{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Classification Analysis of Suicide Rates"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The classification and prediction of groups at high risks of suicide is important for preventing suicides. Thus, this analysis aims to investigate whether several features such as age, sex, population, etc. have classification power for identifying high risk groups."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I will be using the \"Suicides Rates Overview 1985 to 2016\" dataset from Kaggle to perform exploratory data analysis and classification analysis in order to find the best classifier."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import geopandas as gpd\n",
    "from sklearn.utils import resample\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn import (\n",
    "    linear_model, metrics, neural_network, pipeline, preprocessing, model_selection\n",
    ")\n",
    "from sklearn.neural_network import MLPClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "import eli5\n",
    "from eli5.sklearn import PermutationImportance\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import GridSearchCV\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loading the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>year</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>suicides_no</th>\n",
       "      <th>population</th>\n",
       "      <th>suicides_per_100k_pop</th>\n",
       "      <th>country-year</th>\n",
       "      <th>HDI_for_year</th>\n",
       "      <th>gdp_for_year</th>\n",
       "      <th>gdp_per_capita</th>\n",
       "      <th>generation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Albania</td>\n",
       "      <td>1987</td>\n",
       "      <td>male</td>\n",
       "      <td>15-24 years</td>\n",
       "      <td>21</td>\n",
       "      <td>312900</td>\n",
       "      <td>6.71</td>\n",
       "      <td>Albania1987</td>\n",
       "      <td>nan</td>\n",
       "      <td>2,156,624,900</td>\n",
       "      <td>796</td>\n",
       "      <td>Generation X</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Albania</td>\n",
       "      <td>1987</td>\n",
       "      <td>male</td>\n",
       "      <td>35-54 years</td>\n",
       "      <td>16</td>\n",
       "      <td>308000</td>\n",
       "      <td>5.19</td>\n",
       "      <td>Albania1987</td>\n",
       "      <td>nan</td>\n",
       "      <td>2,156,624,900</td>\n",
       "      <td>796</td>\n",
       "      <td>Silent</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Albania</td>\n",
       "      <td>1987</td>\n",
       "      <td>female</td>\n",
       "      <td>15-24 years</td>\n",
       "      <td>14</td>\n",
       "      <td>289700</td>\n",
       "      <td>4.83</td>\n",
       "      <td>Albania1987</td>\n",
       "      <td>nan</td>\n",
       "      <td>2,156,624,900</td>\n",
       "      <td>796</td>\n",
       "      <td>Generation X</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Albania</td>\n",
       "      <td>1987</td>\n",
       "      <td>male</td>\n",
       "      <td>75+ years</td>\n",
       "      <td>1</td>\n",
       "      <td>21800</td>\n",
       "      <td>4.59</td>\n",
       "      <td>Albania1987</td>\n",
       "      <td>nan</td>\n",
       "      <td>2,156,624,900</td>\n",
       "      <td>796</td>\n",
       "      <td>G.I. Generation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Albania</td>\n",
       "      <td>1987</td>\n",
       "      <td>male</td>\n",
       "      <td>25-34 years</td>\n",
       "      <td>9</td>\n",
       "      <td>274300</td>\n",
       "      <td>3.28</td>\n",
       "      <td>Albania1987</td>\n",
       "      <td>nan</td>\n",
       "      <td>2,156,624,900</td>\n",
       "      <td>796</td>\n",
       "      <td>Boomers</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   country  year     sex          age  suicides_no  population  \\\n",
       "0  Albania  1987    male  15-24 years           21      312900   \n",
       "1  Albania  1987    male  35-54 years           16      308000   \n",
       "2  Albania  1987  female  15-24 years           14      289700   \n",
       "3  Albania  1987    male    75+ years            1       21800   \n",
       "4  Albania  1987    male  25-34 years            9      274300   \n",
       "\n",
       "   suicides_per_100k_pop country-year  HDI_for_year   gdp_for_year  \\\n",
       "0                   6.71  Albania1987           nan  2,156,624,900   \n",
       "1                   5.19  Albania1987           nan  2,156,624,900   \n",
       "2                   4.83  Albania1987           nan  2,156,624,900   \n",
       "3                   4.59  Albania1987           nan  2,156,624,900   \n",
       "4                   3.28  Albania1987           nan  2,156,624,900   \n",
       "\n",
       "   gdp_per_capita       generation  \n",
       "0             796     Generation X  \n",
       "1             796           Silent  \n",
       "2             796     Generation X  \n",
       "3             796  G.I. Generation  \n",
       "4             796          Boomers  "
      ]
     },
     "execution_count": 136,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = \"https://raw.githubusercontent.com/uplotnik/Data607/master/Suicide.csv\"\n",
    "data = pd.read_csv(url)\n",
    "\n",
    "# Changing the names of the columns\n",
    "data.columns = [\"country\", \"year\", \"sex\", \"age\", \"suicides_no\", \"population\", \"suicides_per_100k_pop\", \"country-year\", \"HDI_for_year\", \"gdp_for_year\", \"gdp_per_capita\", \"generation\"]\n",
    "\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>year</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>suicides_no</th>\n",
       "      <th>population</th>\n",
       "      <th>suicides_per_100k_pop</th>\n",
       "      <th>country-year</th>\n",
       "      <th>HDI_for_year</th>\n",
       "      <th>gdp_for_year</th>\n",
       "      <th>gdp_per_capita</th>\n",
       "      <th>generation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>27815</th>\n",
       "      <td>Uzbekistan</td>\n",
       "      <td>2014</td>\n",
       "      <td>female</td>\n",
       "      <td>35-54 years</td>\n",
       "      <td>107</td>\n",
       "      <td>3620833</td>\n",
       "      <td>2.96</td>\n",
       "      <td>Uzbekistan2014</td>\n",
       "      <td>0.68</td>\n",
       "      <td>63,067,077,179</td>\n",
       "      <td>2309</td>\n",
       "      <td>Generation X</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27816</th>\n",
       "      <td>Uzbekistan</td>\n",
       "      <td>2014</td>\n",
       "      <td>female</td>\n",
       "      <td>75+ years</td>\n",
       "      <td>9</td>\n",
       "      <td>348465</td>\n",
       "      <td>2.58</td>\n",
       "      <td>Uzbekistan2014</td>\n",
       "      <td>0.68</td>\n",
       "      <td>63,067,077,179</td>\n",
       "      <td>2309</td>\n",
       "      <td>Silent</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27817</th>\n",
       "      <td>Uzbekistan</td>\n",
       "      <td>2014</td>\n",
       "      <td>male</td>\n",
       "      <td>5-14 years</td>\n",
       "      <td>60</td>\n",
       "      <td>2762158</td>\n",
       "      <td>2.17</td>\n",
       "      <td>Uzbekistan2014</td>\n",
       "      <td>0.68</td>\n",
       "      <td>63,067,077,179</td>\n",
