39aeDT6S6HiIikV39N1hL1J0o0mEM4kEt0Mxy+KdZNsCQ655JpOpnM6KTxgVtbpBtw3HrR7F771bkoIqNN2oM8ERE5tQ100+yv728agv76E/n7TCa7IZmrv/NsoFFS4cT5k0zTyWRGJ40P3O66asHJvD0RkWGV1snQRURk5KU6kXH89v1NpB1eD67PaQjiJ8jWhNnJS/b4JdpuqCexHmh/JzOR+1BM2N7Xsnh9nX86L0UkUyiTJyJyihjsvFipDrU+0Kh+8RJl5TJJos99oAnNB7PPviR7/FLJaiXTJy1RuQYqy8lM5D4UE7b3tUxEZKxRkCciMkySbfY42BvsvqQ6cuRAo/rFS/dN9WCD22SfN5jPfaAJzQcymNEYBzp+8ds1tkZoi3Rz57J5vZ6bTJ+0ROVKJeBP9f2cShO2N7ZGuP+FWjbta2JhxUSKC3N79dXzplrYRV/9+Pxt+pszr6/1/e17qCZJzwTJVmb017dzoPkMRUYrBXkiIkMolcFH4p3sDXZfUr1BPpkb6mT7VQFDnska7PMG87kPNKH5QAY7GmMq2z26bi/3rdzOPdcs6vUZJ9MnbTBlGSsjmT66bi8rXtwBwKs7mwAoyMtJ+PknWhfepr858/pa39++hzJ7m2rFVDLf8WSC0MFWiA00gXxfn1F/WfCB5jMUGa0U5ImIJCmZkfz6CxhONgsy1DfH6bjp6+/9xw9JP9SZrME+bzCf+8lOaD4cgU5/76uv18+EAGw43FhdSUNLJCaTlyhg9kfkHOg739eceX2t72/ffR33wWRvU62YSuY7fjJNelN9L8lWZiTabqBjIzLqOedOuX/nnHOOExFJt4aW4+7+F2pcQ8tx55xz979Q42Z+6Ul3/ws1wTbxy+Kfk45ypLJNf89N9H76Wz7QuoFeL7wuHZ+TiPRtMNeIgb6n8euT+Y6fzPXsZN7LqSjZzzeV4xB+XHPomPuzf33F/cOTWxKu76scyS7zH9ccOpbyeSLJAda5PuIlZfJEZMwaKDOXTK3wQP3XhqJp0snUfA8msziYATB8qfSrUsZIZPgMVfbW6w+4EzCuW3J6v/sa7OsNtlnwYDLRA/0OQO9mp6m0ghiov98TG/cDjuuWTOvV9y/ZTGn474EyquF1a3c0sKbG+1dalDdg09VUl/XX3Di+fG2RLgryctT3cQgpyBORjJPsD+1AP1JXVlWwdkcDV1ZVAIML4IaiadLJDGYx1E321JxPJDPEDyySaICRvq6R962sAWDzviOnfH+1gX4HoHez01Qq1ZLt77d5X3OvzzKVZqXJbhf+/8qqCjq736Rq6qSUnpvKa0Di5sbxz22LdA+q77X0zbxM36mlurrarVu3bqSLISIjIJkaVP8H9PKF5dx70xJKCvN4YFUt33rqHe65ZhGfWTo3pjb61otm9ZvJ858TL36fqZQ31W1ERAZSW9/CVx9/i6qpE7j9snn9Zpn869flC8t5fmt98H/4etZXhVk4k3eqjzw5mjN5Y4l+BwfHzNY756oTrlOQJyIjIZnR0xIFYf6NyZ3L5lOQl93rhsWfBPnuRzbG3LD0dYNzMgGafpREJJHBjiQ72H3418vHN+5nV0MbQK9rW6KKroEyeSIyuvUX5Km5poikzclOJ+A3CSrIy+7VfKUt0tVnf7mSwjzuvWlJzA1SfDPDZJpAjvT8cCIy/E4mG3PrRbMBgkomn9fnqDumYqq/14PURqMNXy9nlRbw/qqKAZtuh69fc5cWxfwvIqc+BXkikjYnO51AW6QLsJht/BuTxtZI0Ek7vDx+u74oQBPJHKlOZr1hdxNf/PUmvnPDWZw9szhm+7ZIF/etrOGRdXv5zg1nsWrbIdbvPsKamsOs3dHAl6+t4tktB2mLdHPfyu0x/aoK8rzbKr/5Y2yfo66k+3HBwP2vwsLXy3DLhzBd80TGFjXXFJG0UXNGEelLfxNph68X4X5mN583gyc27qc90kV+Xk7QJ6yhNcKK1Tu4eF4ZX7v+jGgQ5gVrfl+zi+eVcc7MyVy3ZBo33v8yja2dzC0vZOXdlwHwL89s476V21l+6RxWvn2Q2vpW5pYXUlvfChD87e/vzmXzKMjLSZjJS2X+SV0nRWSw1FxTREaEao5FUjNUA/UkG0Alu8/+1tfWt/DNJ7fw5WurmFte1O+24ezaVx9/kzU1DTS0RsjPzQqyZUAw8NGN1ZV888ktrKk5zJqaw2w5cCzYBuDJzfuprW/lfXNLAVhTc5hvPrklGtSVcuey+dFh/r1la2oOs3lfM42tnZQU5vKdG84Klc6r9M7PzWLFLdV888kt3HHFfFZtO0R4kJHwSIH++7vrqgUx7zOVUWt1nUxdsoHxaAygh+I7Ptj1yXw3B1sJ0Vc/+sF+Bqnoq/+q/7dXEVOXVNkyiYI8ERE5pXg3E7vwMycn+4M9mBufwewrmfVDMeVGom2S6QPrrw8HWH6A6PcxS9SvzA+qYAs/u+08Hnx5F/et3E5bpLtX8OO/ziPr9gYZsrfqmnmptgGAyxeWc2VVBZ9/eANrahpoi3Tz5Wur6Oz2MnngBXLnzSomLyeLNTUNXL6wnC9fWxXcxIWDukvmlzO3vIh7b1oSnDPXLZnWK0gDuPWi2THzdP3stvMAguacoL5rQ6W/SgggJliA3plR/zxqaI2wcU8TXT2O6pnFwYiiJ5redgfnYvx5ezKB4sksG4rv+GDX9/e8wTwn/vmJ+tEn8/78z+ncWSV8/7nt/VYYJdr22S0H+50/MLZJdf9lyyQK8kREBBj66R6GOkDyeTcT2wGvD9TJ/mAP5sZnMPtKZn0yAwLFb5Pocwtv09gaoaElwsXzSrmyqqJXX7VzZ5Wwels9yy+dEzN1iH9j3BbpDvqYgQtumvzpSb58bRWwJfo/+BmxE//Hlt2/4Xrf3FKqZ5Vw3ZLTY2rZH123lzU1DcE+5pYX8YtPnx+819KicQlHnLzrqoXB6yQaeCkccCYK0vrKqA1V1mGoKhOSydL21R8x1e849N/0dLAjcobnifOPVfjGPBwsQO9BZ/yyrd5Wz2u7mgDYsOcIpUXjYio17lw2j3uuWZSwP2QqwctQTQ4eLnsq3/GhWt/f8wbznPjtEvWjT6Z8/ud0onm0V2HU32ca3vbem5b0KmP47yurKlg8vS6psmUSBXkiIqegdMy/N1RZpMFsm8r23s1EN+CG5Ad7MDc+g9lXX+vjmzn5NdsPrKrt90a7qS02WwGxteL+9g+sqmXFizsAeHbLQSC2dtu/WcrLyaKkMC94Tf/G2L9R9pf7kzY/um4vn1k6l7nlRUHWC2IzYvHiR7490dzxRIB2ZVUFL26vZ05ZEWA0tkYAEjYF89/vvzyzlfh52+LX+c+rrW/hK795kzOmTeL2pXNjAqP7X6hhy4FjfOGqBUEzTXBB0BE+LwcK2uKzzfEZzvDz+8t+hl/ryqqKIHOaKEDyg3S/P2I4g3FjdWXMqJ99vZe+RvUMZ3j98r64vT4IyFOpbAkH++GAMnzuxd+Qh//2A/Irqyq45z83B5m8+P2Eg9v4czKV4CV+u5NZlkzz3JMdOGwwTYPj13l9Yb2J0m8+r7LPppjhczOcCU/l/V1ZVcHaHQ189L3T+O7K7Xz0vdP4s39dy7TJ+UHllM//LMOZvPj9Jfo7fI0ZKxTkiYicgoY6IIOhqWEe7LapbB+flRms8I1tfzfv/U0MPdC+knmt8I335n1HYm7c1+5oYPH0STFBRnyTx+WXzObieWU0tBwPAsb7VtbQFunirqsWRoOmw1RNncCN1ZXsOuwNKHLrhbO4YE4p584q4d7/2UplcQH/8sxWbr1oNp9ZOpfa+hbW7WqivbOHWy868Z79zF34xivcL6+4oO9+ePEB2AOranvN09YW6WJNTQO52Vk8tHZ3kM3pqylYuJnY5n1HYoKYRE3IvvnkFl6qbeCl2gZKQ8f30XV7WfHiTgAONLcHzUnvXDY/JsgNv25/GeDe2ebYDGdsMNV39jO8bTgwTxQgnchgeWUO9x98dN3ehKN+xpelr2AlUXmrpk7ikvm99zeQRMF++DOMvyHv6/o1t7yIR26/KOH+BxptOdm+kCfz3LDw9+BXr+1hy4FjfO36MyguyOuzear/d/i7A16FR3ukh/y87OA5D768k6bWTt6oO0K3g/E5WXzigpnc+8w2Fp02gc37mimbMI4LZpdw0dwyvvHbLXznhrOYVVbIgy/vCgYz8ve3/KF11Na3sqamgaffepfdjd78i/41Kr4p94vbvX6z8RUVyVQ2PrvlYPC9ra1v5bsrtwffP3+9n30Pf/bhyiXpTUGeiMgpaKgDMhiaGub4bcO1//01F0tnk7hk5iFLpg9KouXxw+6Hh9j3X6+2viW4YQo/N7z84nmlgPH81nrufmQjX762itXb6nl+az2VxQVBXzWIzYJcvrCc/LycYGCS0qJxeNkngv+f3XKQNTWHuWR+GSWFedz9yEZq61t58JVdwU3SpQvKg/fmByXPbjmYMBjyb8gumHPixivcL++COaUJ+wOGs0qJlvv/JwpQIHF2x/882iJdtEd6wGDx9Ekx53788+64Yj476ltZGhfs3FhdSV1TG6u3H+bvPlTFH/Y2EZ+5CJ9Lfvbh3FklvbKFibLN8RnO+P/7yn6Gt/E/k/hmkomaAvpl9o9RonXx+08UcPXVzDCctQlnnsOfVaK+s+EKgfgKj/D2QL/Xjv7mKRyoKWmiQUL6GjgkXK7rlkwL9tnUFokZcChRRrWh5TgrXtwZPQe9ioqVbx8Mmph+5TdvkpeTFdNfzL+WtEW6KMjL6fXd8ffji68ECXujrpn2zh52NXgB2v7mDjbva+bXG/bR2NrJF3+9iZuqK4MKifD+autbmVVaQMXE8by6sxHw5mAMZ/HDFQfzpxRFB0WKrahIprIx/vz2K57mTimiuCCvz++F9E9BnojIKWioA7JEBup3k0xg1l/fm8F07h9Isv1iGlsjtEW6uXPZvF5NJ1NZ7jdbW37pnGBo/c7uN4NBQ+66agHffHJLMBx/+Lnh5d/7+NnAiUm0L5hzkOpZJbxU28COw62sqTkcBFXxWZATXOgGPLvXTfmVVRX8yzNexu68WcXMr5hAY2uEksK8Xtk+/3l+8NQW6Q62TVR5EO6XV1yQR1ukK3hO/A1cr/139rB4+qReA6J4n3kX3312G1vfPcbCiiKKC8fR1NY7GPDmp/Oard5zzaLgfAz31autb+HuRzYyv2ICuxvbmDY5v1fwVlw4jl0NbTz4yq4gWxHmH++G1gjbDx4Lbrz9/9fvbuJ7H39vwmxzokqPvpqYxQtv29/gL6k0x4vve5eIH/iEs0bhprK+vr53ifrOxg/UE95HeHsgYWVB/ONE8xSGl/vBUvg6FZ/hjW/KGs4W+5lxONFUGQj2H+l6k0sXxFbC+GU7f3YJQPD5AZh5lS+zSguYO6WIh17Zzfmzi7lgTlnQFNZjQUXCHVfM54I5pTEVHk2tnew43Bq87upt9Uwrzmf7wWMc7+qhub2ThRVFrNt9hJLCXOqPRSjMy+bqM6dyxaIpfOO3W4LKjFsunMnWd49y1vTiYCRKf2TaJzbuZ2HFBHYcbuELVy3k92++y4vb67myqiIon98fd/uhFpYumBLT1Lwt0s3yS2bHXEPiJTq///0vL+i1naRGQZ6IyCiXriG3kx3pMT4D4z+3r/49YfF9b8LZj3DNv7883AQw1YEq+grEEu3bv6EMBwSDWR4edt8PvBpaItF+St66cAAUfm6i5fHBW0Fedq+mWtD7ht0PKBJ9Lv62D6yqDW5WL55XxorVO4IMXXy2zxcOnvzyhJuchl8vtumUBc+566oFQfPM+OMHxorVO7jnmkXMLS+KCVzCN+JAkE14fGNdkJkI39TH9x0Ma2yNBFnTSFdPr+3CA3X4wfrdj2xMEOh5x/R/3nqXXQ1twcieka43eam2gTU1h4MsR/zrJ+o/GV4X32z1RNO8XTS1RthxuIWvXX9mtHnfLvzM0hMb64IgItwn0c803XHFfF7f1cjCigl8+TdvMmXiOL5z41k8sbGuV8YITgQpV1ZV8JXfvBmMfOof/0SBYjjA8cVnM/1t77hiPkBooJ7e2/vZufB3Ofx/+Lu+dMEUOrtdTAUFnKhUaIt0Jxz8JJzh9TNSM0sK+MCZpwX7qa1v4bENdQBUFudzxxXzqSwu4OHX9vDn589g074jlBWN41tPvcOL2w8HAb5/zaksLuDVnY1BgFyQlx3Tl8zLQEJudlYQQPvNJcHxxMb9wTX2y9dWBd+1u65ayAOranlo7e6gn+1LtQ3cc80i/umGs3hgVS3feuod6o50AHC0w8sktka6mVacz2WLpnDZoinBNeHyheW8urOJKxZ55959K2u455pFPLFxP/et3M7F88qiTai309ntWFPTwDef9LL2fqUU0KvSA+C+lduD79RYGtlyNFCQJyKnrKEcfCQdo0YOVfkS1ZL7TZ78G7i+bh795kdAr/Xx+0006uLlC8u59cJZAEFgdu6sEr74601BFiocPIXL5jdj8oav30lbpDvmpiUcICZqAjhQn6e+MgfxgViifffVlDXV5fHD7vufY2nRiYxX/MAkvkTL+8ruJDtkf3+f2Y3VlazeVs9LtQ1UTZ3AOTOLaYt0Bdm2tkh38BhOZBXvXDaPO5fNZ+2OBl7d2RjT58Z/vfAQ9QDrdnkBWXukO+h352dw2iLdQd+5+MAsfO7cWF1JQ0uEdbsb6OoG6KGprSsI8M6f7ZX/uiXTejWNjG8++ei6vcH5+vUPe4FS+Hvn35Rft2Qat140O3jv8QHbrRfNDrI5ly8sD4LA7//p2cF3LVGQGQ4i4wNMP1PkD2LSu2neiaZ0yx9ax7WLTw+WhTNL3r52caS9EziRadrT2EZtfSuT8nNobu9i35F2vvr4W8Fz1u5o5Kzpk1h+yRwaWiPB9BVrdzQEAd75s0u4YE5pkA0Oj4Tqn29XVlVw9yMbg2vSjdWVLF1Qzhd/vYn