       "      <td>2309</td>\n",
       "      <td>Generation Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27818</th>\n",
       "      <td>Uzbekistan</td>\n",
       "      <td>2014</td>\n",
       "      <td>female</td>\n",
       "      <td>5-14 years</td>\n",
       "      <td>44</td>\n",
       "      <td>2631600</td>\n",
       "      <td>1.67</td>\n",
       "      <td>Uzbekistan2014</td>\n",
       "      <td>0.68</td>\n",
       "      <td>63,067,077,179</td>\n",
       "      <td>2309</td>\n",
       "      <td>Generation Z</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27819</th>\n",
       "      <td>Uzbekistan</td>\n",
       "      <td>2014</td>\n",
       "      <td>female</td>\n",
       "      <td>55-74 years</td>\n",
       "      <td>21</td>\n",
       "      <td>1438935</td>\n",
       "      <td>1.46</td>\n",
       "      <td>Uzbekistan2014</td>\n",
       "      <td>0.68</td>\n",
       "      <td>63,067,077,179</td>\n",
       "      <td>2309</td>\n",
       "      <td>Boomers</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          country  year     sex          age  suicides_no  population  \\\n",
       "27815  Uzbekistan  2014  female  35-54 years          107     3620833   \n",
       "27816  Uzbekistan  2014  female    75+ years            9      348465   \n",
       "27817  Uzbekistan  2014    male   5-14 years           60     2762158   \n",
       "27818  Uzbekistan  2014  female   5-14 years           44     2631600   \n",
       "27819  Uzbekistan  2014  female  55-74 years           21     1438935   \n",
       "\n",
       "       suicides_per_100k_pop    country-year  HDI_for_year    gdp_for_year  \\\n",
       "27815                   2.96  Uzbekistan2014          0.68  63,067,077,179   \n",
       "27816                   2.58  Uzbekistan2014          0.68  63,067,077,179   \n",
       "27817                   2.17  Uzbekistan2014          0.68  63,067,077,179   \n",
       "27818                   1.67  Uzbekistan2014          0.68  63,067,077,179   \n",
       "27819                   1.46  Uzbekistan2014          0.68  63,067,077,179   \n",
       "\n",
       "       gdp_per_capita    generation  \n",
       "27815            2309  Generation X  \n",
       "27816            2309        Silent  \n",
       "27817            2309  Generation Z  \n",
       "27818            2309  Generation Z  \n",
       "27819            2309       Boomers  "
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Wrangling and Exploratory Data Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>year</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>suicides_no</th>\n",
       "      <th>population</th>\n",
       "      <th>suicides_per_100k_pop</th>\n",
       "      <th>country-year</th>\n",
       "      <th>HDI_for_year</th>\n",
       "      <th>gdp_for_year</th>\n",
       "      <th>gdp_per_capita</th>\n",
       "      <th>generation</th>\n",
       "      <th>risk</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Albania</td>\n",
       "      <td>1987</td>\n",
       "      <td>male</td>\n",
       "      <td>15-24 years</td>\n",
       "      <td>21</td>\n",
       "      <td>312900</td>\n",
       "      <td>6.71</td>\n",
       "      <td>Albania1987</td>\n",
       "      <td>nan</td>\n",
       "      <td>2,156,624,900</td>\n",
       "      <td>796</td>\n",
       "      <td>Generation X</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Albania</td>\n",
       "      <td>1987</td>\n",
       "      <td>male</td>\n",
       "      <td>35-54 years</td>\n",
       "      <td>16</td>\n",
       "      <td>308000</td>\n",
       "      <td>5.19</td>\n",
       "      <td>Albania1987</td>\n",
       "      <td>nan</td>\n",
       "      <td>2,156,624,900</td>\n",
       "      <td>796</td>\n",
       "      <td>Silent</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Albania</td>\n",
       "      <td>1987</td>\n",
       "      <td>female</td>\n",
       "      <td>15-24 years</td>\n",
       "      <td>14</td>\n",
       "      <td>289700</td>\n",
       "      <td>4.83</td>\n",
       "      <td>Albania1987</td>\n",
       "      <td>nan</td>\n",
       "      <td>2,156,624,900</td>\n",
       "      <td>796</td>\n",
       "      <td>Generation X</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Albania</td>\n",
       "      <td>1987</td>\n",
       "      <td>male</td>\n",
       "      <td>75+ years</td>\n",
       "      <td>1</td>\n",
       "      <td>21800</td>\n",
       "      <td>4.59</td>\n",
       "      <td>Albania1987</td>\n",
       "      <td>nan</td>\n",
       "      <td>2,156,624,900</td>\n",
       "      <td>796</td>\n",
       "      <td>G.I. Generation</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Albania</td>\n",
       "      <td>1987</td>\n",
       "      <td>male</td>\n",
       "      <td>25-34 years</td>\n",
       "      <td>9</td>\n",
       "      <td>274300</td>\n",
       "      <td>3.28</td>\n",
       "      <td>Albania1987</td>\n",
       "      <td>nan</td>\n",
       "      <td>2,156,624,900</td>\n",
       "      <td>796</td>\n",
       "      <td>Boomers</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   country  year     sex          age  suicides_no  population  \\\n",
       "0  Albania  1987    male  15-24 years           21      312900   \n",
       "1  Albania  1987    male  35-54 years           16      308000   \n",
       "2  Albania  1987  female  15-24 years           14      289700   \n",
       "3  Albania  1987    male    75+ years            1       21800   \n",
       "4  Albania  1987    male  25-34 years            9      274300   \n",
       "\n",
       "   suicides_per_100k_pop country-year  HDI_for_year   gdp_for_year  \\\n",
       "0                   6.71  Albania1987           nan  2,156,624,900   \n",
       "1                   5.19  Albania1987           nan  2,156,624,900   \n",
       "2                   4.83  Albania1987           nan  2,156,624,900   \n",
       "3                   4.59  Albania1987           nan  2,156,624,900   \n",
       "4                   3.28  Albania1987           nan  2,156,624,900   \n",
       "\n",
       "   gdp_per_capita       generation  risk  \n",
       "0             796     Generation X     0  \n",
       "1             796           Silent     0  \n",
       "2             796     Generation X     0  \n",
       "3             796  G.I. Generation     0  \n",
       "4             796          Boomers     0  "
      ]
     },
     "execution_count": 138,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Creating a binary class \n",
    "\n",
    "# If suicides_per_100k_pop > mean(suicides_per_100k_pop), then high risk\n",
    "# Else, low risk\n",
    "\n",
    "mean = data[\"suicides_per_100k_pop\"].mean()\n",
    "data['risk'] = (data[\"suicides_per_100k_pop\"] >= mean) *1\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "country                      0\n",
       "year                         0\n",
       "sex                          0\n",
       "age                          0\n",
       "suicides_no                  0\n",
       "population                   0\n",
       "suicides_per_100k_pop        0\n",
       "country-year                 0\n",
       "HDI_for_year             19456\n",
       "gdp_for_year                 0\n",
       "gdp_per_capita               0\n",