3Vhbz4Cu7eH5rPfdcs4if3XZeryae4eynF3xs585l8xNmPv3191yziFXb6mOaCfrb1da3BFmwgrxsFlZMYNm9L/CdG87i7JnF3HrR7GhFQ2xl1PaDx4LP5ptPbmFvUzsAe5vaWbXtEC/VHmZXQxv3PrON9s4eNu07AhAT4PvXnPDxDle2+NejWy+aFXwX/OeWFOZRkJfdq9LBnxYEvO92omtSbJa8m/ZIF5iBc2BGfm5Wwu3js+z+Ou+chqqpE8jN9pqTL79kNrnZFtP/NlFwPdAyST8FeSLSp9g+D31PJDqUE68OtC4smSZ+A41a579eMqPOhZv6xAdH979Qy6Z9R1hYMQFw7DjcxpyyQh5auzvmteP3F86WxfflAu+m98Xt9dxy4czgBrykMC+4YfZv4LyJn2MzWOFMiH+zcWVVRXBjFf6Bf2BVbdAXxB/Q48TNRWwNrT8aY0lhLrX1rTGd4qF3cyzvpiUn5iY3UdO98P99Letv3UABWvi9DzT6XKIb0L6yM/HnaV/7SOa5vv4mGI/vCxTeZ6KpEsLv4esfPjN0g++NGuk3pfNvLMGCG8+55YVBPyQ/kwYuZq6qyxeW0x6qZAAvq3D5wnI6urwsynPvHOLVnY3BNAx+1qQ90sN1SyqCcvqZo9bjm1n2ngqOtB1nw55m3ls5iT/s9W6+Z5UW8P6qCvLzcrhv5XYK8nKCsvuZvXAG8K6rFsScGyWFefzLM9tirgvhioDPLJ0bUzER38Rs8fTJLJ4+Kaafmd8sNL5fF5zoHxYORMPZ5/W7vf5Z/iAm3nDv+2MC2APN7Tyz5SC19a2s29XI8kvn0NHZzdZ3j3HLBTPYerCFV3c2cqS9M2gWfO6sEvY0tvF3H6pi68Fj/HZzHZvrjjFxfA5VUyew4sWdlBTm8urORl7d2cj75pYGQd3MkgLuuGI+86cUBQOEzC0viskGxzcJ9q+h/jUJCK4lX3h0I42tnTGDvvTXx9WvOPJHeA1P2QGx2XnvtwnW1DTw+Yc38LXrz+TZLQeDCg3wBuhYdu8L1Na38sVfb2Ll3Zf1ev17b1rSK7j3s7Ttnd1s2HMEML5zw1l88deb+Otl83nsD3XcccX8YCTWRNezvvo/XlnlnfdfvrYqYVDkVzpct2Qaze0b2XbQO9b+dv019012cKpEzSTD+4rvR5romjVQpVSqFVUydBTkiQiQeO6lz/5iPa/ubOShV3YFzT6APic4hthhtvtaXlKYF9ReN7ScyHrEB1GPrNvLiluqe93I+vuJb74TPyKZ93fiUevCN9H+DZ5/A5JoOPFwpiL+h/z+F2qCUflO3AjD7gbvRufF7fWAY+mCKUEGzL9pOXdWCSWFuTF9uV7cXs/Xrj+TX722h0fX76OprZMDzR3U1rdSkJcT3DCeP7uYL139Hr7/3PZg4ufwj++VVRU8985BvKHlpzG3vCi4ufWbFvk1y/6IfH5gN7OkgMqSAu5cNp+lC8oBgn4h584q4Z+f2cacsgKKC8dFa/e3BaOz3XHFfDq7HfOnFMX0+fJvWvzj6f/o9zfvV/x54wvX1vsDlcwtL+pz2Pzw+1y9rZ4zpk0iPzcruFGPGfnu9b1BczxInOVMNJQ9wP2ratm4p4klM4rJz80KBmPx1/v7CD/XPwfDzfROBPHrePT2i0LnYRdPbj5AbX1rsC5+lDuInSrBH/TBz+j6g7TEjxrp/98W6eL5rfUxQXy4z96tF80Ovr+zSgvY1dBGpKuHO5fN7xV0f/rB1wA41n48aNoIBO9hxYs72H7oWNB3qqvH+56aGd966h2KC3IBONwS4c5l81i/+whrag6z/VALX762KibQCL8H/wZ//e5GautbEvQp9V5n7Y7DfOXxCFvfPcbyS2bH3ECDn0VzQdbHrwh539xS4gftCK+H3nO8+YHo5n3Nwflw9yMbWVPT4O3PCI6VH2QX5OVw11ULeGBVLY+07WNWaQEv1TZgBp3djld3NpKbncWP//wcvvvsNlZtrec7N5wVk73cevBYMN1AeATU7YdaeH5rPcUFuTS1dXLGtEmYGWtqDrO7sY3XdzVSWjSONTU7eXbLQYqr84L+VfnR61D4u+kHRHPLi1i2aAptkW7+7kNVMX2/2jt7ePDlndx60eyETbcTVaD52cpw89knNtbx/NZ6Fk+v49aLZgfnhd+M8Pmt3ryPeTlZwTn3dx+q4guPbuTvPlQVc66Ej3l8c+m55UXRLO0uLplfFhzvlXdfBsAfL5kGwNkzi0lW/PXIf69h4UoHgA17mgGv8uTrHx78wFSpSqXf6Ejpb0Ae/9rVXyV1JlOQJ5JAX7Xs8U3kUslcJfM6/ihe7ZFu8vOyYmqK48sQrsVPtpa/v5HO5k+ZEMyl5Xdq9wOWcIDnN7/yfwQffHkn7Z09QRYpvvmOX9sa/+Pd3tkDwKZ9R4LX8Z9/ZVVFUAP8zSe3BE17wn1awkFXSWFe8IMZbgrmNVfp5uJ5ZVwX/TH2a9p/vX4fdUc6aIu8wf/96B8FzXrCrxHuUO7XKMe/LsCWAyea90ybPJ73zS1jf3MHc8oKeGjtHjbsOcKGPUd4fON+djW0kZ+bFdQWr93RQGOrV/teNXUSa2oaWFPTwFcffyvaBMnr73Xm6ROZOik/uFF7dWcjk/Nz+f1b73LrhbPY09jGubNKTgyU0NnDlv3NvLrTyxI8sXE/BXnZHDjiNT0KNy06EYCdztIF5Wzad4TdjW089Mpu7rlmEa/vaozecJQGP/LnzJzMfStruHPZvGgfjhNZHIBL5pfxrafeIT8vm4K8nGBCbb/JZH+BdENrhBWrd/Di9sOcM7O4VzPT8DnvD9sdHsQhnMFs7+zm/3zwPcH55TfJ8mv4/SxWov6HM0sKQllO75zwz8v4oezvfmQji6dPYsVq7zv02q6mmKDZXx+eu8x/rt8MK/zaX762ih31r3ujYEZvir3zsJva+lYm5+dG1+3irqsWBH2KLp5XxjkzJwfXgrU7GmiP9ATf7TuXzWP5JXPYtK+J9s7uhDc91y2ZFtMk0T9Gfp89IMg+7WpoCwKPSxecqGTwn+M1s4Tmjm62vOvdlG/e1xyM3Pf+qtO4+szToseqJ8j2ef2V6th1uI1V2w/xjevP5LJFU2KC2c7utzhn5mSg983o1z98Jp/6+eusqWngkz99jb1N7TS0HKe0aFw0S2RcPK+UNTUNwXekIC87LsN2BICHXtnNgSMdPLJ+H7dcOJO55YXBqKPgoue3F9xdPK+MWy6YwZv7j/LcO4f40tWLYgLp3272gpNvP/U2c8uLgvNg7pSi4Nx5bEMde5vaOX+2N++bl80/zPJLZoN5fRjX1DRQdZp3fZ9TVgjA3sY2dje28f3ntnPvTUtigqj/+7u3eauumbvfvzC48Z1fMYGdh1uDvoW3L51LU1uELz66ifpjxzl3Vgmzovv2mu7tCppQXrfkdP7iZ6+zu7GNtkgXt140m2e3eIMF3bdye5Dtv3xhOStuqY5WOljwHp/cfIBliyp6tRToK/Dyj7n/G/bi9sPBZ7V0wRTOmVlM1dQJgAUjrPoZaCD4Dje2drL14DEWV06OCeb6y/D33R831kCVg/EBSFuki+WXzolpoeGL/xzqjrQHAfxgpdJv23/fqf4dG1jt95qLYkF/0cEGW/EZ8nB/U7+SE2IzyvGj9kLvPqWZLu1BnpldDdwHZAM/cc59O269Rdd/EGgDPumc25DucsnIGMzgD0PZ5C/ZPlLxTff85/lNjvwfRn99X88bqJzxgY//Y+ILj0g20E2t/4Py5Ob90aYy/Y9c5v8Qhee2iR+mva6pnd9srONoR1d09K9S4ETNNJxoFuX/AIZ/nPwbz8XT90eDrVJOnzSeZfe+wJmnTwRgZmkBudlGQ0skuIlYu6OBT188m68/uYWPvtcLzvx12eb1D2hqi3Dfyt28uP0wX7v+DNoiXdy5bD5+UzC/WZifYfObFIZHSgOoOXiMj/zwJY52dNHQ0sHmumNcfUZFEIj5zWjuf8G7gWuPdMUEgM9uOcgXrlqAc472zi427Glm6uTx/NONZ1Fb38LWgy3sbmjl3aPHmTAum8rifPY2tVNZnE9Dy3HuuGI+ka4eyorG8dSbB7ipejqT8/NYt9sLQrKzjPbOHh7fdACAv/jZ65w/uySofV+xegcr3z4YNEO6dvHUmPd38bxSzplZDDi+9dQ7VBbnAzBpfE5wrMO14pv3NdPY2hncgLdFurluyenBaIl+VqQ94gXp3v/dLL9kDhv3NvHaribW727kC1ctjDbj6+G+lb37IiWqDGhqPc59K/dw3iyvVnxNzWHOmTk5aN6ZqC+Q3z/kjivmxzRDffi1PexqaOPpN98NJrxuaovQ2e245YIZjM/LiemfEh7Frrm9kw17jlBalBcMPPC+uaXRwQcOc/G8UuZPmcDi6ZODPkfe5zeZ5ZfO4fWdDeTleDc1t140K7guLJ5+4r0snl5He2cP1y7OCkaV9Je3RbopLsjjA2eexorVO2jv7InJXG7ed4TKkgIeemU3ftNJ//wP3zw9+LLXB2p+xQSWXzKHLQeaQ00vm3h1Z1PM1Ajhps1+RsOvoIkfOXBNTUOQxXv/GadRGvruh6+F/uiCpYV5TC8uYO0Or2lgSWEuuxraKC3KCyoRFk+fFNN/qSAvh8c3eQNTbD14jMsWTaGkMI87rpjPpn1HgoykN6Ll2XEZte7gGu33qdq0r5lXdzYGgfqdy+axu6GNvU3tTMrPCSp0/PKvqTlMfm4WTW2dPL3lXcDLEO5qaON9c0upnlVCe2c39618h+WXzuH82SWsqTlMZ3dJtGkf/OPv36Gzu4d/e2U33/v4e9nT2BH9zu3nlgtncv7sEl7d2UhZ0TjvelhSEMxH9m7zccBr/rym5jC52ca9Ny3hqTcOsLepneboYBrFhbnBtdYf4v6zv1gPOF7d2RQdKMMLiuoe2ciuhrbQ74jX/DVcweWX/Y6HNzC7rJCvXX9m9Jxy0e98N8sfWheU0wv4LRoAnuhD5rdQ8Csx/L6dj2+so7a+lbKiI1y+sDzByJHdQcWG38zYPx/DmVL/2H4h+p68a11JEJA9u+VgTMWN//oNLcf5/MN/CN4/EPx+emIrQvtqBh5f4RruW/m168+MvpfY5qbxlUknBiTJibln6FVpEd1fWHzGamHFBP7+v9/irOmTaGjt5GvXnxGcP/5vVbgsQEzFb3h+TaDXoDxtka5efUDjlycKrHz/tnYXja1ef1E/8E22b7vfTxS8/r77mtrZ3djGpn1HgkrSK6sqePDlnTy/tT4YPdgP9hdP94LLRE3/M1lagzwzywZ+CFwF7ANeN7MnnHNbQptdA8yP/jsf+HH0/4ww2EBjoP3U1rfwld+8yRnTJnH70hODDvT3On1lcgYa2Su8Ln6ZXysTHtErXJb4vxMFQf016Quvj+/Y/+i6vdQ1tfPQ2t00tEb4Px98D42tEb77zFZWbz/MpQvKeeiV3cGN2z8/szVo3pIoG+N/pn7b+/Nnl9AW6Qou5M9vrefsGZMBOGv6JGaXxQ444f/Inj+7hKffepfn3jnI//3o4pj5c/wfEb9Z23VLTg/et3+jdssFM3lzfzM5WRbTr8bPJCy/ZDbgmD/lxPDnN1ZX0tAaCUadm1te2OfIZe3Rm/XvPruNh17ZzU3V04M5bla8uDNmmPZpxfkc7ehiVmkBCyu8oOy0ieMZlw3/+mIt75tbxtkzJpObbdG5orbR1Bph68GjNLRGuPlc71j5cwUBbNjTSFvEUd/i3ezUNbVHR6Vr4PqzpgY3Bmt3NNDe2cN3V27nffPLWb/by/Z1Oy9zVlvfAniBwA0/fpmmtk5uqp7OM1sOcv1ZU6mYlE97pJvrz5rKc1sP8Z8bvCDd6zPnNVxzQENbZ/AZvX3A2+czbx+ku8ebTPbcWSXc8R8bgszPjvoWzp4xOZop3MyrO5uC82Jfk3fT8+L2w1y3ZFqQcfO9sf8Y47K9JnN7m9pZ8eJO3tp/lK4eF9zMZu9s5PolpwfNc7qjzdfOnjGZmkMt7I7W1p89YzLzs4xFUyfS3BahrsmbvPmxDXXccsEMMOPNuiPeMe/s4eZzK2mPdPOb6GhuzR1d/Or1vZQW5gVZ1cc21HHG6RMpLsjlz8+fwQ+er+VIeydrd3gZi1d3NvHour3sb+7g7BmTuXPZPC/QfHEHt1w4k0WnTWD7oRbW1DSwfvfa6ND4JwIbv1bdHxnPH1bbH4zl4nlelmjRaRPJzc7ijGkn+j2F+wKBl6F739xSbj5vRtBXyB/h7pyZk/n7Pz6Dux7ZyO7GtiDb5d8sd3aXUJCXHYxq2dgaCb7ji6dPDprZbdhzhOqZxcGN2C0XzGBfUwGtx7tY8eKOIMvp909cuqCcWWWFwdD6T2ysoyDafBVg6YJyXt/VSHNbZ9Bc8fKF5UGWObx8874jVBYXAN5NzVd+8wZbD7bgnOO1XU28b25p0JT2oz96KQg8TozMB03RAVQ6It2Mz81mTU0DD6yqZXdDG2fPmMSZp0+mLdLFht1N/PMz2zjaHolen7qD68pnf7GOV3c2UdfUzrRoBYEfEN964Sx+HG2e+rfXvCf4XfCz0BPGZ9Me6aLqtCI21x0NylUxYRwHjx2nrDCXHz5fw+ULy7jpnOk8um4fp00az7mzSvj2797md28eoDg/h46ubr63chsTx+fwm411vH3gGEc7upgwPptjHd2sqWngs79Yz8KKCTy/9RB7m9o5e8Zkzp9dzGkTx/P81nqOdnQF3/1XdzZy9ozJtEe6KZ8wjr1N7Xyg6jS++vhblBbm8uyWg7R29lBWmBetvOnhj06fxPo9TdFgoow5ZQWs391EaaHXnPTh13Yzu7Qo+vl1cdrEcRzr6OTN/UdoPe59vz73Hxv47s1L+Oy/r6e9s4cVL+4kLyt6bahroqQwl8MtHcwqKWD/Ee97ft331/DJi2aydkcDhuOzv1jPhPHerdvEcdlUzJjMc28fJDcnO7jW+e/RN6eskKPtnexsaKEg13vBqqkT6Oz2Mqe7Gtr4q3/fwIGjHdx0zjTOnjGZDXuOUHekg7ojHXzlN94UAe+tLGZWaQEr336X2sNtlBXlkpOVxZqaBjbtO8ItF8xk6YIpvFLbwOmTxrO/uYMJ47I52NzO4mkTef4dr2x5Ocak/BxOmziOxzcdYP6UCeTnZQVNnf055NbtaqJ6VglLF5QHo1ECPP/OIWoPtZKfl8Xpkwtwzvt819Q0UDV1IpcvLOfcWSX88rXdTMrPYeL4HJZfOoem1gjPb60Pgv7xOVnUHmrhkvllTByfw7+urqGt07vevlLbQFePIzfb+NLV76GuqY2P/ugl7r5qAb9at485ZQWs3u4NwNLZ/RaXzC/jQHNHUI67fvkHFk2dyCu1Xsb1+a31fPKnrwJea49xOVlUFudTPmEct1wwk8c31vH957ZTMXE8ka4evnH9mby8o4FNe4+wsKKIQ8eO8/zWQ1y+cAoLT5vAdUum8cVHN0VbiNSx5cAxsoAeCCo3/s9jm+nsdmzYc4Q39r1Efl6udxyiGdH2zu6Y7HFnd0/0862nofV48FmDUVmcz7Z3veva4mkTaYt0s3RBOe+pKOQHz9XQ7WByfg6rttVTWTyetw8cZUFFIfua2mmLVgg2tnYyOT8bh7FlfzOf/YVXaf6Ltbu5fNEUcI6tB1uYWVpAXVM7d79/YTComB/gVRbnB7/FE8Zn09jaScWEcdTWt/Kr1/aydocXuLd0eBWgM0sKeG9lMet3H+H0SeP4/MN/CPqXbtjdxBd/vSmYED7V+/JTgTnnBt5qsDs3uxD4e+fcB6KP7wFwzn0rtM0DwAvOuYejj7cClznnDvS13+rqardu3bq0lXsw+grc/BuPe65ZFDMqVPyygcQ/57afvRYES/dcswigz9e5c9m8mOYk/nPit/NvZPz/w/vtbxmQcH3477nlhSxbNIUVL+4MNcXxsjsdnd3B/Ct+2t0vXzgwbY90s+LFncH7+dZT7wQ/JGfPmMxj/+t9QX8jgMn5uSw8bQKv7mwMapzBu0hcc+ZUVry4I7jInjltEs+/cyi4+AMsnjaRzXVHg8zL+bNLghssf90tF8zk6x/2atg27G7iC49sJNLVw/7oxX5ueSGP3n4REBuU+sLv0w8k/CZEQJBNWfHiDpZfMjvoh/Lgy7u8AO2c6cydUsSVVRV86uevB02n/vmmJfzj79+ms9tRPauEm8+tDIJwP+Acn5NFR1cPZ8+YxAfOmBqtBdvFqq31fO26M9h68BjnzioJakl9WQY9CS4b/ucU5tfKh2vh/ODqpurpzC0v4txZJfzFz1/nSHtncNM2MT+bo+3d5Odm8U9/spjH/uBlmsoKcznceiIoG5djHO9ywevXtxyno7OH8TlGR5c/0lpuUHsI3g9DS0d30EMvNwuiMQ5A8LnEnwdhJz67yUGtd7yzZ0xiw55mzp9dzMKKiTz79sHgvPDl52YFAZbvpnOms7uxLeYmrWhcNksqi2Nqnv3PF2Izq+CNhJebbcFnDnDnsvmhLK/HH21v2uTxHG45HnyWADlZFvSP6svE/GxmlRSyue4o43Oz6Ii+l2zzgvGSwlwevf0iHnxpF09s2h8MCnHm6RN5fNMBJo7PiWaJSwDHaRPH8/quJjq7eqhvjXDTOdPZ39xB1dQJ3HzeDJ7YWEdTayert9cH5+TVZ0zhlR2NFBfkcqC5I+Z88M/HqRPH88dLTueiOaV847dbKMzLYnPdMSqL84Nrl5/NmVteyIY9zcEx9o9H2/FOdje2B0ORT8rP4ZwZxby+q5H2SDddDnKz4T2nTQgGt8gyx5H27uAcPG3iON49ejz4fPzvgv85+GUelw3Hu08sjzcu2zje7XpNVAxQOC6LL3+wiu8/V0N9y3E6ux15WZCTnUVbZw+52UZnt/cZ+cFWdpYFlQkAZ1dOor4lQnukK+b7BpCbbcFgHOF9xZ9TYfHXjJws6Io97WPON//zied/Xn3tNxH/Mwfvcyscl0NjW2ev5yazL4AsoLggN6ZyyFeYl0VXj8MguP6E5WYZfzR9EmeePpF1u5rY8u6xXtucDH8QRfCuGS3Huxmfk8WMkvFsO3TiGj5t8ngqJo6jpaOLbYdaYz7XvGyjaFw2jW1dTByfDRhTJ41j68HWXudjrkFn6G1WTBhHXk5Wr9+BgfhljXkvoTL5fxswcXw2zR0ntg2fKxUTxjGtOJ8Ne46QnQXdoXMs0Tl3Yl3stS6+PInK5xuXk0W2Odo6Xb/b9cf/Pof19R3w+fc+/Un0nv0ynj1jEp1dPbyx/1iv71Wy/KAyXfKyIRK9Dp42aRwtHd3k52VHK9VyaG7rirmOTps8PuhaEr42xR/f980t5e73L+SmB16mq8f7rZhZWsCamgaWXzKb0qJxfSY0RmOfPjNb75yrTrQu3c01pwF7Q4/30TtLl2ibaUCfQd5o1Ncof4nS/H2l/vsT/xy/g/MZ0yYl3Hf4b3+OmDuXzQ+asyXazh/tLtnhb/2mRX4mL9Hwu3BidK2pk44FN/3xzRIBcrO3x/QBgdi28P6gAeGU+9Nvvcv+5g5ys/11J+asOtLeGSy/dH4Zze0HaGrrZG9TO/l5WUGfgb1N7TE36v4PWVP0R9z/wcrJMl6q9fqL1BzyMj6rt59ojvD957bHBJIAtfWtQb+nzyydy5//ZG2w/cXzymLep187VTV1EuB1ft/V0MaWA83cc82imD5Nq6LB9TNvH+SR9ftYu6MheO33V53G95/bHvQz2bDnSMykvTdWVwbHxPvcs4Nz96Voh/vwSGgnhisv4eDRjpiAb/G0CeTneaOz+Z+Tn9k7q7I4pmnXhHHZHDvuBVeXLyznb695T5Ch8W/+C/Ny2FzXzLzyCUzK9zJ6foB3+cJy5ldMCGoeAa5fMo1dh1t5bVcTp08e7x3b3CxmlxWy5cAxZpYU8LXrzuDOX/2B5vYuxudkcawj9ke4syf2x6GjqycmQPCbJIXPjY6uHuaWF1I9qyTm3An/MNcf87IiF8wpoyAvu9cP8uSCHI60eVnS959xGjhHfnRkwEfW7wNO3IQvqJjAmprDQbnOnjGJS+ZPCc6fhpbj/Grd3uDm2jnHmprG4Fy85o+mAo7a+lYqi/Pp6nYcONpBc3sX+blZMX0uF0+bQHN7d8z7jg98fUfbu2lq6wyCGP/9lxbmMSE/l+/ccBbPbjkYVGzkZBm19a3URT/box1dweh+iTzz9kGa2jpZU3OY0qJx3HXVQm772WtBv8b2zh6efbuerh7XK7DY29QeVO4cONrBitU72H7wGLX1rUETwr1N7Ty0dk/wnOZ2r7ltuGLgtV2NMed8eNvn4pojdXbD5rpjwXvz+fvygw3/HPFvO452dDG3vJBJ+bnsbWrHv08M7yN8bvk3hLsa2qiYOC44lwBaj/fwd4+/FXNTE+mBSE9PtIwnlh88Fi1PXHSzYW9zr/d74j26oA9qfIAHBN+z8PkSHzz5q8I3ieHy9nVzG784maCsue148Pfxbsfx6HU9/rnJ7Au88iYK8MbnZNEa6f+Wt7PHBf1zi8ZlJ/eCKQjX2bcc7w6+I+EADwgydMHz8IK7SLcj0u1ojJ5LR6PXSv88jK9wyMvNpiDbgu9eS6ST1mMnPoPwOdtfEJ0oMHIJ/nYQE+BB7Lly8Njx0Dkdu7/w5asgLyvILnnrYgs2cXxuTJn6CtziK+kGE+ABvQI8o/8AL9ykN144oEkU1BaNy6HleDcb9jQH9yl9vVS40iCR8O77C6IHUlmcT49z1B3piCl/JHQdjD/3GltPPPaLWHekIwh+w9emrh4Xc/6dMW0SX/z1pqC85RPGBRWiWw4cY03NzuC58f20T7U+fenO5N0IfMA59+no408A5znn7ght81vgW865NdHHK4H/7ZxbH7ev5cBygBkzZpyze/duRpPBNMEcLiNdtr4GCvEHGAEXNF2MHwGtr47A8YOGxA8znqjpaVNbhK8+/hZVUydw+2XzaGqLBM0Zzpw2ifE52eTnZQdNQ/xhkds7e8jPzQr6stxYXcmuw61Bmt8fVau2viVm/32VN9zMNvw+44fdvn9VLW/VNfP1D5/Zawh1//X9obH9Ts5+U9zwe4vP5PnNff2y3nzejF7vq7/9fvXxt4JRFf2yPvjyzmAy3viarvBQ6//8zLbg80l0jMODxvjzWCWaGNhv7ho/RHn8JMDx58W5s0qCDGf4mF+35HR+9freYFTEm8+t5Fev7WHLgWN8+uLZ/GTNDqqmTuLm8yr51Wt72XKgOZiU+P5Vtazb1UBudjafXTqXH6+qAYwvXb0oGJwn+Iw6e4JgLtwEqa8BcvxzLtH5nGhAHv/cuvncypjjFj9iJXgjgvrv78erauns7qF6ZnFw7noTMB9nx+G26DY1dHY75pUXUlPfSkdnD8c6OrnvY+9lUkEu34z2n/zuyu0x3wuvCfU2Vm+v5+6rFvDYH+r46Hun8U9Pb6V8Qh5f/tAZrNpWT3uki47OHt7c30xXt3cufXbpPH6yZmfMOeN/52+9cBYPvrKL91dV8O3fv0NZUR7tkR7OnVXMu0ePc9b0Sdx83gx+9dpeNu1r4qzK4uB7cGJQgG46Oru8JkIl+exubOes6ZO4+syp3Ps/Wzlj2iSuPuM0/vmZbZw+aRy7G9uDKTK2HmyhuCCXl2sbKCnIpb41QkFONpcvmsL4vGzerGumuS3CviMdvG9uKS3Hu5hVWsg77x7lcEuExdMnsXHvEXp6HNNLCvjOjd6ACt73qzB4jZmlBew/0s7N1ZX809NbmTAum/F5OcybUkRdU3vQkuCuX/6B2sOtFOXl8NdXzuf7z9VwrKOTY8e7mTA+m8riAsbnZuOc4w97m5mUn8MHopULL9U24Bzsb+4gyyDHvMDQgILcbFo7vbut8dmQk5PNskVT2Hm4hc11x8jPzcI5R3e3Y0ZZIWVF45hZks8j6+uCLPmUCXkcOhahrDCXYx1dzCorZOvBFhZPn8Tmfc1UTZ3AlgPHgqz5hHHZlBaNY/+Rdq5YNIU9Da1sederWPODkXi52UZejgFGa+hm269cKsjNotvB8a6eYFm8qtMKqZ5Vyv9sOci7R49TUphDV7d3E1hb30rhuGxwLgjmLphdzOu7mnh/VQV/c/UiHnxpF8++fZCicdle0G09TBiXS31LhIvmlvJGXXMQXPkZRou+px7n+KNpk3jrwDEmjcvhUGuES+aVMru8iNVbD7GrsZ1xBnNPm8C4nCz+EA3EC3KNifnj6O72st+Lp00kPy+Hs6ZP4qK5Zdz1yEaa2jqjWespvPPuUV7b1cT0yfmcM3Myz71ziGPHu7npnOlMLshj3e5G9jS0BhncyuJ8LpxTEpz743OzWFNzmC0HjnHTOdP52Hkz+OTPXuNoR1dMq4dwRndctvH/bjyL767cTm19K9lZMKO4gLqmNvxYq2LCOI53dXGkvTsI/rOAovHZQbDp36gnCihys71KFu84FrHvSAenTRxHTnYWh48dp8s5jnd1M6e0kDf2x2ZQp0/O54r3TIm5B7j3f7YybXI+uxtbmVlSSN2Rdq5dPJVv//4dphTlUVI0ns8uncv3ntvO/iPtTJkwjiWVXt/nN/cfxTmvS4X/fb94fhlTJ+Vz2sRx/P1/e60JphcXsGjqRGoOtdAVjUr9696PV9VwrKOLYx1d3HrhTH74Qi2Xzi9jVpk3pcmDL+3i+a2HOHvGZHYebuXQseOcPjmfL3+oilXbDnHgSAcvbDtIy/FuisZlc9mCCqZOzg/e24lr21bmlBUxPjebI+0R1mw/TF5OFu82d/DVP67i7QPHoq9TzLtHOyguyOHl2kZKCnI51HIcw/jQ4ql87NwZ/O1jm6g91MrSBeXMm1JER2cPG/c2cuiY163ED+Dqjx7HsryuHxfMKeP2y+YGv9leE/Aa2jt7yMmCyuICNuw5wtkzJnOguYOpk/JZv7uJM6dN5O0Dx7h96Rx++HwtJUV5XDC7lJvPq/RafLR1svXdo8wsLaSuqZ2PnVvJvc9s49L5Zfz1VQvZdbiVu361kaULy7n1olnB72X4Pg9O/UyemmuKiIhkoFT6hIeXb957hC88upF/vnEJiysnx1RAJdO3vL/Ktr6GOO+vEiNcCbZ0QTnf/O0W3m3u4Mr3TOGKRRV847dbgooFv7JjWnE+dU3t/OUlc3jwlV29Ko6e2FgXVEzFVzD2N6VHfGXhYEcI7KuSJ9n9+JU0fv+iZOcqHejxiXLuIr7//kD7DFcKXrdkWq+KpkSVsn3NKZiowi7R8evo9AaDuvv9C4O56vq7Eff77T/79iHKJozjgtklKR9HkdFkJIO8HGAbsAyoA14H/tQ591Zomw8Bn8MbXfN84HvOufMS7C6gIE9ERERERMayEeuT55zrMrPPAU/jTaHwU+fcW2Z2e3T9/cDv8AK8GrwpFG5LZ5lEREREREQyWdrnyXPO/Q4vkAsvuz/0twP+Kt3lEBERERERGQuyRroAIiIiIiIiMnQU5ImIiIiIiGQQBXkiIiIiIiIZREGeiIiIiIhIBlGQJyIiIiIikkEU5ImIiIiIiGQQBXkiIiIiIiIZxLxp6k4tZlYP7B7pcpykMuDwSBdCAjoeo4eOxeihYzG66HiMHjoWo4uOx+ihYzG8ZjrnyhOtOCWDvExgZuucc9UjXQ7x6HiMHjoWo4eOxeii4zF66FiMLjoeo4eOxeih5poiIiIiIiIZREGeiIiIiIhIBlGQN3JWjHQBJIaOx+ihYzF66FiMLjoeo4eOxeii4zF66FiMEuqTJyIiIiIikkGUyRMREREREckgCvLSzMyuNrOtZlZjZn+bYP2fmdnm6L+XzeyskSjnWJDEsbg+ehw2mtk6M7t4JMo5Vgx0PELbnWtm3WZ2w3CWbyxJ4rtxmZk1R78bG83sKyNRzrEime9G9JhsNLO3zGzVcJdxrEjiu/HF0Pfizei1qmQkyjoWJHE8JpnZf5vZpuh347aRKOdYkMSxKDaz/4reV71mZmeORDnHMjXXTCMzywa2AVcB+4DXgY8757aEtrkIeNs512Rm1wB/75w7f0QKnMGSPBZFQKtzzpnZYuAR59yiESlwhkvmeIS2ewboAH7qnPv1cJc10yX53bgM+Bvn3LUjUcaxJMnjMRl4GbjaObfHzKY45w6NRHkzWbLXqdD2fwzc5Zy7YvhKOXYk+d34P8Ak59yXzKwc2Aqc5pyLjESZM1WSx+I7QItz7mtmtgj4oXNu2YgUeIxSJi+9zgNqnHM7oheYXwLXhzdwzr3snGuKPlwLTB/mMo4VyRyLFnei1qMQUA1I+gx4PKLuAP4T0A1s+iR7LGR4JHM8/hR4zDm3B0ABXtqk+t34OPDwsJRsbErmeDhggpkZUAQ0Al3DW8wxIZljUQWsBHDOvQPMMrOK4S3m2KYgL72mAXtDj/dFl/XlU8BTaS3R2JXUsTCzj5jZO8Bvgb8YprKNRQMeDzObBnwEuH8YyzUWJXudujDaBOopMztjeIo2JiVzPBYAxWb2gpmtN7Nbhq10Y0vSv+FmVgBcjVcpJemRzPH4AfAeYD/wBnCnc65neIo3piRzLDYBHwUws/OAmSiRMawU5KWXJViWMDtkZpfjBXlfSmuJxq6kjoVz7r+iTTQ/DHwj3YUaw5I5Ht8FvuSc605/cca0ZI7FBmCmc+4s4PvAb9JdqDEsmeORA5wDfAj4APB3ZrYg3QUbg5L+DQf+GHjJOdeYxvKMdckcjw8AG4HTgSXAD8xsYnqLNSYlcyy+jVcZtRGvVc4fUFZ1WOWMdAEy3D6gMvR4Ol7tUoxo/6+fANc45xqGqWxjTVLHwuecW21mc82szDl3OO2lG3uSOR7VwC+9VjeUAR80sy7n3G+GpYRjx4DHwjl3NPT378zsR/pupE0y3419wGHnXCvQamargbPw+sjI0Enld+NjqKlmuiVzPG4Dvh3telFjZjuBRcBrw1PEMSPZ343bAKLNZ3dG/8kwUSYvvV4H5pvZbDPLw/sReCK8gZnNAB4DPuGc0w90+iRzLOZFL0SY2dlAHqCgOz0GPB7OudnOuVnOuVnAr4H/pQAvLZL5bpwW+m6ch/fboe9Gegx4PIDHgUvMLCfaTPB84O1hLudYkMyxwMwmAUvxjoukTzLHYw+wDCDa/2shsGNYSzk2JPO7MTm6DuDTwOpwhaGknzJ5aeSc6zKzzwFPA9l4owO+ZWa3R9ffD3wFKAV+FL2H6nLOVY9UmTNVksfiT4BbzKwTaAduDg3EIkMoyeMhwyDJY3ED8Fkz68L7bnxM3430SOZ4OOfeNrPfA5uBHuAnzrk3R67UmSmF69RHgP+JZlYlTZI8Ht8Afm5mb+A1KfySWhwMvSSPxXuAh8ysG9iC1yVJhpGmUBAREREREckgaq4pIiIiIiKSQRTkiYiIiIiIZBAFeSIiIiIiIhlEQZ6IiIiIiEgGUZAnIiIiIiKSQRTkiYiIiIiIZBAFeSIiY5iZzTKzfudYC29jZtVm9r1+tv17M/uboS5nuphZy6mwz5NlZn8dnTi9v21+Z2aTU9jngOeOiIiMDAV5IiKSNOfcOufc50e6HJKyvwb6DfKccx90zh0ZltKIiEhaKcgTEZFsM/tXM3vLzP7HzPLN7Bwz22RmrwB/5W9oZpeZ2ZMD7K/KzF4wsx1m9vno82KyPmb2N2b299G/XzCzfzGz1Wb2tpmda2aPmdl2M/tm6Dm/MbP10XIuDy1vMbN/iJZ3rZlV9FUwM5ttZq+Y2etm9o24dV+MLt9sZl+LLvtHM/tfoW3+3szu7mv7uP2ZmX3HzN40szfM7ObQZ7jazP7LzLaY2f1mlhV6L/8YfZ/Pmtl5oc/yuug22dH9+q/9mdB+XzCzX5vZO2b279EyfB44HXjezJ7v57PZZWZl0WP1dvw5Ed2mr/OirzJ9wcx+Gv37j6KfRb/BpoiInDwFeSIiMh/4oXPuDOAI8CfAz4DPO+cuHMT+FgEfAM4DvmpmuUk8J+KcuxS4H3gcL4A4E/ikmZVGt/kL59w5QDXw+dDyQmCtc+4sYDXwl/28zn3Aj51z5wLv+gvN7P14n8N5wBLgHDO7FPglcHPo+TcBj/azfdhHo+vOAq4EvmNmU6PrzgPuBv4ImBvd1n8vL0Tf5zHgm8BVwEeAr0e3+RTQHH0P5wJ/aWazo+vei5e1qwLmAO9zzn0P2A9c7py7vJ/PJizROQF9nxd9lem7wDwz+0j0uZ9xzrUlWQYRERkkBXkiIrLTObcx+vd6vKBjsnNuVXTZv6W4v98654475w4Dh4A+M2shT0T/fwN4yzl3wDl3HNgBVEbXfd7MNgFro8vmR5dHAD+7uB6Y1c/rvA94OPp3+H29P/rvD8AGvEB1vnPuD8AUMzvdzM4Cmpxze/raPu61LgYeds51O+cOAqvwAiCA15xzO5xz3dHyXBx6L78PfRarnHOd0b/99/V+4BYz2wi8CpSGXvs159w+51wPsHGAz6I/8efELDObRN/nRcIyRcvxyei2q5xzLw2yPCIikoKckS6AiIiMuOOhv7uBYsAN4f5ygC5iKxbH9/Gcnrjn9wA5ZnYZXjbsQudcm5m9ENpHp3POL6//ev1J9N4M+JZz7oEE634N3ACchpfZG2j78D6TLYP/OPxegs/COddjZv77MuAO59zTMS/mfUaJPvvBiN9PfvR1+zovEpYpaj7QgtdkVEREhoEyeSIiEu8I0Gxmfnbpz4ZgnwfxMmKlZjYOuDbF50/Cy6K1mdki4IJBluMl4GPRv8Pv62ngL8ysCMDMppnZlOi6X0afcwNewDfQ9r7VwM3R/mrlwKXAa9F150X7B2bhNQddk8J7eBr4rN8M1swWmFnhAM85BkxI4TV6iQ7K0td5kbBM0ezffXjvvdTMbjiZMoiISHKUyRMRkURuA35qZm14N/AnxTnXaWZfx2vKtxN4J8Vd/B643cw2A1vxmmwOxp3Af5jZncB/hsr3P2b2HuAVMwMv8/TnwCHn3FtmNgGoc84dGGj70Gv9F3AhsAkvA/a/nXPvRoPUV4Bv4/XJWx3dNlk/wWuGucG8F68HPjzAc1YAT5nZgRT65SXS13nRV5n+BfiRc26bmX0Kb/CX1c65Q4iISNrYiVYhIiIikm7RZpV/45xLNZspIiKSFDXXFBERERERySDK5ImISMrM7Da8po9hLznn/irR9sPNzP4/4Ma4xY865/5hJMozmpjZq8C4uMWfcM69MRLlERGRoacgT0REREREJIOouaaIiIiIiEgGUZAnIiIiIiKSQRTkiYiIiIiIZBAFeSIiIiIiIhlEQZ6IiIiIiEgG+f8BlV5kmbCVj7AAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Continue to explore the data to address your additional research\n",
    "#   questions. Add more headers as needed if you have more questions to\n",
    "#   investigate.\n",
    "df_clean.plot('hdi_human_development_index','total_gdp_us_inflation_adjusted',kind='scatter',figsize=(15,5),s=1)\n",
    "df_clean.boxplot(column='total_gdp_us_inflation_adjusted',by='year',figsize=(15,5))\n",
    "df_clean.plot('hdi_human_development_index','imports_percent_of_gdp',kind='scatter',figsize=(15,5), s=1)\n",
    "##sns.boxplot(x=df_clean.index,y=df_clean['hdi_human_development_index'],data=df_clean)\n",
    "df_clean.boxplot(column='imports_percent_of_gdp',by='year',figsize=(15,5))\n",
    "df_clean.plot('hdi_human_development_index','exports_percent_of_gdp',kind='scatter',figsize=(15,5),s=1)\n",
    "df_clean.boxplot(column='exports_percent_of_gdp',by='year',figsize=(15,5))\n",
    "# while population is negatively corroleated\n",
    "df_clean.plot('hdi_human_development_index','population_total',kind='scatter',figsize=(15,5),s=1)\n",
    "df_clean.boxplot(column='population_total',by='year',figsize=(15,5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Selected Countries Demo:\n",
    "In the following I will demonstratethe same relations above but on top 10 countries of HDI index in 2018. Country by country. This will show for the selected countries how the coorolation is demonstrated on ta country level."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x540 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x540 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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pqpULGI4kSdMa5iZ43XQ6t45Wm/X1wFnA26vqdT2NSpI0ctpPdhJ3XS9sATwB+HHz2g24Y3BhSZKGyTB0MLtyxTKWbr3FUDbB66YN+4n9CESSNNpsb652E9cLSQ6kNazbbc308cDXBxiaJGmIDMPT7WFugjfnhD3JyVX1yiTnc/cqbgVcC7y/qk6dZv0tgDOBezf7/UxVvWPSMgE+AOwD3AwcWFVnzzVGSdLgDPPJTgP1YGBLWtcJ0Boa9sGDC0eSNEy84T+zTp6wH9G8v3Ca+dsB/wFMmbADtwIrquqmJJsD30rylar6btsyzwd2bV57AB9q3iVJ0mh6D/CDJN9spp8B/O3gwpEkDRNv+M9szgl7VV3RvE/XuGBjktfOsH4BNzWTmzevyU/q9wU+0Sz73STbJFk6sW9JkjRaqupjSb7CXTfgj6yqKwcZkySpP+yAtvfm3OlckhuT3DDdC6Cq1s+yjc2SnANcDXyjqtZOWuQhwE/bpi9vyiZv55Ak65Ks27Rp01wPQZIkLbAkT6BVBf6nzevBSR6epBdDy0qShogd0PZeJ0/YtwRI8k7gSuCTQIDX0mqbNpdt3AHslmQb4HNJHlNVF7QtkqlWm2I7JwAnACxfvnzaIWMkSdLAfZBWL/Hn0TrPP6b5/MAkh1aVHdBJ0piwPXrvdXN3+7lV1d6u/ENJ1gL/MNcNVNV1SU4Hnge0J+yXAw9tm94B+FkXMUqSpOFwGXBwVV0IkORRwNuAdwGnYI/xkjQ2bI/ee92Mw35Hktc21dvv0bRbn3U81SRLmifrJLkP8CzgR5MWOw14Q1r2BK63/bokSSPtkRPJOkBV/RB4fFVd0s3GkhyR5IIkFyZ5S1P2gCTfSPLj5n3b3oQuSdJgdZOw7w+8Eriqee3XlM1mKfDNJOcB36fVhv2LSQ5NcmizzJeBS4ANwL8Bf9RFfJIkaXhcnORDSZ7RvD4I/HeSewO3dbKhJI8B/hDYHXgc8MIkuwJHAquraldgdTMtSdLI67hKfFVdRqs3907XOw94/BTlx7d9LuCwTrctSZKG1oG0bsC/hVYb9m8Bb6WVrD+zw239HvDdqroZIMkZwEtpXZfs1SxzInA68PZ5RS1J0hDoOGFPsgVwMPBoYIuJ8qp6Yw/jkiRJY6CqfgW8r3lNdlOSz1bVy+e4uQuAdyd5IPArYB9gHbB92/CzVyR50FQrJzkEOARgxx137OxAJEkagG6qxH8S+B3gucAZtDqGu7GXQUmSpEXjYXNdsKouAt4LfAP4KnAucHsH659QVcuravmSJUs6DlSSpIXWTcK+rKr+GvhlVZ0IvAD4/d6GJUmSFomOhmetqo9U1ROq6unAtcCPgauSLAVo3q/ufZiSJC28bhL2iQ5irms6f9ka2LlnEUmSJE1jorp7kh2BlwEn0Rpl5oBmkQOAUwcTnSRJvdXNOOwnNMOl/BWtE+T9gb/uaVSSJGmxSIfLf7Zpw34bcFhV/SLJe4CTkxwM/ITWCDaSJI28bnqJ/3Dz8UymaHeW5ICmqrwkSVqkkqyuqr2TvLeqZuqxvaPe3Kvq/0xRdg2wd6cxSpI07Lp5wj6bI2gNqSJJkhavpUmeAbw4yaeY9CS9qs5u3r8+iOAkSRoF/UjYO63aJkmSxs/fAEfSGk3mnybNK2DFgkckSdKI6UfC3lFvr5IkafxU1WeAzyT566p616DjkSRpFHXTS/xsfMIuSZIAqKp3JXlxkv/XvF446JgkaVSsWruRPY9ezaq1GwcdigakHwn7t/uwTUmSNIKSHE2rf5sfNq8jmjJJ0iyOWbOBK6+/hWPXbBh0KBqQjqvEJ7k38HJaY6//Zv2qemfz/se9Ck6SJI28FwC7VdWdAElOBH4AHDXQqCSpj1at3cgxazawcsUy9t9jp663s3LFMo5ds4HDVyzrYXQaJd20YT8VuB5YD9za23AkSdIY2ga4tvm89