       "generation                   0\n",
       "risk                         0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 139,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking for missing values\n",
    "data.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "metadata": {},
   "outputs": [],
   "source": [
    "# cleaning the data\n",
    "\n",
    "# Removing commas from the \"gdp_for_year\" column\n",
    "data['gdp_for_year'] = data['gdp_for_year'].str.replace(',', '')\n",
    "\n",
    "\n",
    "# Dropping HDI_for_year because of a lot of missing values\n",
    "data = data.drop([\"HDI_for_year\"], axis = 1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "country                  False\n",
       "year                     False\n",
       "sex                      False\n",
       "age                      False\n",
       "suicides_no              False\n",
       "population               False\n",
       "suicides_per_100k_pop    False\n",
       "country-year             False\n",
       "gdp_for_year             False\n",
       "gdp_per_capita           False\n",
       "generation               False\n",
       "risk                     False\n",
       "dtype: bool"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking if there is any missing values again\n",
    "data.isnull().any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 142,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 27820 entries, 0 to 27819\n",
      "Data columns (total 12 columns):\n",
      " #   Column                 Non-Null Count  Dtype  \n",
      "---  ------                 --------------  -----  \n",
      " 0   country                27820 non-null  object \n",
      " 1   year                   27820 non-null  int64  \n",
      " 2   sex                    27820 non-null  object \n",
      " 3   age                    27820 non-null  object \n",
      " 4   suicides_no            27820 non-null  int64  \n",
      " 5   population             27820 non-null  int64  \n",
      " 6   suicides_per_100k_pop  27820 non-null  float64\n",
      " 7   country-year           27820 non-null  object \n",
      " 8   gdp_for_year           27820 non-null  object \n",
      " 9   gdp_per_capita         27820 non-null  int64  \n",
      " 10  generation             27820 non-null  object \n",
      " 11  risk                   27820 non-null  int64  \n",
      "dtypes: float64(1), int64(5), object(6)\n",
      "memory usage: 2.5+ MB\n"
     ]
    }
   ],
   "source": [
    "# Information about the dataset\n",
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Changing the data type of the \"gdp_for_year\" column\n",
    "\n",
    "data[\"gdp_for_year\"] = data[\"gdp_for_year\"].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>suicides_no</th>\n",
       "      <th>population</th>\n",
       "      <th>suicides_per_100k_pop</th>\n",
       "      <th>gdp_for_year</th>\n",
       "      <th>gdp_per_capita</th>\n",
       "      <th>risk</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>27820.00</td>\n",
       "      <td>27820.00</td>\n",
       "      <td>27820.00</td>\n",
       "      <td>27820.00</td>\n",
       "      <td>27820.00</td>\n",
       "      <td>27820.00</td>\n",
       "      <td>27820.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2001.26</td>\n",
       "      <td>242.57</td>\n",
       "      <td>1844793.62</td>\n",
       "      <td>12.82</td>\n",
       "      <td>445580969025.73</td>\n",
       "      <td>16866.46</td>\n",
       "      <td>0.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>8.47</td>\n",
       "      <td>902.05</td>\n",
       "      <td>3911779.44</td>\n",
       "      <td>18.96</td>\n",
       "      <td>1453609985940.92</td>\n",
       "      <td>18887.58</td>\n",
       "      <td>0.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1985.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>278.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>46919625.00</td>\n",
       "      <td>251.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1995.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>97498.50</td>\n",
       "      <td>0.92</td>\n",
       "      <td>8985352832.00</td>\n",
       "      <td>3447.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2002.00</td>\n",
       "      <td>25.00</td>\n",
       "      <td>430150.00</td>\n",
       "      <td>5.99</td>\n",
       "      <td>48114688201.00</td>\n",
       "      <td>9372.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2008.00</td>\n",
       "      <td>131.00</td>\n",
       "      <td>1486143.25</td>\n",
       "      <td>16.62</td>\n",
       "      <td>260202429150.00</td>\n",
       "      <td>24874.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2016.00</td>\n",
       "      <td>22338.00</td>\n",
       "      <td>43805214.00</td>\n",
       "      <td>224.97</td>\n",
       "      <td>18120714000000.00</td>\n",
       "      <td>126352.00</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          year  suicides_no  population  suicides_per_100k_pop  \\\n",
       "count 27820.00     27820.00    27820.00               27820.00   \n",
       "mean   2001.26       242.57  1844793.62                  12.82   \n",
       "std       8.47       902.05  3911779.44                  18.96   \n",
       "min    1985.00         0.00      278.00                   0.00   \n",
       "25%    1995.00         3.00    97498.50                   0.92   \n",
       "50%    2002.00        25.00   430150.00                   5.99   \n",
       "75%    2008.00       131.00  1486143.25                  16.62   \n",
       "max    2016.00     22338.00 43805214.00                 224.97   \n",
       "\n",
       "           gdp_for_year  gdp_per_capita     risk  \n",
       "count          27820.00        27820.00 27820.00  \n",
       "mean    445580969025.73        16866.46     0.31  \n",
       "std    1453609985940.92        18887.58     0.46  \n",
       "min         46919625.00          251.00     0.00  \n",
       "25%       8985352832.00         3447.00     0.00  \n",
       "50%      48114688201.00         9372.00     0.00  \n",
       "75%     260202429150.00        24874.00     1.00  \n",
       "max   18120714000000.00       126352.00     1.00  "
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Summary of statistics for numerical variables\n",
    "\n",
    "# 2 decimal places\n",
    "pd.options.display.float_format = \"{:.2f}\".format\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "country                    101\n",
       "year                        32\n",
       "sex                          2\n",
       "age                          6\n",
       "suicides_no               2084\n",
       "population               25564\n",
       "suicides_per_100k_pop     5298\n",
       "country-year              2321\n",
       "gdp_for_year              2321\n",
       "gdp_per_capita            2233\n",
       "generation                   6\n",
       "risk                         2\n",
       "dtype: int64"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Number of unique values \n",
    "data.nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m  country unique values: \u001b[0m\n",
      "\n",
      "['Albania' 'Antigua and Barbuda' 'Argentina' 'Armenia' 'Aruba' 'Australia'\n",
      " 'Austria' 'Azerbaijan' 'Bahamas' 'Bahrain' 'Barbados' 'Belarus' 'Belgium'\n",