QDjkKQF0f5kfD4J+/577DSv9TX6uknYd6iq5/U8EkmSNI6OBn6Q5Ju0+rl5Oj5dlzTmfDKuXukmYf9Okt+vqvN7Ho0kSRorVXVSktOBJ9FK2N9eVVdOzE/y6Kq6cFDxSVI/+GRcvdJNp3NPA9YnuTjJeUnOT3JerwOTJEnjoaquqKrTqurU9mS98cmBBCVJAzSI3t/tcX40dZOwPx/YFXgO8CLghc27JElSpxwOVtKiM4je3+1xfjR1nLBX1UZance8qHlt05RJkiR1qgYdgCQttJUrlrF06y0WtI37IPap+etmWLcjgD8ETmmK/j3JCVV1bE8jkyRJkqQxNIg27rarH03ddDp3MLBHVf0SIMl7gbMAE3ZJktSpXw86AEmShlU3bdgD3NE2fQe2P5MkSVNIsnqmsqrac2EjkiRpdHTzhP1jwNokn2umXwJ8pGcRSZKkkZdkC+C+wHZJtuWum/tbAQ8eWGCSJI2QjhP2qvqnZjzVp9E6+R5UVT+Ybb0kDwU+AfwOcCdwQlV9YNIyewGnApc2RadU1Ts7jVGSJA3cm4C30ErO13NXwn4D8C8DikmSpJEy54Q9yVZVdUOSBwCXNa+JeQ+oqmtn2cTtwJ9V1dlJtqQ1lvs3quqHk5b7r6p64VzjkiRJw6e5Kf+BJIfbMa0kSd3p5An7Klpjrq/nt4dgSTP9sJlWrqorgCuazzcmuQh4CDA5YZckSWOiqo5N8hRgZ9quO6rqEwMLSpKkETHnhH3iqXdV7TLfnSbZGXg8sHaK2U9Oci7wM+CtVXXhFOsfAhwCsOOOO843HEmS1CdJPgk8HDiHuzqtLVrN5CRJ0gy6GYd9dVXtPVvZDOvfH/gs8JaqumHS7LOBnarqpiT7AJ8Hdp28jao6ATgBYPny5TV5viRp/lat3cgxazawcsUyx23VfCwHHlVVnq8lSerQnId1S7JF0359uyTbJnlA89qZOfb2mmRzWsn6f1TVKZPnV9UNVXVT8/nLwOZJtptrjJKk3jlmzQauvP4Wjl2zYdChaLRdQKvDWUmS1KFOnrDPq7fXJKE1/NtFVfVP0yzzO8BVVVVJdqd1Q+GaDmKUJPXIyhXLOHbNBg5fsWzQoWi0bQf8MMn3gFsnCqvqxYMLSZKk0dBJG/b59vb6VOD1wPlJzmnK/gLYsdn+8cArgDcnuR34FfBqq9BJGhejVsV8/z12Gok4NfT+tpcbS/InwB/Qagd/PnAQrfHe/5NWx3aXAa+sql/0cr+Spjdq5zdplHQzDvuxSR4DPArYoq18xs5jqupb3PVUfrpljgOO6zQmSRoF7VXMvaDRYlFVZyTZCdi1qv6/JPcFNutmW0keAqyk1Sb+V0lOBl5N65pkdVW9J8mRwJHA23t0CJJm4flN6p85t2GfkOQdwLHN65nAPwBWa5OkWaxcsYylW29hFXMtKkn+EPgM8K9N0UNodSrbrXsC90lyT1pP1n8G7Auc2Mw/EXjJPLYvqUOe3+Zv1dqN7Hn0alat3TjoUDRkOk7YaVVb3xu4sqoOAh4H3LunUUnSGNp/j50466i9ffqgxeYwWs3ibgCoqh8DD+pmQ1X1v8D/A34CXAFcX1VfB7avqiuaZa6YbvtJDkmyLsm6TZs2dROCpCl0en4zOb07O3rVdLpJ2H9VVXcCtyfZCrgaeFhvw5IkSWPi1qr69cRE82S8q/5pkmxL62n6LrQ6wb1fktfNdf2qOqGqllfV8iVLlnQTgqQeMDm9O2spaDodt2EH1iXZBvg3Wr3F3wR8r5dBSZKksXFGkr+gVY392cAfAV/oclvPAi6tqk0ASU4BngJclWRpVV2RZCmthwmShpSjkNydHb1qOt10OvdHzcfjk3wV2KqqzuttWJIkaUwcCRxMq0f3NwFfBj7c5bZ+AuzZdFz3K1pN9NYBvwQOAN7TvJ86z5gl9ZHJqTR3c07YkzxhpnlVdXZvQpKk8ebwN1pk7gN8tKr+DSDJZk3ZzZ1uqKrWJvkMcDZwO/AD4ATg/sDJSQ6mldTv16PYJUkaqE6esL9vhnkFrJhnLJI00uaaiDv8jRaZ1bSqst/UTN8H+Dqtquwdq6p3AO+YVHwrraftkiSNlU4S9g9V1clJHlZVl/QtIkkaUXNNxG27p0Vmi6qaSNapqpuaKu2SJGkWnfQSf2Tz/pl+BCJJo26uPbz2Yng3h8TRCPlle7O6JE+k1f5ckiTNopMn7Nck+SawS5LTJs+sqhf3LixJGg2Tq8HPlIT3su261eo1Qo4APp3kZ830UuBVA4xHkqSR0ckT9hcARwE/p9WeffJLksbObE+yOxlLtpfjzjpeq0ZB08Hc/wEeCbyZ1pBuv1dV6wcamCRJI2LOCXtV/bqqvgs8parOmPzqY4ySNDCzJdmdJM69TLJ7Ua1e6requgPYt6puq6oLqur8qrpt0HFJkjQqOh6HHdg2ybuBndvXryp7iZc0dqbrIK69evtZR+097bz2hNpxZ7VIfTvJccB/0hovHQCHg5UkaXbdJOyfBo4HPgzc0dtwJGm4TJdkz9SG3Pbl0m+ZGL7tnW1lDgcrSdIcdJOw315VH+p5JJI0QmYams1h26S7VNUzBx2DJI26XnZcq9HSTcL+hSR/BHwOuHWisKqu7VlUkjTkZqrebtV36S5Jtgf+HnhwVT0/yaOAJ1fVRwYcmiSNDGvvLV6d9BI/4QDgbcB3gPXNa10vg5IkSWPj48DXgAc30/8NvGVQwUjSKHJ0mMWr4yfsVbVLPwKRJEljabuqOjnJUQBVdXsS+8CRpA5Ye2/xmnPCnmRFVa1J8rKp5lfVKb0LS5IkjYlfJnkgrY7mSLIncP1gQ5IkaTR08oT9GcAa4EVTzCvAhF2SJE32p8BpwMOTfBtYArxisCFJkjQa5pywV9U7mveDZlouyQFVdeJ8A5OkQbAXVqm3qursJM8AHgEEuLiqbhtwWJIkjYRuOp2bzRFTFSZ5aJJvJrkoyYVJ7rZcWo5JsiHJeUme0If4JGla7b2wSpq/JFsAK4F3AX8HHNaUSZqnVWs3sufRq1m1duNAtzEIoxq31Kl+JOyZpvx24M+q6veAPWmdsB81aZnnA7s2r0MAx3uXtKDshVXquU8AjwaOBY4DHgV8cqARSWOiFzeZR/VG9ajGLXWqHwl7TVlYdUVVnd18vhG4CHjIpMX2BT5RLd8FtkmytA8xStKU9t9jJ846am+rw0u984iqOriqvtm8DgF+d9BBSeOgFzeZR/VG9ajGLXWq42Hd5mC6J+x3LZDsDDweWDtp1kOAn7ZNX96UXdGr4CRJ0oL6QZI9mxvxJNkD+PaAY5LGQi+G+hrV4cJGNe5O2beO+vGEfcaTcJL7A58F3lJVN0yePcUqd3tin+SQJOuSrNu0aVP3kUqSpH7bA/hOksuSXAacBTwjyflJzhtsaJI03Kz6r44T9iRHJNmq6SDuI0nOTvKciflV9cczrLs5rWT9P6YZt/1y4KFt0zsAP5u8UFWdUFXLq2r5kiVLOj0ESZK0cJ4H7EJreNhnNJ/3AV4IvCjJtgOMTZKGmlX/1U2V+DdW1QeSPJfWWKoHAR8Dvj7TSkkCfAS4qKr+aZrFTgP+OMmnaN2Rv76qrA4vSdKIqqoZu3BOcjbgqDCSNIXFUvVf0+umSvxEtfV9gI9V1bnMod068FTg9cCKJOc0r32SHJrk0GaZLwOXABuAfwP+qIv4JC0yDu0ijbS5XENIkrQodfOEfX2Sr9Oq0nZUki2BO2dbqaq+xSwn5aoq4LAuYpK0iLW37/IutDRyphxdRpIWAzuV02y6ecJ+MHAk8KSquhm4F61q8ZI0ELbvkhaHJI9oq6V3TpIbkrwlyQOSfCPJj5t328VLGgl2KqfZdPOE/WnN+2NbzdIlabBs3yWNtDlfTFTVxcBuAEk2A/4X+BytBwmrq+o9SY5spt/e+1AlqbdWrljGsWs2+NBB0+omYX9b2+ctgN2B9cCKnkQkaVGxKpg03pI8HLi8qm5NshfwWOATVXVds8jeXW56b+B/qmpjkn2BvZryE4HTMWGXNAJ86KDZdFwlvqpe1PZ6NvAY4KrehyZpMbAqmDT2PgvckWQZrdFidgFWTcysqmu73O6rgZOaz9tPjCrTvD9oqhWSHJJkXZJ1mzZt6nK3kiQtnG7asE92Oa2kXZI6ZvtzaezdWVW3Ay8F3l9VfwIsnc8Gk9wLeDHw6U7Wq6oTqmp5VS1fsmTJfEKQJGlBdFwlPsmx3NWj6z1otSU7t4cxSVpErAomjb3bkrwGOAB4UVO2+Ty3+Xzg7KqaqOF3VZKlVXVFkqXA1fPcviRJQ6GbJ+zraLVZXw+cBby9ql7X06gkSdK4OAh4MvDuqro0yS7Av89zm6/hrurwAKfRuiFA837qPLcvSX2xau1G9jx6NavWbhx0KBoRHT9hr6oTZ5qf5LNV9fLuQ5IkSWPk2VW1cmKiSdp/1e3GktwXeDbwprbi9wAnJzkY+AmwX7fbl6R+au+7xxqGmotetGGf7GF92KakIeWdYkmzOGCKsgO73VhV3VxVD6yq69vKrqmqvatq1+a9247sJKmv7LtHnepmWLfZ1OyLSBoX3imWNJWm3fr+wMOSnNY2a0vgmsFEJUmDZd896lQ/EnZJi8jKFcs4ds0G7xRLmuw7wBXAdsD72spvBM4bSESSJI2YfiTs6cM2JQ0p7xRLmkpVbUxyOfDLqjpj0PFIkjSKumrDnuReSR6b5PebsVDbvb0HcUmSpBFXVXcANyfZetCxSJI0iroZh/0FwPHA/9B6mr5LkjdV1VcAqurrvQ1R0kJZtXYjx6zZwMoVy3xqLqlXbgHOT/IN4JcThe09x0uSpKl184T9fcAzq2qvqnoG8Ezgn3sblqRBaO9ATpJ65EvAXwNnAuvbXpI0FhwxR/3UTcJ+dVW1X81fAlzdo3gkDZBDjUjqtao6ETiJuxL1VU2ZJI0FH3ion7rpdO7CJF8GTqY1hNt+wPeTvAygqk7pYXySFpAdyEnqtSR7AScCl9FqSvfQJAdU1ZkDDEuSetYU0BFz1E/dJOxbAFcBz2imNwEPAF5EK4E3YZckSRPeBzynqi4GSPK7tJ64P3GgUWlk2d+KeqX9yfh8/pZ84KF+6jhhr6qD+hGIJEkaS5tPJOsAVfXfSTYfZEAabb1KsiSfjGsUzDlhT3IsrSfoU7K3V0mSNIV1ST4CfLKZfi12Oqd5MMlSr/hkXKOgkyfs65r3pwKPAv6zmd4PT7ySJGlqbwYOA1bSasN+JvDBgUakkWaSJWkxmXPCPtGja5IDaQ3rdlszfTzg2OuSJOluqurWJMcBq4E7gYur6tcDDksDZBt0SZq7boZ1ezCwZdv0/ZuyGSX5aJKrk1wwzfy9klyf5Jzm9TddxCZJkoZIkhcA/wN8ADgO2JDk+YONSoPkEFiSNHfdJOzvAX6Q5ONJPg6cDfz9HNb7OPC8WZb5r6rarXm9s4vYpEVr1dqN7Hn0alat3TjoUCSp3fto1czbq6qeATwT+OcBx6QBWrliGUu33sI26JI0B930Ev+xJF8B9miKjqyqK+ew3plJdu50f5Lmxl5zJQ2pq6uq/VHqJcDVgwpGg2cbdEmau46fsCd5Aq0q8D9tXg9O8vAk3YzpPtmTk5yb5CtJHt2D7UmLhk8sJA2pC5N8OcmBSQ4AvgB8P8nLkrxs0MFpfqzdJUn91U2S/UHgCcB5tHp7fUzz+YFJDq2qbjugOxvYqapuSrIP8Hlg16kWTHIIcAjAjjvu2OXupPHiEwtJQ2oL4CrgGc30JuABwItoDRd7yoDiUg9Yu0uS+qubhP0y4OCquhAgyaOAtwHvonXS7Sphr6ob2j5/OckHk2xXVT+fYtkTgBMAli9fPu3Y8JIkabCq6qBBx6D+cUx0SeqvbhL2R04k6wBV9cMkj6+qS5J0HUiS3wGuqqpKsjut6vrXdL1BSZI0cEl2AQ4HdqbtuqOqXjyomNQ71u6SpP7qJmG/OMmHgE81068C/jvJvYHbplspyUnAXsB2SS4H3gFsDlBVxwOvAN6c5HbgV8Crq8qn55IkjbbPAx+h1Xb9zsGGIknSaOkmYT8Q+CPgLbTasH8LeCutZP2Z061UVa+ZaaNVdRyt8VklSdL4uKWqjhl0EJIkjaJuhnX7Fa0xVd83xeybkny2ql4+78ikRWbV2o0cs2YDK1css3qhpHHygSTvoNXHza0ThVV19uBCkiRpNPRiKLbJHtaHbUpjz552JY2p3wdeD6zgrirx1Ux3LMk2wIdpjVJTwBuBi4H/pNVO/jLglVX1i3nELEnSUOh4HPY5sN251AXHUZc0pl4KPKyqnlFVz2xeXSXrjQ8AX62qRwKPAy4CjgRWV9WuwOpmWpKkkdePJ+ySumBPu5LG1LnANsDV891Qkq2Ap9PqT4eq+jXw6yT70urYFuBE4HTg7fPdnyRJg9aPhL37sd0kSdK42R74UZLv89tt2LsZ1u1hwCbgY0keB6wHjgC2r6ormu1ekeRBU62c5BDgEIAdd9yxi91LkrSw+pGwe0dbkiRNeEcPt3VP4AnA4VW1NskH6KD6e1WdAJwAsHz5cpvwSZKG3pwT9iTnM3X79ABVVY+l9eHrPYpNkiSNuKo6o4ebuxy4vKrWNtOfoZWwX5VkafN0fSk9qH4vSdIw6OQJ+wv7FoUWLYcyk6TxlORbVfW0JDfy2zf8J270b9XpNqvqyiQ/TfKIqroY2Bv4YfM6AHhP837q/I9gcfK8LEnDZc4Je1Vt7GcgWpwcykySxlNVPa1537LHmz4c+I8k9wIuAQ6iNerNyUkOBn4C7NfjfS4anpclabh0PKxbkj2TfD/JTUl+neSOJDf0IziNP4cykyR1oqrOqarlVfXYqnpJVf2iqq6pqr2ratfm/dpBxzmqPC9L0nDpptO544BXA58GlgNvAPxfXV1xKDNJkoaH52VJGi5d9RJfVRuSbFZVd9AaWuU7PY5LkiRJkqRFrZuE/eam3dg5Sf4BuAK4X2/DkiRJkiRpceu4DTvw+ma9PwZ+CTwUeFkvg5IkSZIkabHrJmF/SVXdUlU3VNXfVdWf4pBvkiRJkiT1VDcJ+wFTlB04zzg0glat3cieR69m1VpH/JMkSZKkXptzG/YkrwH2B3ZJclrbrK2Aa3odmIafY7VKkiRJUv900uncd2h1MLcd8L628huB83oZlEbDyhXLOHbNBsdqlSRJkqQ+mHPCXlUbgY3Ak5NsDzypmXVRVd3ej+A03ByrVZIkSZL6p+M27En2A74H7Ae8Elib5BW9DkySJEmSpMWsm07n/gp4UlUdUFVvAHYH/rq3YWkQ7EROkiRJkoZHNwn7Parq6rbpa7rcjoZMeydykiRJkqTB6ibR/kqSryU5MMmBwJeAL8+2UpKPJrk6yQXTzE+SY5JsSHJekid0EZvmYeWKZSzdegs7kZMkSZKkIdBJL/ETCvhX4GlAgBOAPeew3seB44BPTDP/+cCuzWsP4EPNuxaInchJkiRJ0vDo5gn7s6vqlKr606r6k6r6HK1ke0ZVdSZw7QyL7At8olq+C2yTZGkX8UmSJC069kUjSeNnzgl7kjcnOR94RFNlfeJ1Kb0Zh/0hwE/bpi9vyqaK5ZAk65Ks27RpUw92LUmSNNrsi0aSxk8nT9hXAS8CTmveJ15PrKrX9SCWTFFWUy1YVSdU1fKqWr5kyZIe7Hr8eJddkqTFxb5oJGn8zLkNe1VdD1wPvKZPsVwOPLRtegfgZ33a19hrv8tuu3RJksaffdFI0vgZpuHYTgPe0PQWvydwfVVdMeigRpV32SVJkiRptHXTS3xXkpwE7AVsl+Ry4B3A5gBVdTytoeH2ATYANwMHLVRsw2bV2o0cs2YDK1cs6/pOuXfZJUmSJGm0LVjCXlUzVqWvqgIOW6BwhprV2SVJkiRJw1QlfuT1qqM3q7NLkrQ42EmsJGkmJuyz6ORE2qvhVPbfYyfOOmpvn65LkjRJksuSnJ/knCTrmrIHJPlGkh8379sOOs65Xj84FJskaSYm7LPo5ETqk3FJkhbEM6tqt6pa3kwfCayuql2B1c30QM31+sFrB0nSTEzYG9PdCe/kROqTcUmSBmJf4MTm84nASxZipzM9RZ/r9YPXDpKkmaTV19voWr58ea1bt27e29nz6NVcef0tLN16C846au8eRCZJGnVJ1rc9xdUQSHIp8AuggH+tqhOSXFdV27Qt84uqmrFafC+uH7x2kCRNpZfXDz5hb1glTZKkkfDUqnoC8HzgsCRPn+uKSQ5Jsi7Juk2bNs07EK8dJEn95hN2SZKm4RP24Zbkb4GbgD8E9qqqK5IsBU6vqkfMtK7XD5KkfvEJuyRJWnSS3C/JlhOfgecAFwCnAQc0ix0AnDqYCCVJ6q17DjoASZKkOdoe+FwSaF3DrKqqryb5PnBykoOBnwD7DTBGSZJ6xoRdkiSNhKq6BHjcFOXXAPb6JkkaO1aJlyRJkiRpCJmwS5IkSZI0hEa+l/gkm4CNg45jDrYDfj7oIHrI4xlu43Y8MH7H5PEMt4nj2amqlgw6GPXeiFw/jNvvCsbvmDye4ebxDL9xO6aeXz+MfMI+KpKsG6ehgTye4TZuxwPjd0wez3Abt+PRaBrHv8NxOyaPZ7h5PMNv3I6pH8djlXhJkiRJkoaQCbskSZIkSUPIhH3hnDDoAHrM4xlu43Y8MH7H5PEMt3E7Ho2mcfw7HLdj8niGm8cz/MbtmHp+PLZhlyRJkiRpCPmEXZIkSZKkIWTCLkmSJEnSEDJhlyRJkiRpCJmwS5IkSZI0hEzYJUmSJEkaQibskiRJkiQNIRN2SZIkSZKGkAm7JEmSJElDyIRdkiRJkqQhZMIuSZIkSdIQMmGXJEmSJGkImbBLkiRJkjSETNglSZIkSRpCJuySJEmSJA0hE3ZJkiRJkoaQCbskSZIkSUPIhF2SJEmSpCFkwi5JkiRJ0hAyYZckSZIkaQiZsEuSpEUpyUeTXJ3kgjku/8okP0xyYZJV/Y5PkqRU1aBjkCRJWnBJng7cBHyiqh4zy7K7AicDK6rqF0keVFVXL0SckqTFyyfskiRpUaqqM4Fr28uSPDzJV5OsT/JfSR7ZzPpD4F+q6hfNuibrkqS+M2GXJEm6ywnA4VX1ROCtwAeb8t8FfjfJt5N8N8nzBhahJGnRuOegA5AkSRoGSe4PPAX4dJKJ4ns37/cEdgX2AnYA/ivJY6rqugUOU5K0iJiwS5IktdwDuK6qdpti3uXAd6vqNuDSJBfTSuC/v4DxSZIWGavES5IkAVV1A61kfD+AtDyumf154JlN+Xa0qshfMog4JUmLhwm7JElalJKcBJwFPCLJ5UkOBl4LHJzkXOBCYN9m8a8B1yT5IfBN4G1Vdc0g4pYkLR4O6yZJkiRJ0hDyCbskSZIkSUNo5Dud22677WrnnXcedBiSpDG0fv36n1fVkkHHod7z+kGS1C+9vH4Y+YR95513Zt26dYMOQ5I0hpJsHHQM6g+vHyRJ/dLL6werxEuSJEmSNIRM2CVJkiRJGkIm7JIkSZIkDSETdkmSJEmShpAJuyRJkiRJQ8iEXZIkSZKkIWTCLknqiVVrN7Ln0atZtXawI6ENSxzqnSSbJflBki9OMW/rJF9Icm6SC5McNIgYJUmja5ivHUzYJUk9ccyaDVx5/S0cu2aDcajXjgAummbeYcAPq+pxwF7A+5Lca6ECkySNvmG+djBhlyT1xMoVy1i69RYcvmJZz7bZzR3vfsShwUmyA/AC4MPTLFLAlkkC3B+4Frh9gcKTJI2BYb52SFX1b+PJR4EXAldX1WOasn8EXgT8Gvgf4KCquq6ZdxRwMHAHsLKqvjbbPpYvX17r1q3rzwFIkgZqz6NXc+X1t7B06y0466i9F3z/SdZX1fIF37F+I8lngKOBLYG3VtULJ83fEjgNeGSzzKuq6kvTbOsQ4BCAHXfc8YkbNw5f1UdJ0ujr5fVDv5+wfxx43qSybwCPqarHAv8NHAWQ5FHAq4FHN+t8MMlmfY5PkjTEhvmOt/ovycRN//UzLPZc4BzgwcBuwHFJtppqwao6oaqWV9XyJUuW9DpcSZJ6rq8Je1WdSatqWnvZ16tqoqrad4Edms/7Ap+qqlur6lJgA7B7P+OTJA23/ffYibOO2pv999jpt8qHuXMY9dRTgRcnuQz4FLAiyb9PWuYg4JRq2QBcSutpuyRJI2/QbdjfCHyl+fwQ4Kdt8y5vyu4mySFJ1iVZt2nTpj6HKEkaNsPcOYx6p6qOqqodqmpnWrXw1lTV6yYt9hNgb4Ak2wOPAC5Z0EAlSeqTgSXsSf6SVqcw/zFRNMViUzawt0qbJC1uVpVf3JIcmuTQZvJdwFOSnA+sBt5eVT8fXHSSJPXOPQex0yQH0OqMbu+6q9e7y4GHti22A/CzhY5NkjT89t9jp7tVk9d4q6rTgdObz8e3lf8MeM5gopIkqb8W/Al7kucBbwdeXFU3t806DXh1knsn2QXYFfjeQscnSZIkSRo/o9gHTl8T9iQnAWcBj0hyeZKDgeNoDbvyjSTnJDkeoKouBE4Gfgh8FTisqu7oZ3ySJEmSpMVhFPvA6WuV+Kp6zRTFH5lh+XcD7+5fRJIkSZKkxWjlimUcu2bDSPWBM5A27JIkSZIkLaRR7ANn0MO6SZIkSZKkKZiwS5IkSZI0hEzYJUmSJEkaQibskiRJkqSxMYrDt03HhF2SJEmSNDZGcfi26ZiwS5IkSZLGxsoVy1i69RYjNXzbdBzWTZIkSZI0NkZx+Lbp+IRdkiRJkqQhZMIuSZIkSdIQMmGXJEmSJGkImbBLkiRJkgZinIZg6wcTdkmSJEnSQIzTEGz9YMIuSZIkSZq3bp6Wj9MQbP3gsG6SJEmSpHlrf1o+12HVxmkItn7wCbskSRpqSTZL8oMkX5xm/l5JzklyYZIzFjo+SRoFC9FW3KflvWfCLkmSht0RwEVTzUiyDfBB4MVV9WhgvwWMS5L6qpdJ9kK0Fd9/j50466i9fWLeQ31N2JN8NMnVSS5oK9uvuQN+Z5Llk5Y/KsmGJBcneW4/Y5MkScMvyQ7AC4APT7PI/sApVfUTgKq6eqFik6R+62WS7dPv0dTvJ+wfB543qewC4GXAme2FSR4FvBp4dLPOB5Ns1uf4JEnScHs/8OfAndPM/11g2ySnJ1mf5A3TbSjJIUnWJVm3adOmPoQqSb3VyyTbp9+jqa8Je1WdCVw7qeyiqrp4isX3BT5VVbdW1aXABmD3fsYnSZqe46Jq0JK8ELi6qtbPsNg9gSfSegr/XOCvk/zuVAtW1QlVtbyqli9ZsqT3AUvSHM31HGuSrWFqw/4Q4Kdt05c3ZXfjHXJJ6j/HRdUQeCrw4iSXAZ8CViT590nLXA58tap+WVU/p1WD73ELG6YkdcZzrOaqo4Q9ycuS/FOS9yV5aY9jyRRlNdWC3iGXpP6zrZsGraqOqqodqmpnWs3m1lTV6yYtdirwf5LcM8l9gT2YpoM6SRoWnmM1V3Mehz3JB4FlwElN0ZuSPKuqDutRLJcDD22b3gH4WY+2LUnqkOOialglORSgqo6vqouSfBU4j1Y79w9X1QUzbkCSBsxzrOZqzgk78AzgMVVVAElOBM7vYSynAauS/BPwYGBX4Hs93L4kSRpRVXU6cHrz+fhJ8/4R+MeFj0qSpP7qpEr8xcCObdMPpXU3e1pJTgLOAh6R5PIkByd5aZLLgScDX0ryNYCquhA4Gfgh8FXgsKq6o4P4JEmSJGng7LhVvdLJE/YHAhclmXjq/STgrCSnAVTViyevUFWvmWZbn5uqsKreDby7g5gkSZIkaai0dypn1XfNRycJ+9/0LQpJkiRJGhMrVyzj2DUb7FRO8zbnhL2qzuhnIJIkSZI0DuxUTr0ya8Ke5EamGV4NoKq26mlEkiRJkiRp9oS9qrYESPJO4Ergk7TGTH8tsGVfo5MkSZIkaZHqpJf451bVB6vqxqq6oao+BLy8X4FJkiRJkrSYdZKw35HktUk2S3KPJK8FHHZNkiRJkqQ+6CRh3x94JXBV89qvKZMkzYFjskqSpKl4jaDpzDlhr6rLqmrfqtquqpZU1Uuq6rI+xiZJY6V9TFZJkqQJXiNoOnMe1i3JMVMUXw+sq6pTexeSJI0nx2SVJElT8RpB0+mkSvwWwG7Aj5vXY4EHAAcneX/PI5OkEdBJFbb999iJs47auyfjslp1TpKk8dHLawSNl04S9mXAiqo6tqqOBZ4F/B7wUuA5/QhOkobdoKqwWXVOkiRp/HWSsD8EuF/b9P2AB1fVHcCtPY1KkkbEyhXLWLr1FgtehW1Q+5UkSdLCmXMbduAfgHOSnA4EeDrw90nuB/x/fYhNkgZu1dqNHLNmAytXLJuymtr+e+w0kOprg9qvJEmSFk4nvcR/BHgK8Pnm9bSq+nBV/bKq3pbk0f0JUZIGx6rnkiRJGpROqsRTVVdU1alV9fmq+tmk2Z/sYVySNBSsei5JkqRB6aRK/GzSw21J0lCw6rk0f0nOB2qqWUBV1WMXOCRJkkZCLxP2qU7EkiRJL5zPykk2A9YB/1tVU24ryZOA7wKvqqrPzGd/kjRsZutTR+Orlwm7JEnS3VTVxnlu4gjgImCrqWY2Cf17ga/Ncz+SNJTa+9QxYV9cZm3DnuSpzfu9Z1n011Os+9EkVye5oK3sAUm+keTHzfu2bfOOSrIhycVJntvBcUiSpCGXZM8k309yU5JfJ7kjyQ2zrLMD8ALgwzMsdjjwWeDqHoYrSUPDPnUWr7l0OndM837WTAtV1Z5TFH8ceN6ksiOB1VW1K7C6mSbJo4BXA49u1vlgc8dckiSNh+OA1wA/Bu4D/AFw7CzrvB/4c+DOqWYmeQjwUuD4nkUpSUNm/z124qyj9vbp+iI0lyrxtyX5GPCQJMdMnllVK6dbsarOTLLzpOJ9gb2azycCpwNvb8o/VVW3Apcm2QDsziw3CiRJ0uioqg1JNquqO4CPJfnOdMsmeSFwdVWtT7LXNIu9H3h7Vd2RzNz/bZJDgEMAdtxxxy6ilyRpYc0lYX8h8CxgBbC+B/vcvqqugNYwcUke1JQ/hFZnMRMub8ruxhOuJEkj6eYk9wLOSfIPwBXA/WZY/qnAi5PsA2wBbJXk36vqdW3LLAc+1STr2wH7JLm9qj4/eWNVdQJwAsDy5cvtLFeSNPRmTdir6ue0ToQXVdW5fYxlqtviU55MPeFKkjSSXk+rOd4fA38CPBR42XQLV9VRwFEAzRP2t05K1qmqXSY+J/k48MWpknVJkkbRXNqwT7gmyeeaTuSuSvLZpiOYTl2VZClA8z7RQczltE7cE3YAftbF9iVJ0nB6SVXdUlU3VNXfVdWf0sWQb0kOTXJoH+KTJGmodJKwfww4DXgwrarqX2jKOnUacEDz+QDg1LbyVye5d5JdgF2B73WxfUmSNJwOmKLswLmsWFWnT4zBXlXHV9XdOpmrqgMdg12SNE46GYf9QVXVnqB/PMlbZlohyUm0OpjbLsnlwDuA9wAnJzkY+AmwH0BVXZjkZOCHwO3AYU2HNJIkaYQleQ2wP7BLktPaZm0FXDOYqCRJGn6dJOybkrwOOKmZfg2znGSr6jXTzNp7muXfDby7g5gkSdLw+w6tDua2A97XVn4jcN5AIpIkaQR0UiX+jcArgStpnXRf0ZRJkiRNq6o2NlXanwz8CNiyeV1eVbcPNjpJkobXnBP2qvpJVb24qpZU1YOq6iVVtXFifpKj+hOiJEkaB0n2o9U/zX60HgKsTfKKwUYlSdLw6uQJ+2z26+G2JEnS+Pkr4ElVdUBVvQHYHfjrAcckSUNr1dqN7Hn0alat3Tj7whpLvUzYpxpHXZIkacI9qurqtulr6O21iCSNlWPWbODK62/h2DUbBh2KBqSXJ8nq4bYkSdL4+WqSryU5MMmBwJeArww4JkkaWitXLGPp1ltw+Iplgw5FA9JJL/Gz8Qm7tAitWruRY9ZsYOWKZey/x06DDkfSEKuqtyV5GfA0WtcNJ1TV5wYcliQNrf332Mnrq0Vuzk/Ykzx1lrJP9yQiSSPFqlqS5irJe6vqlKr606r6k6r6XJL3DjouSZKGVSdV4o+dqayq/n7+4UgapG46NrGqlqQOPHuKsucveBSSJI2IWavEJ3ky8BRgSZI/bZu1FbBZvwKTtPDan5bPtfqVVbUkzSbJm4E/Ah6W5Ly2WVsC3x5MVJIkDb+5tGG/F3D/Ztkt28pvABw7VRojK1cs49g1G3xaLqnXVtHqXO5o4Mi28hur6tqJiSTbVtUvFjo4SZKG1awJe1WdAZyR5ONV5QCA0hjzaXlv2BGf9Nuq6nrgeuA1syy6GnhC/yOSJGk0dNKG/d5JTkjy9SRrJl59i0ySRpQd8Uldc8QZSZLadDKs26eB44EPA3f0JxxJGn02LZC6VoMOQJKkYdJJwn57VX2ob5FI0piwaYEkSZJ6oZMq8V9I8kdJliZ5wMSrb5FJkqTFxirxkiS16eQJ+wHN+9vaygp4WO/CkSRJ4yzJZsD2tF2DVNVPmo97DyQoSRoQO6rVbOacsFfVLv0MRJIkjbckhwPvAK4C7myKC3gsQPsQb5PW2wxYB/xvVb1w0rzXAm9vJm8C3lxV5/Y+eknqvfaOak3YNZU5V4lPct8kf5XkhGZ61yQvnG29GbZ3RJILklyY5C1N2QOSfCPJj5v3bbvdviRJGjpHAI+oqkdX1e83r8fOcb2Lppl3KfCMZjvvAk7oUayS1HcrVyxj6dZb2FGtptVJG/aPAb8GntJMXw783252muQxwB8CuwOPA16YZFfgSGB1Ve1KayzWI7vZvqTRsWrtRvY8ejWr1m4cdCiS+u+ntMZjn7MkOwAvoDVKzd1U1Xeq6hfN5HeBHeYVoSQtoP332Imzjtrbp+uaVicJ+8Or6h+A2wCq6ld03znM7wHfraqbq+p24AzgpcC+wInNMicCL+ly+5JGhGOWS4vKJcDpSY5K8qcTr1nWeT/w59xVhX4mBwNfmWeMkiQNjU4S9l8nuQ/NGKlJHg7c2uV+LwCenuSBSe4L7AM8FNi+qq4AaN4fNNXKSQ5Jsi7Juk2bNnUZgqRhYFUwaVH5CfAN4F7Alm2vKTVN766uqvWzbTjJM2kl7G+fYRmvHyRJIyVVNbcFk2cDfwU8Cvg68FTgwKo6vasdJwcDh9HqIOaHwK+Ag6pqm7ZlflFVM7ZjX758ea1bt66bECRJmlGS9VW1fNBxjJskWwJVVTfNstzRwOuB24EtgK2AU6rqdZOWeyzwOeD5VfXfc4nB6wdJUr/08vphzk/Yq+obwMuAA4GTgOXdJuvN9j5SVU+oqqcD1wI/Bq5KshSgeb+62+1LkqThkuQxSX5Aq6bdhUnWJ3n0dMtX1VFVtUNV7Qy8GlgzRbK+I3AK8Pq5JuuSJI2KTnqJfylwe1V9qaq+CNye5CXd7jjJg5r3HWndCDgJOI27xns/ADi12+1LkqShcwLwp1W1U1XtBPwZ8G+dbiTJoUkObSb/Bngg8MEk5yTxsbkkaWzMeRx24B1V9bmJiaq6Lsk7gM93ue/PJnkgrU7sDquqXyR5D3ByU13+J8B+XW5bkiQNn/tV1TcnJqrq9CT3m8uKTa2+05vPx7eV/wHwB70NU5Kk4dBJwj7V0/hO1v8tVfV/pii7Bti7221KkqShdkmSvwY+2Uy/jtY46pIkaQqd9BK/Lsk/JXl4kocl+Wdg1l5bJUmSGm8EltBqc/655vNBA41IkqQh1knCfjjwa+A/gZNp9ep+WD+CkiRJ46eqflFVK5tOZx9fVUdU1S8GHZckLZRVazey59GrWbV246BD0YiYU5X2JJsBp1bVs/ocj6QurVq7kWPWbGDlimXsv8dOgw5Hkn4jyfur6i1JvgDcbTzZqnrxAMKSpAV3zJoNXHn9LRy7ZoPXa5qTOSXsVXVHkpuTbF1V1/c7KEmd8wQgaYhNtFn/fwONQpIGbOWKZRy7ZgOHr1g26FA0IjrpNO4W4Pwk3wB+OVFYVSt7HpWkjnkCkDSsqmqiz5vdquoD7fOSHAGcsfBRSdLC23+PnXywoo50krB/qXlJGkKeACSNgAOAD0wqO3CKMkmSRAcJe1WdmOQ+wI5VdXEfY5IkSWMkyWuA/YFdkpzWNmtL4JrBRCVJ0vCbc8Ke5EW02p7di9YJdzfgnXYUI0mSZvEd4ApgO+B9beU3AucNJCJJkkZAJ8O6/S2wO3AdQFWdA+zS84ikRcphPhYPv2stNlW1sapOr6onV9UZba+zq+r2QccnSdKw6iRhv32KHuLvNjSLpO609/Ku8eZ3rcUqyZ5Jvp/kpiS/TnJHkhsGHZckScOqk4T9giT7A5sl2TXJsbSquEnqgZUrlrF06y3s5X0R8LvWInYc8Brgx8B9gD8Ajh1oRJIkDbFOeok/HPhL4FbgJOBrwLv6EZS0GNnL++Lhd63FrKo2JNmsqu4APpbEm/+SJE2jk17ibwb+Msl7W5N1Y//CkiRJY+jmJPcCzknyD7Q6orvfgGOSpHlZtXYjx6zZwMoVy7whr56bc5X4JE9Kcj6t3lzPT3Jukif2LzRJkjRmXg9sBvwx8EvgocDLBxqRJM2TfdOonzqpEv8R4I+q6r8AkjwN+Bjw2H4EJkmSxktVTQyN8Cvg7wYZiyT1ysoVyzh2zQb7plFfdJKw3ziRrANU1beSWC1ekiTNqKmhN+3IMlXlzX9JI8u+adRPnSTs30vyr7Q6nCvgVcDpSZ4AUFVn9yE+SZI0+l446AAkSRpFnSTsuzXv75hU/hRaCfyKTnac5E9oDedSwPnAQcB9gf8EdgYuA15ZVb/oZLuSFp9R6exlVOKUeq2tKrwkSerAnDudq6pnzvBakeSAuW4ryUOAlcDyqnoMrQ5oXg0cCayuql2B1c20JM2ol529rFq7kT2PXs2qtb3PL+yURotdkhuT3NC8bklyR5Ib5rDeZkl+kOSLU8xLkmOSbEhy3kTNP0mSxsGcE/Y5OKLD5e8J3CfJPWk9Wf8ZsC9wYjP/ROAlPYtO0thauWIZS7feoiedvfQzqe5lnNIoqqotq2qr5rUFrR7ij5vDqkcAF00z7/nArs3rEOBDPQlWkqQh0MuEPXNdsKr+F/h/wE9ojcF6fVV9Hdi+qq5olrkCeNCUO0oOSbIuybpNmzbNP3JJI23/PXbirKP27kk187km1d08ie9lnNI4qKrPM0uTuiQ7AC8APjzNIvsCn6iW7wLbJFna00AlSRqQTtqwz2ba3l8nS7ItrRPsLsB1wKeTvG7OO6o6ATgBYPny5XPeryTNZq49vbY/iTcBl+YmycvaJu8BLGf264f3A38ObDnN/IcAP22bvrwpu2KK/R9C6yk8O+6445xiliRpkAbyhB14FnBpVW2qqtuAU2h1XnfVxF3x5v3qHsYnST0z1ZP4frZ/l8bEi9pezwVupHUDf0pJXghcXVXrZ9jmVNcfU94EqKoTqmp5VS1fsmTJ3KOWNJY8b2sU9PIJ+7c7WPYnwJ5J7gv8CtgbWAf8EjgAeE/zfmoP45OknpnqSbxP3aWZVdVBHa7yVODFSfYBtgC2SvLvVdVeK+9y4KFt0zvQ6hdHkmbkeVujYM5P2JMckWSrpjfWjyQ5O8lzJuZX1R/PdVtVtRb4DHA2rSHd7kGrivt7gGcn+THw7GZakkaCncpJM0vysCRfSLIpydVJTk3ysOmWr6qjqmqHqtqZ1mgyayYl6wCnAW9ork/2pNUvzt2qw0vSZJ63NQo6ecL+xqr6QJLnAktojZv+MeDr3ey4qt7B3cd0v5XW03ZJGjlzbf8uLWKrgH8BXtpMvxo4Cdijk40kORSgqo4HvgzsA2wAbqZ1fSJJs/K8rVHQScI+0UZsH+BjVXVukk7arUuSpMUtVfXJtul/TzKnGnpVdTpwevP5+LbyAg7rYYySJA2NTjqdW5/k67QS9q8l2RK4sz9habGwsw9JWlS+meTIJDsn2SnJnwNfSvKAJA8YdHCSJA2bTp6wHwzsBlxSVTcneSBWO9M82dmHJC0qr2re3zSp/I20enaftj27JEmLUScJ+zeq6jfty6vqmiQnY5tzzcPKFcs4ds0GO/uQpEWgqnYZdAySJI2SWRP2JFsA9wW2S7Itd7Vl3wp4cB9j0yJgZx+StHgk2Rx4M/D0puh04F+r6raBBSVJ0hCbyxP2NwFvoZWcr+euhP0GWj29SpIkzcWHgM2BDzbTr2/K/mBgEUmSNMRmTdibodyOA/6iqt61ADFJkqTx9KSqelzb9Jok5w4sGkkja9XajRyzZgMrVyyztqbG2px6ia+qO2j1Di/9hj28S5I6dEeSh09MJHkYcMcA45E0oto7LpbGWSfDun09ycsde10T/I9SktSht9Ea2u30JKcDa4A/G2xIkkbRyhXLWLr1FnZcrLHXSS/xfwrcj9bd8V/RasteVbVVXyLT0LOHd0lSh74N/Ct3jTDzr8BZgwtH0qiy42ItFnNO2Ktqy34GosHrtC2Q/1FKkjr0CVqd1k70ifMa4JPAfgOLSJKkIdbJE3aSvJi2oViq6ou9D0mD0l7F3URcktQHj5jU6dw37XROkqTpzbkNe5L3AEcAP2xeRzRlGhO2BZIk9dkPkuw5MZFkD1rV5CVJ0hQ6ecK+D7BbVd0JkORE4AfAkf0ITAvPKu6SpD7bA3hDkp800zsCFyU5n1a/OI8dXGiSJA2fjqrEA9sA1zaft+5tKJIkacw9b9ABSJI0SjpJ2I+mVZXtm7R6iH86cFRfopIkSWOnqjYOOgZJg9dpR8fSYjbnNuxVdRKwJ3AK8FngyVX1qX4FJkmSJGn8tHd0LGlmc07YG08G9gKe0XyWJEmSpDmzo2Np7uZcJT7JB4FlwElN0ZuSPKuqDut0p0keAfxnW9HDgL+hNT7rfwI7A5cBr6yqX3S6fUmSJEnDyY6Opbnr5An7M4DnVtXHqupjtHqN36ubnVbVxVW1W1XtBjwRuBn4HK0e51dX1a7AauyBXpKkRSvJFkm+l+TcJBcm+bspltk6yRfaljloELFKktQPnSTsF9MafmXCQ4HzehDD3sD/NB3R7Auc2JSfCLykB9uXJEmj6VZgRVU9DtgNeF77OO6Nw4AfNsvsBbwvyb0WNEpJkvqkk17iH0hrrNTvNdNPAr6b5DSAqnpxlzG8mruq2W9fVVc027siyYOmWiHJIcAhADvuuONUi0iSpBFXVQXc1Exu3rxq8mLAlkkC3J/W8LO3L1iQkiT1UScJ+9/0eufNHfAX0+HwcFV1AnACwPLlyyefuCVJ0phIshmwnlY/Ov9SVWsnLXIccBrwM2BL4FVVdec02/KGvyRppHRSJX5TVZ3R/gLS9rkbzwfOrqqrmumrkiwFaN6v7nK7kiRpDFTVHU2fNzsAuyd5zKRFngucAzyYVrX545JsNc22Tqiq5VW1fMmSJf0LWlpkVq3dyJ5Hr2bV2o2DDkUaO50k7Ccn+fO03CfJscDR89z/a7irOjy07pAf0Hw+ADh1ntuXJEljoKquA04Hnjdp1kHAKdWyAbgUeOTCRictbo6rLvVPJwn7HrQ6nfsO8H1aVc+e2u2Ok9wXeDZwSlvxe4BnJ/lxM+893W5/sfNOpyRp1CVZkmSb5vN9gGcBP5q02E9odWBLku2BRwCXLGCY0qLnuOpS/3TShv024FfAfYAtgEunayM2F1V1M62O7NrLrqE56Wp+2u90Os6lJGlELQVObNqx3wM4uaq+mORQgKo6HngX8PEk5wMB3l5VPx9YxNIi5LjqUv90krB/n1YV9eXAdsC/JnlFVb2iL5FpXlauWMaxazZ4p1OSNLKq6jzg8VOUH9/2+WfAcxYyLkmSFkonCfsf0qpm9hdV9c4khwNv6E9Ymi/vdEqSJEnSaOukDftBwJ60OooDuBHYt+cRSZIkSZKkzjqdq6rDgFsAquoXwOZ9iUqSJElS39lRsTTcOknYb2s6fSlo9dw68VmSJEnS6HFINmm4dZKwHwN8DnhQkncD3wL+vi9RSZIkSeo7h2SThtucO52rqv9Isp7WsGsBXlJVF/UtMkmSJEl9ZUfF0nDrpJd4qupHwI/6FIskSZIkSWp0UiVekiRJkiQtEBN2SZIkaQTZw7s0/kzYh5D/+UqSJGk29vAujT8T9iHkf76SJEmajT28S+Ovo07ntDBWrljGsWs2+J+vJEmSpmUP79L4M2EfQv7nK0mSJEmySrwkSZJGhn39SFpMTNglSZI0MuzrR9JiYsIuSZKkkWFHa5IWk4G1YU+yDfBh4DFAAW8ELgb+E9gZuAx4ZVX9YjARSpIkadjY14+kxWSQT9g/AHy1qh4JPA64CDgSWF1VuwKrm2lJkiSNCdugS9LcDSRhT7IV8HTgIwBV9euqug7YFzixWexE4CWDiE+SJA1eki2SfC/JuUkuTPJ30yy3V5JzmmXOWOg41RnboEvS3A3qCfvDgE3Ax5L8IMmHk9wP2L6qrgBo3h801cpJDkmyLsm6TZs2LVzUkiRpId0KrKiqxwG7Ac9Lsmf7Ak0Tuw8CL66qRwP7LXSQ6oxt0CVp7gbVhv2ewBOAw6tqbZIP0EH196o6ATgBYPny5dWfECVJ0iBVVQE3NZObN6/J5/39gVOq6ifNOlcvXITqhm3QJWnuBvWE/XLg8qpa20x/hlYCf1WSpQDNuyddSZIWsSSbJTmH1jXBN9quHSb8LrBtktOTrE/yhhm2ZQ29HrM9uiT110AS9qq6Evhpkkc0RXsDPwROAw5oyg4ATh1AeF3zpCVJUm9V1R1VtRuwA7B7ksdMWuSewBOBFwDPBf46ye9Os60Tqmp5VS1fsmRJP8NeNGyPLkn9Nche4g8H/iPJebTapf098B7g2Ul+DDy7mR4ZnrQkSeqPpnPa04HnTZp1Oa1RZ35ZVT8HzqQ1+owWgO3RJam/BjYOe1WdAyyfYtbeCxxKz6xcsYxj12zwpCVJUg8kWQLcVlXXJbkP8CzgvZMWOxU4Lsk9gXsBewD/vLCRjo9VazdyzJoNrFyxbE7tzG2PLkn9NbCEfRx50pIkqaeWAicm2YxWrcCTq+qLSQ4FqKrjq+qiJF8FzgPuBD5cVRcMLuTR1l5b0GsaSRo8E3ZJkjSUquo84PFTlB8/afofgX9cqLjGmbUFJWm4mLBLkiSNgU6rs0/F2oKSNFwG2emcJEmSesTObyVp/JiwS5IkDUgvh4S1x3ZJGj8m7LNwbHVJktQvvXwqvv8eO3HWUXtbpV2SxogJ+yysXiZJkjo11xv+PhWXJM3EhL0x3YnVE6kkSZrKTEn5XG/4+1RckjQTE/bGdCdWT6SSJGkqMyXl3vCXJPWCCXvDE6skSerETNcO3vCXJPWC47A3HHdUkiR1wmsHSVK/+YRdkiRJkqQhZMIuSZIkSdIQMmGXJEmSJGkImbBLkiRJkjSETNglSZIkSRpCJuySJEmSJA2hVNWgY5iXJJuAjYOOYw62A34+6CB6yOMZbuN2PDB+x+TxDLeJ49mpqpYMOhj13ohcP4zb7wrG75g8nuHm8Qy/cTumnl8/jHzCPiqSrKuq5YOOo1c8nuE2bscD43dMHs9wG7fj0Wgax7/DcTsmj2e4eTzDb9yOqR/HY5V4SZIkSZKGkAm7JEmSJElDyIR94Zww6AB6zOMZbuN2PDB+x+TxDLdxOx6NpnH8Oxy3Y/J4hpvHM/zG7Zh6fjy2YZckSZIkaQj5hF2SJEmSpCFkwi5JkiRJ0hAyYe9CkucluTjJhiRHTjH/bUnOaV4XJLkjyQOSPKKt/JwkNyR5S7PO3yb537Z5+wzR8Wyd5AtJzk1yYZKDZlu3Od5vJPlx877tQh3PTHG1zZ/ymJI8NMk3k1zUlB/Rts6ofkeXJTm/iXldW/nAvqN5fD+j+hvaNsnnkpyX5HtJHjPbukP+/Ux5PMP6+5nPMTXzhu43pNE0h79Drx+G+/8+rx1G8/sZyt/PHI9ppnPTKP6GpjyeEf4NzfT99O43VFW+OngBmwH/AzwMuBdwLvCoGZZ/EbBmmu1cCezUTP8t8NZhPB7gL4D3Np+XANc2y067LvAPwJHN5yMn1h+BY1oKPKEp3xL477ZjGrnvqJm+DNhuiu0O5Dua7/FM2s6o/Ib+EXhH8/mRwOrZ1h3y72e64xm63898j6mZHqrfkK/RfM3l73DS8l4/DN//fV47jOD3M8V2Bv776eCYvH4Y7t/Qglw7+IS9c7sDG6rqkqr6NfApYN8Zln8NcNIU5XsD/1NVG/sQYyfmcjwFbJkkwP1p/Qd4+yzr7guc2Hw+EXhJX4/it3V9TFV1RVWdDVBVNwIXAQ9ZuNCnNJ/vaCaD+o56dTyj9Bt6FLAaoKp+BOycZPtZ1h3m72fK4xnS3w/M7zuaySD/n9Po8fphuK8fvHbw2mGhef0w3NcPQ3PtYMLeuYcAP22bvpxp/qCS3Bd4HvDZKWa/mrufiP+4qVLx0QWsvjKX4zkO+D3gZ8D5wBFVdecs625fVVcANO8P6n3o05rPMf1Gkp2BxwNr24pH7TuC1gns60nWJzmkbZ1BfUc9+X4Yrd/QucDLAJLsDuwE7DDLusP8/Ux3PL8xRL8fmP8xDdtvSKPJ64fhvn7w2sFrh1E6N43qb2iUrh+G5trBhL1zmaKspln2RcC3q+ra39pAci/gxcCn24o/BDwc2A24AnjfvCOdm7kcz3OBc4AH04rvuCRbzXHdQZjPMbU2kNyf1oXSW6rqhqZ4FL8jgKdW1ROA5wOHJXl6n+Kcq158P6P2G3oPsG2Sc4DDgR/Quus/jL+h+RxPawPD9fuB+R/TsP2GNJq8fhju6wevHbx2GKVz06j+hkbp+mForh1M2Dt3OfDQtukdaN3Jm8pUd/Gg9cWdXVVXTRRU1VVVdUdzJ/DfaFXDWAhzOZ6DgFOqZQNwKa12GjOte1WSpQDN+9V9iH068zkmkmxO6z+L/6iqUyZWGNHviKr6WfN+NfA57op7UN/RvI6nMVK/oaq6oaoOqqrdgDfQalt36SzrDu33M8PxDOPvB+Z5TEP4G9Jo8vphuK8fvHbw2mGUzk0j+RsaseuHobl2MGHv3PeBXZPs0typezVw2uSFkmwNPAM4dYpt3K1d2sQX13gpcEHPIp7ZXI7nJ7Ta/NC0y3gEcMks654GHNB8PoCp/x36petjato9fQS4qKr+qX2FUfyOktwvyZZN+f2A57TFPajvaD5/cxNG6jeUZJtmHsAfAGc2d46H8TfU9fEM6e8H5ndMw/gb0mjy+mG4rx+8dvDaYWTOTbOsO7Tf0YhdPwzPtUMNoFfEUX8B+9DqvfB/gL9syg4FDm1b5kDgU1Ose1/gGmDrSeWfpNXe5rzmi1w6LMdDq2rR15v4LgBeN9O6TfkDaXXC8OPm/QHD9B1Nd0zA02hVdzmPVrWqc4B9RvU7otWz5bnN68Jh+Y7m+Tc3ir+hJzf/zj8CTgG2HebfULfHM6y/n3ke01D+hnyN5mu2v8Nm+kC8fhjW//u8dhjB72dYfz9zPCavH4b7N7Qg1w5pVpQkSZIkSUPEKvGSJEmSJA0hE3ZJkiRJkoaQCbskSZIkSUPIhF2SJEmSpCFkwi5JkiRJ0hAyYZckSZIkaQiZsGskJdk5yQVzXSbJ8iTHzLDs3yZ5a6/j7JckN43CNucryVuS3HeWZb6cZJsOtjnr344kaTx5/eD1Q9syXj9oJJiwa1GoqnVVtXLQcahjbwFmPOFW1T5Vdd2CRCNJWlS8fhhZb8HrB40JE3aNss2S/FuSC5N8Pcl9kjwxyblJzgIOm1gwyV5JvjjL9h6V5PQklyRZ2az3W3dTk7w1yd82n09P8s9JzkxyUZInJTklyY+T/N+2dT6fZH0T5yFt5TcleXcT73eTbD9dYEl2SXJWku8nedekeW9rys9L8ndN2XuT/FHbMn+b5M+mW37S9pLkH5NckOT8JK9q+zc8M8nnkvwwyfFJ7tF2LO9tjvP/S7J727/li5tlNmu2O7HvN7Vt9/Qkn0nyoyT/0cSwEngw8M0k35zh3+ayJNs139VFk/8mmmWm+7uYLqY/TfLR5vPvN/8WM574JUkjw+sHvH7w+kGjwoRdo2xX4F+q6tHAdcDLgY8BK6vqyV1s75HAc4HdgXck2XwO6/y6qp4OHA+cSus/88cAByZ5YLPMG6vqicByYGVb+f2A71bV44AzgT+cYT8fAD5UVU8CrpwoTPIcWv8OuwO7AU9M8nTgU8Cr2tZ/JfDpGZZv97Jm3uOAZwH/mGRpM2934M+A3wce3iw7cSynN8d5I/B/gWcDLwXe2SxzMHB9cwxPAv4wyS7NvMfTuhv+KOBhwFOr6hjgZ8Azq+qZM/zbtJvqbwKm/7uYLqb3A8uSvLRZ901VdfMcY5AkDTevH7x+mMzrBw0tE3aNskur6pzm83paJ4BtquqMpuyTHW7vS1V1a1X9HLgamPaOdZvTmvfzgQur6oqquhW4BHhoM29lknOB7zZluzblvwYm7tqvB3aeYT9PBU5qPrcf13Oa1w+As2ldNOxaVT8AHpTkwUkeB/yiqn4y3fKT9vU04KSquqOqrgLOoHUyAvheVV1SVXc08Tyt7Vi+2vZvcUZV3dZ8njiu5wBvSHIOsBZ4YNu+v1dVl1fVncA5s/xbzGTy38TOSbZm+r+LKWNq4jiwWfaMqvp2l/FIkoaP1w9eP0zm9YOG1j0HHYA0D7e2fb4D2BaoHm7vnsDt/PaNrS2mWefOSevfCdwzyV607jI/uapuTnJ62zZuq6qJeCf2N5Opji3A0VX1r1PM+wzwCuB3aN0xn2359m3ONYaJ6fZj+c2/RVXdmWTiuAIcXlVf+62dtf6Npvq378bk7dyn2e90fxdTxtTYFbiJVrU6SdL48PrB64fJvH7Q0PIJu8bJdcD1SSbu2r62B9u8itad5gcmuTfwwg7X35rW3embkzwS2LPLOL4NvLr53H5cXwPemOT+AEkekuRBzbxPNeu8gtbJd7blJ5wJvKppn7UEeDrwvWbe7mm1h7sHrSpz3+rgGL4GvHmiqmCS301yv1nWuRHYsoN93E3Tocx0fxdTxtTcVf8ArWN/YJJXzCcGSdJQuw6vH7x+mMTrBw0Ln7Br3BwEfDTJzbT+M52XqrotyTtpVXe6FPhRh5v4KnBokvOAi2lVa+vGEcCqJEcAn22L7+tJfg84Kwm07ui+Dri6qi5MsiXwv1V1xWzLt+3rc8CTgXNp3Vn+86q6srlgOAt4D602aGc2y87Vh2lVVTs7rZ1vAl4yyzonAF9JckUH7dCmMt3fxXQx/TPwwar67yQH0+q45syquhpJ0jjy+sHrh6l4/aCBy121UCRpek3Vs7dWVadPCSRJ0iLl9YM0P1aJlyRJkiRpCPmEXYtKkoNoVQ9r9+2qOmyq5Rdakr8E9ptU/Omqevcg4hkmSdYC955U/PqqOn8Q8UiSFg+vH0aX1w8adSbskiRJkiQNIavES5IkSZI0hEzYJUmSJEkaQibskiRJkiQNIRN2SZIkSZKG0P8PybVpv8mI3IAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x540 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x540 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x540 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x540 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x540 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x540 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x540 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x540 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.tight_layout\n",
    "for CNT,YER in df_clean.query('year == \"2018\"').sort_values('hdi_human_development_index',ascending=False).head(10).index:\n",
    "    Country_DMO = \"\\\"{}\\\"\".format(CNT)\n",
    "    df_clean.query('country == {}'.format(Country_DMO)).corr\n",
    "    fig, axes = plt.subplots(nrows=2, ncols=2,sharex=True)\n",
    "    fig.tight_layout(pad=1.0)\n",
    "    fig.suptitle(CNT,fontsize=24)\n",
    "    df_clean.query('country == {}'.format(Country_DMO)).plot('hdi_human_development_index','total_gdp_us_inflation_adjusted',kind='scatter', figsize=(5,5),s=3,ax=axes[0,0])\n",
    "    df_clean.query('country == {}'.format(Country_DMO)).plot('hdi_human_development_index','imports_percent_of_gdp',kind='scatter',figsize=(5,5), s=3, ax=axes[0,1])\n",
    "    df_clean.query('country == {}'.format(Country_DMO)).plot('hdi_human_development_index','exports_percent_of_gdp',kind='scatter',figsize=(5,5),s=3, ax=axes[1,0])\n",
    "    df_clean.query('country == {}'.format(Country_DMO)).plot('hdi_human_development_index','population_total',kind='scatter',figsize=(5,5),s=3, ax=axes[1,1])\n",
    "    fig.set_size_inches(15,7.5)\n",
    "    fig.subplots_adjust(top=0.88)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<a id='conclusions'></a>\n",
    "## Conclusions\n",
    "\n",
    "From the above we found that HDI (Human Development Index) is positively correlated to the GDP, imports and Exports while it is negatively correlated to the population numbers.\n",
    "From the top 10 countries demonstration we can also criticize that the population is negatively correlated with HDI.\n",
    "\n",
    "###### One of the limitations that we have in this data exploration is the removal of countries with incomplete data. Around 71 countries (including USA, UAE) partial available data has been removed before deducing the correlation. This represent 71 of total 178 countries around 40% of the data. \n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}