      " 'Belize' 'Bosnia and Herzegovina' 'Brazil' 'Bulgaria' 'Cabo Verde'\n",
      " 'Canada' 'Chile' 'Colombia' 'Costa Rica' 'Croatia' 'Cuba' 'Cyprus'\n",
      " 'Czech Republic' 'Denmark' 'Dominica' 'Ecuador' 'El Salvador' 'Estonia'\n",
      " 'Fiji' 'Finland' 'France' 'Georgia' 'Germany' 'Greece' 'Grenada'\n",
      " 'Guatemala' 'Guyana' 'Hungary' 'Iceland' 'Ireland' 'Israel' 'Italy'\n",
      " 'Jamaica' 'Japan' 'Kazakhstan' 'Kiribati' 'Kuwait' 'Kyrgyzstan' 'Latvia'\n",
      " 'Lithuania' 'Luxembourg' 'Macau' 'Maldives' 'Malta' 'Mauritius' 'Mexico'\n",
      " 'Mongolia' 'Montenegro' 'Netherlands' 'New Zealand' 'Nicaragua' 'Norway'\n",
      " 'Oman' 'Panama' 'Paraguay' 'Philippines' 'Poland' 'Portugal'\n",
      " 'Puerto Rico' 'Qatar' 'Republic of Korea' 'Romania' 'Russian Federation'\n",
      " 'Saint Kitts and Nevis' 'Saint Lucia' 'Saint Vincent and Grenadines'\n",
      " 'San Marino' 'Serbia' 'Seychelles' 'Singapore' 'Slovakia' 'Slovenia'\n",
      " 'South Africa' 'Spain' 'Sri Lanka' 'Suriname' 'Sweden' 'Switzerland'\n",
      " 'Thailand' 'Trinidad and Tobago' 'Turkey' 'Turkmenistan' 'Ukraine'\n",
      " 'United Arab Emirates' 'United Kingdom' 'United States' 'Uruguay'\n",
      " 'Uzbekistan']\n",
      "\n",
      "\u001b[1m  year unique values: \u001b[0m\n",
      "\n",
      "[1987 1988 1989 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002\n",
      " 2003 2004 2005 2006 2007 2008 2009 2010 1985 1986 1990 1991 2012 2013\n",
      " 2014 2015 2011 2016]\n",
      "\n",
      "\u001b[1m  sex unique values: \u001b[0m\n",
      "\n",
      "['male' 'female']\n",
      "\n",
      "\u001b[1m  age unique values: \u001b[0m\n",
      "\n",
      "['15-24 years' '35-54 years' '75+ years' '25-34 years' '55-74 years'\n",
      " '5-14 years']\n",
      "\n",
      "\u001b[1m  generation unique values: \u001b[0m\n",
      "\n",
      "['Generation X' 'Silent' 'G.I. Generation' 'Boomers' 'Millenials'\n",
      " 'Generation Z']\n",
      "\n",
      "\u001b[1m  risk unique values: \u001b[0m\n",
      "\n",
      "[0 1]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Unique values for relevant columns\n",
    "cols = data[[\"country\", \"year\", \"sex\", \"age\", \"generation\", \"risk\"]]\n",
    "\n",
    "for column in list(cols):\n",
    "    print(f\"\\033[1m  {column} unique values: \\033[0m\")\n",
    "    print(\"\")\n",
    "    print(data[column].unique())\n",
    "    print(\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Correlation Matrix and Heatmap "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>suicides_no</th>\n",
       "      <th>population</th>\n",
       "      <th>suicides_per_100k_pop</th>\n",
       "      <th>gdp_for_year</th>\n",
       "      <th>gdp_per_capita</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>1.00</td>\n",
       "      <td>-0.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>suicides_no</th>\n",
       "      <td>-0.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>population</th>\n",
       "      <td>0.01</td>\n",
       "      <td>0.62</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>suicides_per_100k_pop</th>\n",
       "      <td>-0.04</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.01</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gdp_for_year</th>\n",
       "      <td>0.09</td>\n",
       "      <td>0.43</td>\n",
       "      <td>0.71</td>\n",
       "      <td>0.03</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gdp_per_capita</th>\n",
       "      <td>0.34</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.30</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       year  suicides_no  population  suicides_per_100k_pop  \\\n",
       "year                   1.00        -0.00        0.01                  -0.04   \n",
       "suicides_no           -0.00         1.00        0.62                   0.31   \n",
       "population             0.01         0.62        1.00                   0.01   \n",
       "suicides_per_100k_pop -0.04         0.31        0.01                   1.00   \n",
       "gdp_for_year           0.09         0.43        0.71                   0.03   \n",
       "gdp_per_capita         0.34         0.06        0.08                   0.00   \n",
       "\n",
       "                       gdp_for_year  gdp_per_capita  \n",
       "year                           0.09            0.34  \n",
       "suicides_no                    0.43            0.06  \n",
       "population                     0.71            0.08  \n",
       "suicides_per_100k_pop          0.03            0.00  \n",
       "gdp_for_year                   1.00            0.30  \n",
       "gdp_per_capita                 0.30            1.00  "
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Correlation matrix for numerical variables\n",
    "continuous = data.drop([\"risk\"], axis = 1)\n",
    "corr = continuous.corr()\n",
    "corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.06, -0.16, 'Fig. 1. Correlation heatmap')"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Correlation heatmap for numerical variables\n",
    "\n",
    "# Lower triangle\n",
    "corr_lower = corr.where(np.tril(np.ones(corr.shape)).astype(np.bool))\n",
    "\n",
    "fig, ax = plt.subplots(figsize = (12,10))\n",
    "\n",
    "ax = sns.heatmap(corr_lower, cmap = \"Blues\",annot = True, \n",
    "                 linewidths = 0.5, cbar_kws={\"shrink\": .7})\n",
    "\n",
    "ax.tick_params(axis = \"both\", labelsize = 13)\n",
    "\n",
    "# Fixing a bug\n",
    "bottom, top = ax.get_ylim()\n",
    "ax.set_ylim(bottom + 0.5, top - 0.5)\n",
    "\n",
    "fig.text(0.06,-0.16,\"Fig. 1. Correlation heatmap\", fontsize = 17, fontweight = \"bold\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualization of the Features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Total Suicides and Year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "yearly_data = data.groupby(\"year\").sum()\n",
    "\n",
    "# Convert index into a column\n",
    "yearly_data.reset_index(level = 0, inplace = True)\n",
    "\n",
    "# Plotting\n",
    "plt.rcParams[\"figure.figsize\"] = [8, 6]\n",
    "yearly_suicide_graph = yearly_data.plot(kind = \"line\", x = \"year\", y = \"suicides_no\")\n",
    "\n",
    "# Setting the axis and title labels\n",
    "yearly_suicide_graph.set_xlabel(\"Year\", size = 14)\n",
    "yearly_suicide_graph.set_ylabel(\"Total Suicides\", size = 14)\n",
    "yearly_suicide_graph.set_title(\"Fig. 2. Total number of suicides in the world from 1985 to 2016\"\n",
    "                               , x = 0.45, y = -0.22, \n",
    "                               size = 14, fontweight = \"bold\")\n",
    "\n",
    "# Removing the top and right lines of the graph\n",
    "yearly_suicide_graph.spines[\"right\"].set_visible(False)\n",
    "yearly_suicide_graph.spines[\"top\"].set_visible(False)\n",
    "\n",
    "# Removing the legend\n",
    "yearly_suicide_graph.get_legend().remove()\n",
    "\n",
    "# horizontal gridlines\n",
    "yearly_suicide_graph.set_axisbelow(True)\n",
    "yearly_suicide_graph.yaxis.grid(color = \"gray\", linestyle = \"dashed\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Total Suicides and Year by Gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of females and males:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "male      13910\n",
       "female    13910\n",
       "Name: sex, dtype: int64"
      ]
     },
     "execution_count": 260,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking to see if the number of females and males are balanced\n",
    "\n",
    "print(\"Number of females and males:\")\n",
    "count1 = data['sex'].value_counts()\n",
    "count1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Therefore, the number of men and women is equal."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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2wbvXwcFdcNt0u4SzJgnlp2YduOk1SP/Gfknm53k6ospXUGCb0WbdaZf73jwDXouBmWPs75+qEjRRUKoifTvfjjCofxncMQ9q1S3f8/sHwNW/s80RzWLh00dgUn+bMPz3BvALgDsXQbv+5z6XOn/t+tkaonXvwoTesOcrT0dUebKPwfTb4POX4YoxMO4L+EMy/OoPNnGd0NuuGfL9qtKbxpTX06aHYmjTw/nRn00Jts2B2XdBo85Ov4DaFXs9Y2DrB3Zp6KyD0KQr3DatfGovVMmMge/mw6ePw7E06Dwa+v4FatXzdGQV5+AuW0t2MAVu+DvExp9eW5V91E7k9eWbcCIdmsTAr/4Il95o189Q3qjE6kZNFIqhicL50Z9NMbbOgg/HQtNYGPVB5c54eOIg7PgUoofpeg2VKecErHzJTsYUGGKXqL5iTNX7YkxJglm/BfGHX0+GVj1L3jc3Gza/D1+8Aod3Q712tg9Dx1ur74qk3kv7KChVaTZNs7P3Nb/K1iRU9rTIteramRY1SahcgbVsTcK4L6BBNMx/CCZeX3Xa6o2B1a/bab/DmsLY5aUnCQA1XND1TnhgAwybCP5Bdojuq13sQmQ5JyondnVRNFFQqjx9PdmuBdCyJ4yaCUEhno5IVbb67SFuPtzyLhzZC+9eC588UvY5L7xRbrb9vV78BLQfCHcttpN2lZV/AHQcDuM+s3OB1Glhm8j+HWUnANu+EHJPVlj46uJoolBNrFixgkGDBnk6jKpt3USY96BdXfA3M+xfmKp6EoHLfw0PrLPt9+sS4PVYOyrA15p7j+2HxIGweRpc8ye4dfKFJ8Aidgjlbz+BOxdD62tsM920EfD3Vnb9kfX/tddUXkOncFaqPKx5xy7X3G4A3PqerXJVqmZtO79F51Gw4I/w0Vhb6zTwX7bmwdulrbfzf5zKhBFToMPg8jt38yvtI++UXSF1xyLbt2bHQvt+o85w6Q3231SjTjq014O0RsGH7N69m/bt2xMfH090dDSjRo1i6dKlXH311bRt25a1a9eydu1aevToQZcuXejRowfbt28/6zwnTpwodplqdYFWv26ThPaD7FLNmiSoMzXubOfQGPQfOJAMb18Nc+6HL16F5A9h7zr7V3RFLCd+oTZNg//eaCeSil9SvkmCu4AgaNMHbnwJfr8F7v0S+vwZ/ANhxYt2mOXLHbSJwoO0RuFCfPq4nemuPDXsCDe8eM7dUlJS+OCDD5gwYQKxsbG8//77fP7558ybN48XXniByZMns2rVKgICAli6dCl/+tOfmD179mnneP7554tdprpWLa0qP2+fvQxJf7GLNg1L0AWCVMn8/KDrb+0X7tJn7NTbm85Yrt6vhp29M7wZhDct5tGsYvu95Ofapcc3JMJXb0CrXraGLDii4q7pTgQaXGYfPR+G4xl2VdXtn9omig2JEFATrrgdej1q191QFU4TBR/TqlUrOnbsCEBUVBR9+vRBROjYsSO7d+/m6NGjjBkzhp07dyIi5ObmnnWOkpap1iGO52nF32HFC3ao19C3bYctpc6lVj0Y8rp9ZB+Fo2nOYy8c/fGX1z+shmM/gsk/4/j6dorkiNa/POpeAnValX2ETc4J+HkHZOyAn7f/sn0oFQqc/zO63QP9n/ds8hsSCZ1/Yx+FTRTbPrT9gTa9Dz1+B1fdr52GK5j+z3YhyvCXf0U51zLSTz31FNdeey0fffQRu3fv5pprrjnrHCUtU63Ow6p/2iSh020w5A3w8/d0RMoXucLto0EJS9cX5EPmT78kEkd+sF/mh7638xkcP2P111qREOEkEXWdJCK4rj3m552Q4SQFR/f+coz42/3qtYP2N0K9S20NZ8PoivvcF6KwiaJNH7j6D7Ymb8ULtqPoNY/b5dm1Rq9CaKJQxRw9epQmTezCQImJicXuU7hM9WuvvYaIsHHjRrp06VKJUfq45Nmw7Fm7euCQN6vehDrKe/j524W+wpsAV579/qnjcPh7mwgc3OUkEamQutxOdOQuoKZdb6R5d6g3xq5eWu9SmyT42uRH9drAiP/Zvh1L/mw7in71JvR52jbtaMfHcqWJQhXz6KOPMmbMGF5++WWuu+66Yvd56qmneOihh7j88ssxxtCyZUvmz59fyZH6qLT1MOc+aNbdVh1rkqA8KSjE+eu/49nv5ZywNQ9ZP9tkIKxp1ft9bRZrh1ruWGj7fcy83c6G2vev0KKHp6OrMnQK52LoFM7np9r8bI7ssasxBtaC+KSqPZe/Ur4mP8/Woix/ATL3Q7sb7DTavjAM1TvoFM5KXZRTmfD+SMjLgd/M1CRBKW/jH2D7KTz4tR1e+cMX8NZVMPd+20lUXTBNFJQ6l4J8mHUXZHwHt/4XIrUTqFJeKzDYDq383Sa4cpydDfO1K2D53+xU1Oq8VUqiICKTRCRdRJLdymaIyCbnsVtENjnlLUXkpNt7b7sdEyMiW0UkRUReFbE9VkQkQkSWiMhO57mOUy7OfikiskVErqiMz6uqmMVPws5FdkKYNn08HY1Sqixq1YUBf4MH19vlrVe+CG/1gNQVno7M51RWjUIiMMC9wBgzwhjT2RjTGZgNfOj29q7C94wx49zK3wLGAm2dR+E5HweSjDFtgSTnNcANbvuOdY6/YNqf42xV/meybqLtTX3lODtnv1LKt9RpaWsCR38IpgAmD7FLwB/P8HRkPqNSEgVjzCrgUHHvObUCvwamlXYOEWkEhBljvjT222kyMNR5ewjwnrP93hnlk431FVDbOc95c7lcHDx4sOp/MZ4HYwwHDx7E5aqiUxbvWm5X/WvbD/q/4OlolFIXo00fuO9L6PWInTb79a52pkdvmjbbS3nD8MiewAFjzE63slYishE4BjxpjPkMaAKkue2T5pQBNDDG7AcwxuwXkfpOeRNgbzHHnLU0mYiMxdY60LBhQyZMmABAt27diIyMZPny5bRu3ZqwsDBcLhfHjx8vPI6QkBCysrLIz7czqAUHB5OXl0dOTg5gJ0ny8/Pj5Ek7R3mNGjUICgoq9Ry1atUiNze36ByFX8bZ2dlF5wgMDOTECbueu5+fH7Vq1eLEiRMUOL/4tWrVIicnp2h2xjPPERgYSI0aNYrO4e/vT3BwMMePHy9KiEJCQjh16lTROWrWrElBQQGnTp0CICAggKZNmxb9vOrXr8/QoUNJTEwsij0+Pp7FixezZ88eAAYOHEhGRgZr164FICYmhqZNmxatOdG4cWMGDRpEQkICBQUF+Pn5ER8fz/z589m3bx8AQ4YMIS0tjQ0bNpx2nxYsWABA8+bN6devHwkJCUWfNS4ujjlz5pCeng7AsGHDSElJYfPmzQD06NGD0NBQFi1aRHhuOrccegP/eu14L7MnuQkTCQ4OZvTo0cyaNYtDh2zeO2LECJKTk9m2bRsAvXv3JiAggKSkJADatWtHbGwsU6faiXHCwsIYOXIk06dP59gxO33vqFGjWLduHTt27ACgT58+5OXlsXLlSsDOwBkdHc2MGTMAiIiIYPjw4UyZMoWsrCwA4uLiWLVqFampqYCdKyMzM5PVq1cD0KlTJ9q0aVM0nXdVuU8ArVu3plevXkXzhuh90vtU+n26lstHDyBz+t00/vj3/Jz0GvXG/I8pS76u1vepRYsWlKTShkeKSEtgvjEm+ozyt4AUY8y/nNdBQIgx5qCIxABzgCjgUuBvxpjrnf16Ao8aYwaLyBFjTG23cx42xtQRkQXOMZ875UnOMRtKi7W44ZGqGjlxEBKus+PQ714GtZt7OiKlVHkzxk4DvfhJOHUMrnoAej9mO0NWT945PFJEAoBbgBmFZcaYU8aYg872BmAX0A5bG9DU7fCmwD5n+0Bhk4LznO6UpwHNSjhGqbPlnYIZo+1KfiOnaZKgVFUlAl1GwQPr4fKR8MV/4M0rYecST0fmdTw9PPJ64DtjTFGTgohEioi/s90a2xEx1WlayBSR7k6/hjuAwvWR5wFjnO0xZ5Tf4Yx+6A4cLWyiUOosxsDHD8Ge1TD0TTvrm1KqaqtVF4a+AXELIMAFU4fDzDH2jwUFVFIfBRGZBlwD1BORNOBpY8xEYCRnd2LsBfxVRPKAfGCcMaawI+S92BEUNYFPnQfAi8BMEbkL2APc6pR/AtwIpABZwG/L/cOpquPzf9uZ3a4ZDx2HezoapVRlavkrGPc5fPEqrPoH7FoG7QbYpoiAmlDD5Tw7jwDX2dsBLqjfwW5XITqFczG0j0I19M1cmHkHRA+HYQm6qIxS1dnBXbD4KTiw1U7SlJcNuSd/WYK7NI06QfwyX1x2vsT/9HzukyhV7n78Gj68B5p2s0tGa5KgVPVW9xK47f2zy/PzIO+kkzw4z7lZvyQS+zfZxam+fg9i76r0sCuKJgqqejv6I0y7DWpFwsiptnpRKaWK4x8A/qEQFFr8+62vgZ1LYdlzEH0L1KxTmdFVGE93ZlTKc3JOwLSR9vk3MyCk/rmPUUqpkojADS9C9hFY8aKnoyk3miio6qmgwE7jeiAZhk+CBpd5OiKlVFXQsCPExMHadyH9O09HUy40UVDVU9Jf4Lv5dmrmdv08HY1Sqiq59gkICoGFj9th1z5OEwVV/WycYidX6XqnXexJKaXKU616dph16nLYsdDT0Vw0TRRU9bL7czupUutr4IaXdISDUqpixMZDvXaw6E92xlcfpomCqj4O7rLTM9dpCbe+B/41PB2RUqqq8q8BA/4Gh1JhzduejuaiaKKgqoeTh+H9EXb7NzOgZu3S91dKqYvV5no7u+PKf0DmAU9Hc8E0UVBVX34ufBAHh3fDiCl2MhWllKoM/V+wEzIt+6unI7lgmiioqs0Y+PRRSF0Bg/9j53NXSqnKUvcS6H4vbJxqZ4H1QZooqKptzTuwfhJc/XvoMtrT0SilqqNej9iRED46XFITBVV17VgMi8ZD+0HQ5xlPR6OUqq5cYdDnadi7BrbO8nQ0500TBVU1HfgGZt0JDaLg5nfAT3/VlVIe1HkUNOoMS/5sp433Ifq/p6p6jmfYEQ6BteC2GXaGNKWU8iQ/P7jh75C5Dz7/j6ejOS+aKKiqJTcbpv8GTmTAbdMgvImnI1JKKat5d4geDqtfhcM/eDqaMtNEQVUdxsDHv4e0tXDz29DkCk9HpJRSp+v7F0BsE4SP0ERBVR1fvwdbpkPvxyFqqKejUUqps4U3hZ5/hG/m2CnlfYAmCqpq2L8FPnkUWl8LvR/1dDRKKVWyHg9CeDP49HEoyPd0NOekiYLyfdnH4IMxEBwBt7wLfv6ejkgppUpWoyb0exYObIWvJ3s6mnPSREH5NmNg3oO2Y9CwiRAS6emIlFLq3C4bCi2uhmXP2rVovJgmCsq3rUuwbX19noKWV3s6GqWUKhsRGPAiZB2yi0Z5MU0UlO/68WtYOB7a9oMev/d0NEopdX4aXQ6X3gjbF3g6klJpoqB808nDtl9CSAOdeVEp5bvCGkH2UU9HUaoATweg1HkzBubcD8f2wW8X2k6MSinli4LCbIdsY2xzhBfSP8OU7/nqTVtV1/ev0CzW09EopdSFc4WDyffq9R80UVC+Ze86O6NZ+0HQ/T5PR6OUUhfHFWafTx3zbByl0ERB+Y6sQ/BBHIQ1gSGve201nVJKlZkr3D5nV/NEQUQmiUi6iCS7lT0jIj+KyCbncaPbe+NFJEVEtotIf7fyAU5Ziog87lbeSkTWiMhOEZkhIoFOeZDzOsV5v2VlfF5VAQoK4KN74EQ63JoINet4OiKllLp4QYWJgvd2aKysGoVEYEAx5f82xnR2Hp8AiMhlwEggyjnmTRHxFxF/4A3gBuAy4DZnX4C/O+dqCxwG7nLK7wIOG2PaAP929lO+aPUrsHMx9H9BF3tSSlUdhTUK1b3pwRizCjhUxt2HANONMaeMMd8DKUA355FijEk1xuQA04EhIiLAdcAs5/j3gKFu53rP2Z4F9HH2V77kh9WQ9CxE3Qyx8Z6ORimlyk9hHwWtUSjRAyKyxWmaKKxLbgLsddsnzSkrqbwucMQYk3dG+Wnnct4/6uyvfMXxDJh1J9RpCYNf1X4JSqmqJcj7EwVPzqPwFvAsYJznfwF3AsV9ExiKT2pMKftzjvdOIyJjgbEADRs2ZMKECQB066PQenAAACAASURBVNaNyMhIFiywM2c1b96cfv36kZCQAEBgYCBxcXHMmTOH9PR0AIYNG0ZKSgqbN28GoEePHoSGhrJo0SIAWrduTa9evUhMTAQgODiY0aNHM2vWLA4dshUvI0aMIDk5mW3btgHQu3dvAgICSEpKAqBdu3bExsYydepUAMLCwhg5ciTTp0/n2DFbhTVq1CjWrVvHjh07AOjTpw95eXmsXLkSgKioKKKjo5kxYwYAERERDB8+nClTppCVlQVAXFwcq1atIjU1FYD+/fuTmZnJ6tWrAejUqRNt2rRh9uzZANSvX5+hQ4eSmJhITk4OAPHx8SxevJg9e/YAMHDgQDIyMli7di0AMTExNG3alLlz5wLQuHFjBg0axMR3J9D/5wk0PJVBwLgVzF+6in379gEwZMgQ0tLS2LBhg94nD9+nhIQECgoK8PPzIz4+nvnz5+t90vuk96mM92n+R7O5C/h20xo6xN7lsfvUokULSiLGFPu9We6cjoTzjTHRpb0nIuMBjDF/c95bBDzj7PqMMaa/Uz7eKXsRyAAaGmPyROSqwv0KjzXGfCkiAcBPQKQ5x4fu2rWrWb9+/cV8XHWxCvIh6S/wxSsw+BWIifN0REopVf6MgWfr2aWnr3/Gk5GUWF3rsaYHEWnk9vJmoHBExDxgpDNioRXQFlgLrAPaOiMcArEdHuc5X/rLgeHO8WOAuW7nGuNsDweWnStJUF7ghy9hQm+bJHQZDVeMOfcxSinli0Rsh0YvHh5ZKU0PIjINuAaoJyJpwNPANSLSGdsUsBu4B8AYs01EZgLfAHnA/caYfOc8DwCLAH9gkjFmm3OJx4DpIvIcsBGY6JRPBP4nIinYzpQjK/ijqouR+ZOdTGnLDAhrCre+B5cN0X4JSqmqLSjMq/soVFrTgy/RpodKlpcDa96GlX+H/Bzo8Tvo+UcIrOXpyJRSquK90xtC6sOoDzwZRYl/kemiUMqzdi2DTx+Dn3dAuwF2noS6l3g6KqWUqjwu765R0ERBecaRPbDoCfh2HtRpBbfNgEuLm5NLKaWqOFc4/Jzi6ShKpImCqly5J+GLV+Hzf9vX1z0FVz0ANVyejUsppTwlKFxrFJTCGNj+KSx8HI78AJcNhX7PQe1mno5MKaU8yxXm1VM4a6KgKseHY2HrTIhsD3fMg9a9PR2RUkp5B1c45ByH/Dzw976vZe+LSFU96d/aJOHKcbYWwb+GpyNSSinvUTiN86ljEBzh2ViK4em1HlR1sGUmiD/0fFiTBKWUOpOXryCpiYKqWAUFsPUDuORaO05YKaXU6bx8BUlNFFTF2vsVHN0LHX/t6UiUUso7FdYoeOk0zpooqIq1ZQbUCIb2Az0diVJKeScvX2paEwVVcfJyYNscmyQEhXg6GqWU8k4ut86MXkgTBVVxUpZA9hG4fISnI1FKKe/lqm2ftUZBVTtbZkBwPWh9racjUUop7xUUap+1j4KqVrKPwvaFED3MKycQUUopr+FfA2rU0qYHVc18Mw/yT8HlOtpBKaXOyRVmm2q9kCYKqmJsnWlXhWwS4+lIlFLK+7nCtelBVSPH9sH3n9lOjCKejkYppbxfUJh2ZlTVyNZZgNFmB6WUKitXuPZRUNXI1pm2yaHuJZ6ORCmlfINLaxRUdZH+Lfy0VadsVkqp8xEUpn0UVDVRuFJk9C2ejkQppXxHYdODMZ6O5CyaKKjyoytFKqXUhXGFQX4O5GV7OpKzaKKgyk/hSpE6ZbNSSp0fL15BskyJgojEikgzZ7uuiLwtIq+LSO2KDU/5lC0z7UqRl97o6UiUUsq3BBUmCt7XobGsNQoJQE1n+0WgA9AOeKMiglI+KC8Htn2kK0UqpdSFKKxR8MIhkmWdhL+FMWaHs30T0AnIAnZWSFTK9+hKkUopdeEKl5r2wmmcy5oo5IuIC7gU+NkY85OICBBccaEpn6IrRSql1IULKkwUfLdGYSUwFagLzHXK2gIHKiIo5WMKV4qMidOVIpVS6kJ4cdNDWfso3A3sBr4EXnDKOgDvVEBMytfoSpFKKXVxipoefLQzozHmoDHmYWPMeGPMcadsrjHmH2U5XkQmiUi6iCS7lf1DRL4TkS0i8lHhCAoRaSkiJ0Vkk/N42+2YGBHZKiIpIvKq0/yBiESIyBIR2ek813HKxdkvxbnOFWX/0agy2zoTIlrrSpFKKXWhAkNA/Lyy6aHM8yiIyHARmSci65zXV4vI4DIenggMOKNsCRBtjLkc2AGMd3tvlzGms/MY51b+FjAW2+zR1u2cjwNJxpi2QJLzGuAGt33HOser8lS4UmTHX+tKkUopdaFEvHYFybLOo/AA8C/gK+ywSIAjnP7lXiJjzCrg0Blli40xec7Lr4Cm54ihERBmjPnSGGOAycBQ5+0hwHvO9ntnlE821ldAbec8qrzoSpFKKVU+vHQFybL2PPsdMMAY862IPOKUfccvScPFuhOY4fa6lYhsBI4BTxpjPgOaAGlu+6Q5ZQANjDH7AYwx+0WkcP7gJsDeYo7Zf2YAIjIWW+tAw4YNmTBhAgDdunUjMjKSBQsWANC8eXP69etHQkICAIGBgcTFxTFnzhzS09MBGDZsGCkpKWzevBmAHj16EBoayqJFiwBo3bo1vXr1IjExEYDg4GBGjx7NrFmzOHTI5lMjRowgOTmZbdu2AdC7d28CAgJISkoCoF27dsTGxjJ16lQAwsLCGDlyJNOnT+fYMfuLNmrUKNatW8eOHXZka58+fcjLy2PlypUAREVFER0dzYwZ9kcfERHB8OHDmTJlCllZWQDExcWxatUqUlNTAejfvz+ZmZmsXr3aXiMzkcAGnfjv7CQgifr16zN06FASExPJyckBID4+nsWLF7Nnzx4ABg4cSEZGBmvXrgUgJiaGpk2bMneu7SfbuHFjBg0aREJCAgUFBfj5+REfH8/8+fPZt28fAEOGDCEtLY0NGzbofSrDferUqRNt2rRh9uzZAHqf9D7pffLG++QKY8+OrSycMKHS71OLFi0oiZgyLEAhIoeMMRHu2yISAOw3xkSe8wT2uJbAfGNM9BnlTwBdgVuMMUZEgoAQY8xBEYkB5gBR2KGZfzPGXO8c1xN41BgzWESOGGNqu53zsDGmjogscI753ClPco7ZUFqsXbt2NevXry/Lx6re0r+FN7vDDS/Blfd4OhqllPJt/x0IpgDu/NQTVy+x7bisfRS+FZH+Z5RdDyQXt3NZicgYYBAwymlOwBhzyhhz0NneAOzC1lykcXrzRFNgn7N9oLBJwXlOd8rTgGYlHKMuVuFKkVG6UqRSSl00L216KGui8CQwU0ReB4JE5B/YPgJPXeiFRWQA8BhwkzEmy608UkT8ne3W2I6IqU7TQqaIdHdGO9zBL3M6zAPGONtjzii/wxn90B04WthEoS7SaStFlqlSSSmlVGlcPtyZ0RizHOgNBGHnUogA+hdW6Z+LiExzjrtURNJE5C7gdSAUWHLGMMhewBYR2QzMAsYZYwo7Qt6LXXciBVvTUFg/8yLQV0R2An2d1wCfAKnO/u8C95UlXlUGulKkUkqVL1e4Vw6PLPM0esaYTdiJl86bMea2YoonlrDvbGB2Ce+tB6KLKT8I9Cmm3AD3n1ewqmx0pUillCpfQWG26aGgAPzKPHtBhSsxURCRMo13M8bMLL9wlE8oWilykK4UqZRS5cUVDhjIyfxlSmcvUFqNwr/OeN0A21RxGKgDFAA/AZooVDdFK0Xq3AlKKVVu3Kdx9oVEwRhTNFpARB4COgJ/MMYcE5Fw4J9c5KgH5aN0pUillCp/hcmBl/VTKGsfhf8D2hhjsgGMMUdF5PfYqZdfqajglBfKOaErRSqlVEUI8s6FocraWyIQOHMMXD3sKAhVnXz/mV0psr12YlRKqXJV2PTgZXMplPVPwhnAJyLyPPAD0BK7zsOM0g5SVVDKUqhRC5pf5elIlFKqanE5Ewz7aNPDw8DTwEtAY+xaCf8D/lJBcSlvlbIUWvWCAK1MUkqpcuWlTQ9lShSMMTnAE85DVVcHd8Hh7+EqnZpCKaXKXVHTg3clCt4zo4PyfilL7XOb6z0bh1JKVUUBQRDg8p0aBRHZZ4xp7GxnAsUuM2mMCaug2JS3SVkKEZdARCtPR6KUUlWTF07jXFrTw+1u28MrOhDl5XKz7YiHK+7wdCRKKVV1BXnfwlClTbiU5La9qHLCUV5rz2rIO6nNDkopVZFcYV43PLJMfRRE5ElnmWb3sqtERDs3VhcpSeAfBC1/5elIlFKq6vLCpoeydma8F9h2Rtk2p1xVBylLoeXVEBjs6UiUUqrq8sKmh7ImCrWAE2eUHQdCyzcc5ZWO7IWM77TZQSmlKpor3DebHoBdQJ8zyq4Dvi/fcJRX0mGRSilVOVzeV6NQ1pkZXwJmisgrwE6gLfAg8EBFBaa8SMpSCG8G9dp5OhKllKraXOGQlw15p7xmBtyyzsw4Q0RysInB7cBu4G5jzIcVGJvyBvm5kLoSOg4DEU9Ho5RSVVuQ21LTIWeuxegZZV4n2BjzEfBRBcaivNHetZCTqc0OSilVGVxOonDKBxIFEaljjDnsbEeUtJ8x5lBFBKa8RMpS8AuAVr09HYlSSlV9Lu9bGKq0GoUfgMLpmX/m7CmcxSnzr4C4lLdIWQrNuv/yy6uUUqrieOEKkqUlCjFu2x0qOhDlhTIPwE9boM/Tno5EKaWqB/emBy9R2hTOO922t1dOOMqr7HJm8db+CUopVTl8rOmhiIj8saT3jDEvl184yqukLIWQBtCwo6cjUUqp6sHlNurBS5R11MOtZ7xuBDQG1gOaKFRFBfmwaxm0u0GHRSqlVGUJDAXE92oUjDFXnVkmIg8DNcs9IuUd9m2Ek4ehrTY7KKVUpfHzsx0avaiPQlmncC7OK8D95RWI8jIpS0H8oPW1no5EKaWqF1eYVzU9XEyi0IHzmLBJ+ZidS6BJDASXOIWGUkqpiuBlK0iWKVEQkY9FZJ7bIwn4Ekgs64VEZJKIpItIsltZhIgsEZGdznMdp1xE5FURSRGRLSJyhdsxY5z9d4rIGLfyGBHZ6hzzqohtWC/pGqoUWYfgxw062kEppTzBy1aQLGuNQjKwze2xDBhmjHnkPK6VCAw4o+xxIMkY0xZIcl4D3IBdeKotMBZ4C4pmiHwauBLoBjzt9sX/lrNv4XEDznENVZJdywCjiYJSSnmCKwyyj3g6iiJl7cw4/mIvZIxZJSItzygeAlzjbL8HrAAec8onG2MM8JWI1BaRRs6+SwqnjRaRJcAAEVkBhBljvnTKJwNDgU9LuYYqSUoS1KwDjbt4OhKllKp+XOGQ/q2noyhy3n0MRGQk0BlYZYz55CKv38AYsx/AGLNfROo75U2AvW77pTllpZWnFVNe2jVUcQoKbEfGS64DP52dWymlKp2X9VEoNVEQkQ+AZcaYwqr/x4DngO3AH0TkbmPM5AqIq7iB++YCyst+QZGx2KYLGjZsyIQJEwDo1q0bkZGRLFiwAIDmzZvTr18/EhISAAgMDCQuLo45c+aQnp4OwLBhw0hJSWHz5s0A9OjRg9DQUBYtWgRA69at6dWrF4mJiQAEBwczevRoZs2axaFDdo2tESNGkJyczLZt2wDo3bs3AQEBJCXZ2RLbtWtHbGwsU6dOBSAsLIyRI0cyffp0jh2zbVujRo1i3bp17NixA4A+ffqQl5fHypUrAYiKiiI6OpoZM2YAEBERwfCr28GJdJanBbBzwgTi4uJYtWoVqampAPTv35/MzExWr14NQKdOnWjTpg2zZ88GoH79+gwdOpTExERycnIAiI+PZ/HixezZsweAgQMHkpGRwdq1awGIiYmhadOmzJ07F4DGjRszaNAgEhISKCgowM/Pj/j4eObPn8++ffsAGDJkCGlpaWzYsKF63qfhw5kyZQpZWVkAep/0Pul9qkL36YojqXTOPoafMcxfsKBS7lOLFi0oidja/RLeFNkNXG2M+dF5vR940hgz0alZeNgYE1viCc4+X0tgvjEm2nm9HbjG+Uu/EbDCGHOpiLzjbE9z36/wYYy5xyl/B9uUsAJYboxp75TfVrhfSdcoLc6uXbua9evXl/VjVS2fvQxJf4GHd0BoA09Ho5RS1c8Xr8CSP8P4HyEopLKuWuLMeufqzFjHLUloD0QA7zvvzQJaX2Rg84DCkQtjgLlu5Xc4ox+6A0ed5oNFQD8RqeN0YuwHLHLeyxSR7s5ohzvOOFdx11DFSVkKDS/XJEEppTylaBpn72h+OFeicFJEgp3tGGCbMeak2/tl7uMgItOwQyovFZE0EbkLeBHoKyI7gb7Oa4BPgFQgBXgXuA/A6cT4LLDOefy1sGMjcC+Q4ByzC9uRkVKuoc6UfRT2rtHRDkop5UmFS017yRDJc33RfwH8WUTeBuKxf9EXagv8VNYLGWNuK+GtPsXsayhh1kdjzCRgUjHl64HoYsoPFncNVYzvV0FBniYKSinlSV62guS5ahQeB36N/eu+EacvAPUbbCKhqoqUpTaTbdbN05EopVT15aptn71kGudSaxSMMTuB1iLSGNhvTu/5+BqQXZHBqUpkjJ0/oXVv8K/h6WiUUqr6CvKtGgUAjDH7zkgSMMakG2O8I91RF+/nHXB0rzY7KKWUpxV2ZjzlQ4mCqgZSltrnS7Q7h1JKeZSP9VFQ1cXOJRDZHmo383QkSilVvQW4wD/Qa/ooaKKgIOcE/PCFNjsopZQ3ELH9FLxkeKQmClXFqUxI/hCO7Tv/Y3d/Afk50EabHZRSyiu4vGe9hxJHPYjIq2U5gTHmd+UXjjpvBQWwZTosfQaOHwC/AIi6BbrfC02uKNs5UpZCjWBo3qNCQ1VKKVVGrnCvaXoobXhkZKVFoS7M3rXw6WOw72to0hVueg1SV8LXk2HrTGjWHa66Dy4dCP6l3OqUpdCyJ9RwVV7sSimlSuZFK0iW+O1RykyKytOO/mhrELbOhNBGcPM70PHX4OcH7frDNY/Dpqnw1Vsw8w4Ibw5X3gNX3P7LsJtCh1Lh0C64cpxHPopSSqliuMJtLbEXKPNaDcoL5J6E1a/B5/+Ggnzo+X/wqz+cvbqYK8w2PXQbC9s/sQnD4idgxd+gy2ibNEQ463ml2OVbtX+CUkp5EV/oo+BORCKAf2DXTIjEbTlKY0xwScepcmIMfDMHFv8Zju6BDjdBv2ehTsvSj/Pzhw6D7WPfRpswrJsIa96BS2+0ycTOJVCnFdS9pFI+ilJKqTJw1faJPgruXgVaAQ8DiUAc8AgwvUKiUr/Yvxk+fRz2rIYG0TB0PrTqef7nadwFbpkA1/8F1iXA+kmwfYF9L/bu8o1ZKaXUxQkKg9wTkJ9Xeh+zSlDWq18PdDHG7BeRicaY2SLyNfA+8J+KC68aO54By561HRODI2DQf+CKO2wtwcUIawR9noJe/wdbZtghlVfcUT4xK6WUKh8ut6WmgyM8GkpZE4UgfllSOltEgo0x34tIVAXFVT0ZY0cwbJpmv8Rzs6D7fdD7UahZu3yvVaMmxMTZh1JKKe9S2PE8+6jPJAo7gc7ARmAL8H8ichTIqKjAqpVj+2xisGka/LzdTt/ZfhD0fgwi23k6OqWUUpXNi1aQLGui8BQQ4rb9gfNaG7cvVO5J+G6BHcaYugJMgZ33YPArEHXz2cMYlVJKVR9FK0h6vkNjmRIFY8wit+01QPMKi6gqMwb2fAWb34dtc+wvQHgzO8yx00gdeaCUUsryohUkyzo8cqMxpksx5euNMV3LP6wq5vAPsHk6bJ4Gh7+HGrXgsiHQ+TZo8Ss7UZJSSilVqKiPgo/UKABtSihvXV6BVFnr/wvzH7LbLXvafgcdBp89SZJSSilVKMht1IOHlZooiMgfC/dz2y7UFriApQqrmVa94NonodMIqK0tNkoppcrAhzoz3uo813DbBijADpfUzoznUvcS6P2Ip6NQSinlS/wDIDDE+5sejDFXAYjIu8YYTQqUUkqpyuIlK0iWqRddYZIgIuEiEi0iOnZPKaWUqkiucDjlI4mCiISJyCzgMHbCpUMi8oEmDEoppVQF8ZIVJMs6Lu9lIAw7O2Mo0MV5/lcFxaWUUkpVb65w7++j4OYGoKMx5pDzeouIjMLWLiillFKqvAWFwcEUT0dR5hoFfyDnjLIcp1wppZRS5c0V7lNND0nAf0WkMYDz/C6wrKICU0oppao1V5htejDGo2GUNVF4CIgE0kTkFLAXaOCUXzARuVRENrk9jonIQyLyjIj86FZ+o9sx40UkRUS2i0h/t/IBTlmKiDzuVt5KRNaIyE4RmSEigRcTs1JKKVUpgsKgINcuIuhBZR0emWGMuQa4BOgLtDHGXGuMSb+YixtjthtjOhtjOgMxQBbwkfP2vwvfM8Z8AiAilwEjgShgAPCmiPiLiD/wBrYvxWXAbc6+AH93ztUWO2rjrouJWSmllKoUXrKCZKmJgoicFp0x5ntjzCpjzPcVEEsfYJcx5odS9hkCTDfGnHJiSAG6OY8UY0yqMSYHmA4MEREBrgNmOce/BwytgNiVUkqp8lW0MJRn+ymcq0ZBKiUKayQwze31AyKyRUQmiUgdp6wJttmjUJpTVlJ5XeCIMSbvjHKllFLKu3nJCpLnGh5ZKT0onH4DNwHjnaK3gGed6z+Lna/hTopPXAzFJzymlP2Li2EsMBagYcOGTJgwAYBu3boRGRnJggULAGjevDn9+vUjISEBgMDAQOLi4pgzZw7p6bYlZtiwYaSkpLB582YAevToQWhoKIsWLQKgdevW9OrVi8TERACCg4MZPXo0s2bN4tAhOwJ1xIgRJCcns23bNgB69+5NQEAASUlJALRr147Y2FimTp0KQFhYGCNHjmT69OkcO2Z/qUaNGsW6devYsWMHAH369CEvL4+VK1cCEBUVRXR0NDNmzAAgIiKC4cOHM2XKFLKysgCIi4tj1apVpKamAtC/f38yMzNZvXo1AJ06daJNmzbMnj0bgPr16zN06FASExPJybEDZeLj41m8eDF79uwBYODAgWRkZLB27VoAYmJiaNq0KXPnzgWgcePGDBo0iISEBAoKCvDz8yM+Pp758+ezb59dh2zIkCGkpaWxYcMGvU96n/Q+6X2qmvepX0cAPvloGmmujRV6n1q0aEFJxJTSm1JEcoApJe4AGGPuLO39shCRIcD9xph+xbzXEphvjIkWkfHONf/mvLcIeMbZ9RljTH+nvDDheBHIABoaY/JE5Cr3/UrStWtXs379+ov9WEoppdSFS/8O3rwShk+C6GEVfbUSWxDK0pkx/xyP8nAbbs0OItLI7b2bgWRnex4wUkSCRKQVdqnrtcA6oK0zwiEQ24wxz9gsaDkw3Dl+DDC3nGJWSimlKo6rcKlp7256yK7oVSNFJBg7kuIet+KXRKQztplgd+F7xphtIjIT+AbIw9ZC5DvneQBYhJ0EapIxZptzrseA6SLyHLARmFiRn0cppZQqF17SmbGsUzhXGGNMFrbToXvZ7aXs/zzwfDHlnwCfFFOeih0VoZRSSvmOGsEg/t49PJLKHfWglFJKqUIiXrGCZKmJgjEmtLICUUoppdQZvGAFybJO4ayUUkqpyhbk5TUKSimllPIgV7jX91FQSimllKdo04NSSimlSuQK16YHpZRSSpUgKEybHpRSSilVApeTKBSU10TI508TBaWUUspbFc7OeCrTYyFooqCUUkp5q6DC9R48109BEwWllFLKWxXVKHiun4ImCkoppZS38oIVJDVRUEoppbyVF6wgqYmCUkop5a0K+yho04NSSimlzuKqbZ+1RkEppZRSZ9E+CkoppZQqkX8NCKgJ2Uc8FoImCkoppZQ38/AKkpooKKWUUt7MFaZND0oppZQqgYdXkNREQSmllPJmHl5BUhMFpZRSypt5uEYhwGNXVkp5nVN5+Rw9mcvRrFz7fMbjSFYux9xeHz+VR3jNGjSuXZOG4S4ahbtoGOYqeh0RHIifn3j6Yynl2zzcR0ETBaWqGWMM6Zmn2P5TJjsOZPKd87wr/Tgnckpf8z40KICwmjWoHVyD8Jo1aF4rmMNZOazbfYgDx7LJzTen7R/o70eD8CAahde0SUS4i8bhNenYNJzLm4QT4F++lZrGGFLSj7Psu3RWbM/gQGY2xkB+gaHAGIyBAmOc13b/fGMoKLDv5RtDw3AXvdpG0rNtPbq3rkutIP1vUnlYUJjWKChVHRzJymHbvmPkFX1pGfILOGu76FFgv7gEqBUUQEhQALWCAgh12eeQwABqBfmX+mV7NCuXHelOMvBTJtsP2KTgSFZu0T6RoUFc2iCUW7s2IzI0iLCaNgkIr1mD2m7boa6AUq9VUGA4eCKH/UdPsv9oNj8dzWbf0ZP8dDSb/Uez2bjnCD8dzSYnvwCAkKAArmwVwVWX1KXHJfVo3zD0gmofsnPz+TL1IMu/S2fZd+mkHT4JQPuGoXRoFIa/CH4CfiL4+ZWw7TxEYFfGcaav20Pi6t3U8BdiWtShV7tIerWN5LJGYdW2huRUXj7px07Ze3ssm5/c7vP+o9n8fPwUIUEBRNQKLP4RHEhEiH2uUyuQGsX8LuXmF5CVk8/JnHxO5OSRdSqfrJw8snLyyXLKsnPzaRRekw6N/r+9e4+vqjoTPv57cidXEiBcErmDKEGsIFqqoGLBW4tWOzpqK69S22m12re2tZ12xvetfdvO+07rtDN1ylBFKxU73rBqi5dW8c5NUZCL4Y4EAiSQkJDred4/1tqcTTgnJCHJSeT5fj7nc85ZZ+111l779py1194nh6K+fRA5CZZHRh4010NTPaSkd/vXi6oeP9dJZvLkybpixYpEV8N8AlTXNfLih3t49v0yXvto7zG/uDtDRmoS2empZKcnk52RQlZaCslJwua9NeyuqjuSLyc9hbGDcjh1UA6nDsxh7ED3uiArrdPrFE8kouw9VM+KrZW8uWkfb27az5Z9NQAUZKXxAeepvwAAIABJREFU6ZH9+PSofnxmdH+G98uMexDYdeAwf11fzt/Wl/PGpn3UNUbISE3ivNH9uXBcIReeWsiQvn06XM+6xmZWbqtk6ca9LP1oH+vKXLdvv6w0zhvTn/PHDGDamP4U5mZ0+Dt6gvqmZg7UNlJZ20BlTSMHahuorG2koqbeBwP17K5ywd6+Qw3HTJ+dnnLklFO/rDRqGpqpqGmgsqaB/TUNHDzcGONbndyMFPpmptHUHKG2sZna+uYjQWRb5WakcNrgXE4bnMvp/nnMwGwyUpPb3RY92rL/gufvgrtKIXtAV31L3IjLAoUYLFAwJ6K2oYm/ri/nT6t38bcNe2loilDUtw+XnzGY6WMHkJGaTJJAclL0V2ySiH8PIuJ/BbvPAGoamjhU18SheveoqW+iuq6JmvpmDtU3cqi+mZr66OcNTRFG9s9ygYEPCAbnZfTIX1+7DhzmrU37eWPTPt4s3X8kuBmcl+GChlH9OWdkAWUH644EB+t3VwNQnN+HGeMKuXBcIeeO7NdlB4jy6jpe/2gfSzfu5fXSfUcOmuMG5TBt7AAmD8tneP8shhZk9oiDVGVNA5v31bBlXw07KmpdIFAbBAIuKKisbaC2lVNN+ZmpDMrrw6DcdAaFTh0N9o+BuRnkZKS2Wo/G5ggHahupqGmIPmobqDjUQEVNPQcON5KanERWWjJ90lL8czJZ6SlkpiWTGSMtPSWZ7RW1rCurYl1ZFR+WVbFhd/WReUlOEkYNyDomgBiQ0/2/xDvN+3+EJ78Ct62E/qO76lssUGgPCxRMe9U1NvPqxr08+34ZL324h8ONzQzISefyCYP53MTBfOqU/JO2y7o9VJWt+2t5o3Qfb23az1ub91NRE/0lm5wkTB6Wz0XjCrloXCGjC7O7PfiJRJQPy6p4zQcOK7ZVHNVTNCg3g6H9MhlWkHkkeBjWL5NhBVnkZbZ+YG2PmvomtuyrYev+GrbsdUFBEByEf8mLQG5GKvmZqfTNdKcB+mamkp+ZdiTtqNdZ7rOeEPC0VSSibPPBw4e7qo4EEbsORnvU+menMW5QLuN8r9ppg3MZXdhLeh82/AUevRa+8lcomtRV32KBQntYoGDaorE5wusf7eNP7+/ixbV7qK5voiArjUtLBnHFGUOYMqKAZAsOTkgkoqzfXc2yLfvpn5PO+WMGkNen8w62naG2oYkNu6vZXlHLtv3Bo4ZtFbXsra4/Km/fzFSGFWQytF8WhTnpMffMre2RaxtccLBlXw17qo4ue3BeBiP6Zx15jByQxYj+2RTn94k5HuBkcKC2gQ/LqlhXVs36sqojA3frm9wpjiSBEf2zGDc4l3EDc9zzoByK83vY2Idtb8GDl8CXnoJRF3XVt/TsQEFEtgLVQDPQpKqTRaQAeAwYDmwF/k5VK8UtvX8DLgNqgTmqusqXcxPwQ1/svar6kE+fBCwA+gDPA3doKzNugULvsv9QPau2H2DV9kpWbatkf00DaclJpKW4R3pK0lHvj3qdkkR6chIiQmNzxD+UhuYIjU3R98d81hxhy74aDtQ2kpuRwqzxg/jcxCFMHdWv00fym96rtqGJ7RW1bN1Xy/aKGrbtrz0SUOw7VB93zxzvIJWeksTw/lkM7xcEAu4xvF8WfdJ6wS/jHqA5omzdX8P6smo27K5i3e5q1u+uYkfF4SN5stNTOHVQDvmZaaGrZNxzc+gKmZbpEVXGDszhGxeO5rTBuZ1X6T1r4f6p8MWHYPyVnVfu0XpFoDBZVfeF0v4FqFDVn4nI3UC+qn5PRC4DbscFCucA/6aq5/jAYgUwGReUrwQm+eBiGXAH8DYuUPiVqv45Xn0sUOi5mpojbNhT7QKDbZWs2l7Jtv21AKQmC6cPyaOobwYNTRHqmyI0NEVoaPbPLV83Raj374PpU5OTjjzSkoXUFPc6JUlISwk+c/kKczK4tGQQ54/tT3qK7aSN6c0O1bueofW73ZiH9WXVHKpvOjJ2KCnJjx3y74MxRsk+XfyYorc37ae6volZ4wfyzRljGD8k78Qrd2AH3FcCn/sVTLrpxMuLLW6g0JMvj5wNXOBfPwS8AnzPpz/sewTeFpG+IjLY531RVSsARORF4BIReQXIVdW3fPrDwJVA3EDBdK7miPLrv37E9opactJTyMlIJTvDXeaXk5Hq045Oz05LISlJqKxp4N0dlazadoCV2ypZvfPAkUFLA3LSOWtoX244ZyhnDc2npCivQ+cbg2C5R3U1GmO6VXZ6CpOG5TNpWP4JlXOwtpHfvbGFB9/YwpK1e7j4tIHcMWMME4pPIGDI8NMm6DbOPSVQUOAFEVHgt6o6DxioqmUAqlomIoU+bxGwIzTtTp/WWvrOGOlHEZFbgVsBBg0axLx58wCYMmUKAwYM4LnnngNg6NChzJw5k/nz5wOQlpbGnDlzePrppykvLwfg6quvprS0lNWrVwMwdepUcnJyWLJkCQAjR45k2rRpLFiwAIDMzExuvPFGHn/8cSoqKgC49tprWbNmDWvXrgVg+vTppKSk8PLLLwMwduxYzj77bBYuXAhAbm4u1113HYsWLaKqyq1MN9xwA8uXL2fjxo0AzJgxg6amJl599VUAxo8fT0lJCY899hgABQUFXHPNNTzyyCPU1rpf6XPmzGHp0qVs3rwZgFmzZlFdXc2bb74JwMSJExk9ejRPPPEEAIWFhVx55ZUsWLCAhoYGIgrr8s5m8Xu7yE1uokGTaNAkIm3oyEqTCA3quvGTk4QhmRFOy6ihuG8Dc66YTnNVOatWrYL1kJI7hf2ptpw6upwA5s6dywsvvMD27dsBuPzyy9m7dy/Lli0DYNKkSRQXF7N48WIAhgwZwhVXXMH8+fOJRCIkJSUxd+5cnn32WXbt2gXA7Nmz2blzJytXrgRse7LldHIsp2zgte/cxI9+/zIvbijjpXV7mDo8l6vGpFO56b32L6ePd/IVhJr9u9iwcmWXLKdhw4YRT0859TBEVXf5YOBF3KmFZ1S1byhPparmi8hzwE9V9XWf/jLwXeAiIF1V7/XpP8KNYVjq81/s088Hvquqn4tXHzv10DmaI8pd/72ap979mO/MOpVvXOgu61FVahuaqa5r4lB9I1V17lK/Q3VNVNe52wJX+dcDctKZNDSfM4r72jlYY0yvU1XXyENvbGX+61s4eLiRC04dwB0zxvCpoe3sufjZUDjjOrjsX7qmoj391IOq7vLP5SLyFDAF2CMig31vwmCg3GffCZwSmrwY2OXTL2iR/opPL46R33Sh5ojynRhBArgu/ix/l0Ho3TesMcaY1uRmpHL7jDHM+cxwHn5rG/Nf28xVv3mT88f0586LxzBpWEHbCkrPS9iph4QPzxaRLBHJCV4DM4E1wDNAMGrjJmCxf/0M8GVxzgUO+lMUS4CZIpIvIvm+nCX+s2oROddfMfHlUFmmCzRHlO8+/j5Pvvsx3/7s2KOCBGOMORnlZKTyjQtH89r3LuJ7l4xj7a4qrr7/LW6c/w5rd7XhfxwS+A+SCQ8UgIHA6yKyGlgGPKeqfwF+BnxWRD4CPuvfg7tqYTNQCvwX8HUAP4jxx8By//jfwcBG4B+A+X6aTdhAxi4TiSh3P/E+T6zaybcuHsvtM8YkukrGGNNjZKen8A8XjOL1713IDy4bx4dlVXx94arjT5jAf5BM+KkHVd0MTIyRvh+YESNdgW/EKesB4IEY6SuAkhOurGlVJKLc/eT7/PfKndx58RjuuNiCBGOMiSUzLYVbp41CFX765/VU1jSQ39r/rmTkucskE6An9CiYT4BIRPn+kx/wxxU7+eaMMdx58dhEV8kYY3q8CUXu0scPPj7OaYX0XKg/eU89mF4uElF+8NQHPLZiB9+8aDTfsp4EY4xpk/FtDRQyck/qMQqmF4tElH98eg2Llu/gtgtH863PjrUbFxljTBvl9UllWL9M1hw3UMiD+mpIwC0NLFAwHRaJKD9avIZHl23n6xeM4tszLUgwxpj2KinKa9upB41Aw6HuqVSIBQqmQ1SVf3pmDQvf2c4/XDCK78w61YIEY4zpgJIheeysPExl6C/VjxHcxjkBpx8sUDDtpqr80+K1PPL2dr46fSTftSDBGGM6LBjQuKa1+ylk+H+jTMAlkhYomHZRVe55Zi2/f3sbt04byd2XjLMgwRhjTkBJkQsCWj39kMAehYTfR8H0HsHAxUeXbecr54/g+5dakGCMMSeqb2YapxT0aX1AY3ri/kHSAgXTJk3NEb7z+Ps89e7H3HbhaBu4aIwxnWjC8QY0Hjn1YGMUTA/U0BTh9kffPfIHT3fZmARjjOlUJUV57Kg4zMHaxtgZbDCj6anqGpv52iMr+fOa3fzoitPtD56MMaYLHHdAY7rvUUjAqQcLFExctQ1N3PLQcv62oZyfXFXCLeeNSHSVjDHmE6lkyHHu0JiaAcnpNpjR9BxVdY3c/OByVm2v5F+/OJEvnFWc6CoZY8wnVn5WGsX5fY4/TiEBl0daoGCOcaC2gS8/sIwPd1Xx678/i8vPGJzoKhljzCfehKK81q98yMizMQom8fZW13PdvLdZv7ua335pkgUJxhjTTUqK8ti2v5aDh+MMaEzPtTEKJrHKDh7m2nlvsW1/LQ/cdDYzThuY6CoZY8xJIxjQuDZer0KCehTs1EMv09gcoexAHdsrao88dvjnPVV1jBmYzaRhBUwels+ZQ/uSm5HapnJ3VNRy/fy3qaxp5OFbpnD28IIunhNjjDFhJaG/nJ46uv+xGTJyoWpXN9fKAoUeqbqukc17a44JBLZX1FJ2sI7mSPRvRlOTheL8TE4pyGRMYTbrdlfz73/9iIiCCJw6MIdJw/KZPDyfycMKKM7vc8w9EDbvPcQN89+htqGZhXPPYeIpfbt7lo0x5qRXkJVGUd9WBjQm6NSDBQoJoqrsqaqntPwQm/a6R/B6T1X9UXn7Z6dxSkEmk4blM7TABQVD/WNgbgbJSUcf+KvrGnlvxwFWbqtk5bZKFr+3i4XvbAdgQE46k4flM8k/UpOTmPPgclSVRbeey2mDc7utDYwxxhytpCg3/oBGO/XwydTYHGHb/hpKy2tcQHAkMKjhUH3TkXw56SmMLMzmvNEDGFWYxagB2Qzrl8kp+ZlkpbdvMeVkpHL+mAGcP2YAAM0RZcPualZuq2DltkpWbKvkz2t2H8k/MDedhXM/zejC7M6ZaWOMMR0yoSiPJWv3UFXXeOyp44w8aKyF5kZIbttp5c5ggUIXW7RsOz9avPbI+0G5GYwuzObqs4oYXZjNqAHZjC7MZkBOepfdFjk5STh9SC6nD8nlS58eDsCeqjpWbquktPwQV32qiFMKMrvku40xxrRdME5hzccHmTqqxTiFI7dxroKsft1WJwsUutj5Ywbwi7+byKgB2YwqzCa7nb0DXWVgbgaXTbBLH40xpieZ0FqgcOQ2zgctUPgkGd4/i+H9sxJdDWOMMb1Av+x0huRlsObjGIMWE/THUHYfBWOMMaYHKYl3h8YjfzXdvVc+WKBgjDHG9CATivLYvK+G6roWd2gMTj1Yj4Ixxhhz8iop9ndo3NWi5yA49dDN91KwQMEYY4zpQcIDGo9ipx6MMcYY0z87ncF5GcfeofFkPPUgIqeIyN9EZJ2IrBWRO3z6PSLysYi85x+Xhab5voiUisgGEZkVSr/Ep5WKyN2h9BEi8o6IfCQij4lIWvfOpTHGGNM+44fkHRsoJCVDWs5Jd+qhCfi2qp4GnAt8Q0RO95/9UlXP9I/nAfxn1wHjgUuA34hIsogkA/8BXAqcDvx9qJyf+7LGAJXALd01c8YYY0xHTCjKY8u+o+/gCyTkNs4JDRRUtUxVV/nX1cA6oKiVSWYDi1S1XlW3AKXAFP8oVdXNqtoALAJmi7vV4UXA4376h4Aru2ZujDHGmM4xoTgX1Rh/OZ2Re3IFCmEiMhz4FPCOT7pNRN4XkQdEJN+nFQE7QpPt9Gnx0vsBB1S1qUW6McYY02OF/3L6KAnoUegRd2YUkWzgCeBOVa0SkfuBHwPqn/8VuBmI9WcISuyAR1vJH6sOtwK3AgwaNIh58+YBMGXKFAYMGMBzzz0HwNChQ5k5cybz588HIC0tjTlz5vD0009TXl4OwNVXX01paSmrV68GYOrUqeTk5LBkyRIARo4cybRp01iwYAEAmZmZ3HjjjTz++ONUVFQAcO2117JmzRrWrnX/EzF9+nRSUlJ4+eWXARg7dixnn302CxcuBCA3N5frrruORYsWUVXlzl/dcMMNLF++nI0bNwIwY8YMmpqaePXVVwEYP348JSUlPPbYYwAUFBRwzTXX8Mgjj1BbWwvAnDlzWLp0KZs3bwZg1qxZVFdX8+abbwIwceJERo8ezRNPPAFAYWEhV155JQsWLKChoQGAuXPn8sILL7B9u/sHy8svv5y9e/eybNkyACZNmkRxcTGLFy8GYMiQIVxxxRXMnz+fSCRCUlISc+fO5dlnn2XXLvdf7LNnz2bnzp2sXLnSlpMtJ1tOtpw+kctpYO5wliz7kMi6l44sp/Q6pbFyM0/Nm9epy2nYsGHEI6oxj5vdRkRSgWeBJar6ixifDweeVdUSEfk+gKr+1H+2BLjHZ71HVWf59O/7tJ8Be4FBqtokIp8O54tn8uTJumLFihOdNWOMMabD5j60nC37anj52xdEE5+YCztXwB3vdfbXxf1XwkRf9SDA74B14SBBRML/VnQVsMa/fga4TkTSRWQEMAZYBiwHxvgrHNJwAx6fURcF/Q24xk9/E7C4K+fJGGOM6Qwl/g6NRw1oPAlPPXwG+BLwgYgE4dEPcFctnIk7TbAV+CqAqq4VkT8CH+KumPiGqjYDiMhtwBIgGXhAVYP/dv4esEhE7gXexQUmxhhjTI82oSgPVVhXVsXZwwtcYnquuzxSFSRuJ0CnSmigoKqvE7u74/lWpvkJ8JMY6c/Hmk5VN+OuijDGGGN6jeAOjR/sPBgNFDLyINIEjbWQ1j3/TNxjrnowxhhjTFRhbgaFOelH38o5AbdxtkDBGGOM6aEmFLW4Q2Pwx1DdOE7BAgVjjDGmhyopymPT3kPUNvgBjend/w+SFigYY4wxPVRJUR4RhQ+Dv5y2Uw/GGGOMCUxoeYfGI6ceDnRbHSxQMMYYY3qogbnp9M9OjwYKwV9N26kHY4wxxogIE4pyo1c+2GBGY4wxxoRNKMqjtNwPaEztA0kpNkbBGGOMMU4woHFdWZW7G2M338bZAgVjjDGmB5tQHL1DIxC9jXM3sUDBGGOM6cEG5WbQPzuNDz4OXSJppx6MMcYYA25AY0lRHmt3hQY02qkHY4wxxgQmFOXxUfkh6hqb7dSDMcYYY45WUpRHc0T5sKwKMvpaj4IxxhhjooI7NK75+KCNUTDGGGPM0QbnZVCQleaufJjxT/Ddzd323Snd9k3GGGOM6ZBgQOMHHx90N13qRtajYIwxxvQCE4pyowMau5EFCsYYY0wvMMEPaFxX1n3jE8ACBWOMMaZXKAkPaOxGFigYY4wxvUBR3z7kZ6ZG/3K6m1igYIwxxvQC0QGNdurBGGOMMTFMKMrjoz3V3Tqg0QIFY4wxppeYUJRHU0RZv7u6277TAgVjjDGml0jEgEYLFIwxxpheoji/D30zUy1QMMYYY8yxRISSIXndeuWDBQrGGGNML1JSlMfe6nqaI9ot3yeq3fNFvcnkyZN1xYoVia6GMcYYc4z6pmbSkpMQkc4sNm5hJ0WPgohcIiIbRKRURO5OdH2MMcaYjkpPSe7sIKFVn/hAQUSSgf8ALgVOB/5eRE5PbK2MMcaY3uETHygAU4BSVd2sqg3AImB2gutkjDHG9Aopia5ANygCdoTe7wTOaZlJRG4FbgUYNGgQ8+bNA2DKlCkMGDCA5557DoChQ4cyc+ZM5s+fD0BaWhpz5szh6aefpry8HICrr76a0tJSVq9eDcDUqVPJyclhyZIlAIwcOZJp06axYMECADIzM7nxxht5/PHHqaioAODaa69lzZo1rF27FoDp06eTkpLCyy+/DMDYsWM5++yzWbhwIQC5ublcd911LFq0iKoqd3vPG264geXLl7Nx40YAZsyYQVNTE6+++ioA48ePp6SkhMceewyAgoICrrnmGh555BFqa2sBmDNnDkuXLmXz5s0AzJo1i+rqat58800AJk6cyOjRo3niiScAKCws5Morr2TBggU0NDQAMHfuXF544QW2b98OwOWXX87evXtZtmwZAJMmTaK4uJjFixcDMGTIEK644grmz59PJBIhKSmJuXPn8uyzz7Jr1y4AZs+ezc6dO1m5cqUtJ1tOtpxsOdlyOsHlNGzYMOL5xA9mFJEvArNUda5//yVgiqreHm8aG8xojDHmJHNSD2bcCZwSel8M7EpQXYwxxphe5WQIFJYDY0RkhIikAdcBzyS4TsYYY0yv8Ikfo6CqTSJyG7AESAYeUNW1Ca6WMcYY0yt84gMFAFV9Hng+0fUwxhhjepuT4dSDMcYYYzrIAgVjjDHGxGWBgjHGGGPiskDBGGOMMXF94m+41BEishfY1olF9gf2dWJ5vZW1g7VBwNrB2iBg7dAz2mCfql4S6wMLFLqBiKxQ1cmJrkeiWTtYGwSsHawNAtYOPb8N7NSDMcYYY+KyQMEYY4wxcVmg0D3mJboCPYS1g7VBwNrB2iBg7dDD28DGKBhjjDEmLutRMMYYY0xcFih0kIg8ICLlIrImlDZRRN4SkQ9E5E8ikuvTU0XkIZ++TkS+H5pmq09/T0RWJGJeOqqdbZAmIg/69NUickFomkk+vVREfiUicf8XvSfqxHZ4RUQ2+HXhPREpTMDsdIiInCIif/Pr91oRucOnF4jIiyLykX/O9+nil3WpiLwvImeFyrrJ5/9IRG5K1Dy1Vye3QXNoPehV/3bbgXYY57eVehG5q0VZl/htolRE7k7E/HREJ7dB4o8RqmqPDjyAacBZwJpQ2nJgun99M/Bj//p6YJF/nQlsBYb791uB/omen25og28AD/rXhcBKIMm/XwZ8GhDgz8CliZ63BLXDK8DkRM9PB9tgMHCWf50DbAROB/4FuNun3w383L++zC9rAc4F3vHpBcBm/5zvX+cnev66sw38Z4cSPT/d2A6FwNnAT4C7QuUkA5uAkUAasBo4PdHz151t4D/bSoKPEdaj0EGquhSoaJF8KrDUv34RuDrIDmSJSArQB2gAqrqjnl2pnW1wOvCyn64cOABMFpHBQK6qvqVuq3gYuLKr696ZOqMduqGaXUpVy1R1lX9dDawDioDZwEM+20NEl+1s4GF13gb6+nVhFvCiqlaoaiWu7WLeBKan6cQ26NXa2w6qWq6qy4HGFkVNAUpVdbOqNgCLfBk9Xie2QY9ggULnWgN83r/+InCKf/04UAOUAduB/6eqwYFFgRdEZKWI3Nqdle0i8dpgNTBbRFJEZAQwyX9WBOwMTb/Tp/V27W2HwIO+i/FHve0UTEBEhgOfAt4BBqpqGbidJ+6XE7hlvCM0WbDc46X3KifYBgAZIrJCRN4WkV4VOIe1sR3iOZnWhdYk/BhhgULnuhn4hoisxHU3Nfj0KUAzMAQYAXxbREb6zz6jqmcBl/ppp3VznTtbvDZ4ALehrwDuA94EmnDdri19Ei7FaW87ANygqhOA8/3jS91a404gItnAE8Cdqtpar1m85d7r14dOaAOAoeru1Hc9cJ+IjOrkana5drRD3CJipH1S14XWJPwYYYFCJ1LV9ao6U1UnAY/izq+B29j/oqqNvrv5DXx3s6ru8s/lwFO4oKLXitcGqtqkqt9S1TNVdTbQF/gId9AsDhVRDOzq7np3tg60A6r6sX+uBv5AL1sXRCQVt1NcqKpP+uQ9QXe6fy736Ts5uiclWO7x0nuFTmqD8H5hM27syqe6vPKdqJ3tEM/JtC7E1ROOERYodKJglLqIJAE/BP7Tf7QduMiPcs7CDVxaLyJZIpLjp8kCZuK6rHuteG0gIpl+HhGRzwJNqvqh736rFpFzfVf7l4HFial952lvO/hTEf19eipwBb1oXfDL7nfAOlX9ReijZ4DgyoWbiC7bZ4Av+23iXOCgXxeWADNFJN+PCJ/p03q8zmoDP+/pvsz+wGeAD7tlJjpBB9ohnuXAGBEZISJpwHW+jB6vs9qgxxwjEjmSsjc/cL8Sy3CDT3YCtwB34Ea3bgR+RvSGVtnAfwNrcRv8d3z6SNw569X+s39M9Hx1YRsMBzbgBvW8BAwLlTMZt/JvAv49mKa3PDqjHYAs3BUQ7/t14d+A5ETPWzva4Dxct/D7wHv+cRnQDzd48yP/XODzC/Affpl/QOhqD9xpm1L/+B+JnrfubgNgqn+/2j/fkuh56+J2GOS3myrc4N6duAHO+Ok2+jbqNfvHzmoDesgxwu7MaIwxxpi47NSDMcYYY+KyQMEYY4wxcVmgYIwxxpi4LFAwxhhjTFwWKBhjjDEmLgsUjDHGGBOXBQrGmE4n7q+3/+pvOBWkJYnIUhH5z9amNcb0LBYoGGO6wjdxt9/9n6G07wIDW6SdMH9nw5TOLNMYE2WBgjGm06nqIeBG4B4ROUNEJuJuZX29qtaKSH8ReVBEdopIuYgsEpEBwfQi8i0R2SAi1SKyTUTuDXon/O2uVURuF5FVQC1wZiLm05iTgQUKxpguoarvAD8HFvrHvaq60t8H/0+4f9Q8HfePqnU+T2AHcAnuNrZXAV8F/keLr7gZuAZ3i/QPum5OjDm52S2cjTFdRkSSgbdxf7M+VVUj/g+QXsLd577B5xsI7AYGq+ruGOXcBxSq6vX+NEMj7m+5/9Bd82LMycrO6xljuoyqNovIWty/ZEZ88gigD1DuOheOqAeGArtF5AbgW7g/xUkG0oHXWhS/tQurbozxLFAwxnS3bbh/ySvQGF2aIjIC+D3weWCJqjb6HoWSFlkjLac1xnQ+G6NgjOlu7+D+ZvuXIlIAICKFInKt/zy0qx2KAAASWUlEQVQb9xfMe4EmEZkK3JCQmhpjLFAwxnQvVW0GPoc7nbBKRKqAt4Bp/vMPgB8DzwEHgLuARxNTW2OMDWY0xhhjTFzWo2CMMcaYuCxQMMYYY0xcFigYY4wxJi4LFIwxxhgTlwUKxhhjjInLAgVjjDHGxGWBgjHGGGPiskDBGGOMMXFZoGCMMcaYuCxQMMYYY0xcFigYY4wxJi4LFIwxxhgTlwUKxhhjjInLAgVjjDHGxGWBgjHGGGPiskDBGGOMMXFZoGCMMcaYuCxQMMYYY0xcFigYY4wxJi4LFIwxxhgTlwUKxhhjjInLAgVjjDHGxGWBgjHGGGPi6pGBgojMERH1j+GJrk9vIyIXh9rvvETX53hEZHSovjcmuj7x+Hq+KCIHfV1XdMN37vTfNb+zp+lI2R0lInNDy7i4q78vkUTkET+fpd3wXV8SkQ0i0uC/87au/k5z8un2QEFEXgntMFo+5vhse4F3/KO+i+oxRkT+IiK7RKReRCpF5D0RuUtE2tUuIrKglXkKHq+0o7xeceA8Cd0HXAxkAiuAD7rhO1fhtoNNXTyN6WVEZDDwADAWqMQt890JrVQMIlIkIotEpDS0X3spRr5sEflnEVknIrUiskdEHhSRQS3yjRGRhSKyw++794nIUhG5JpQnpZV98T3Hqe+9Pl9TJ7bBbBF5WkS2ishhEdnrj4WXx8h7vYi8KyJ1IlIhIv8tIiNb5PlnEXnH52k1ABeRm0VkmYjU+Mc6EbmjPfVPad/sdqoG4N0WaXsBVPU54Lku/v4iYBqwDdgFjAAm+kcK8LN2lLUJt5EC5AKn+deb8fMEfHiC9TUnQERSgSZV1RMoZrx/flxV/74TqnVcqvr57pjG9FwikqqqjTE+Gkt0H/5lVV3SShlJQJKqdtrBrx0GA9fi9rU1QFacfM/h9skRYA1wCjAHOE9EzlLVahFJBv4KFON+RK7F7bvPB84XkXNUdVmLct/FHW8COztjptrpi8BsoAIoBcYB04HpIvIFVX0KQES+Cvynn2YzMAC4BtcGE1W1PFTeKUC5f45JRH4NBL1Mu4A9wCDgQuDf2lx7Ve3WB/AKoMDWVvLM8XkUGO7TBPgnP6PVwO+BO1rma0c9UnEbTvA+B7cSK/CnE5i/C0J1mhPj80zgp7jgogG34iwGzvSfzw1NH368FGqb5cA+oNFP/2dgcug7Lg5Nd14rdX3E5ynFbcgbfBu8CoyJlS+UFq5ncYzybgK2A1XAr4EMXPBVgVth/zFU1uhQWbcBC4FDfln/sEWd84BfAlt9+5UBvwHy4szXLcAW3M4nO047JAPfxQVz9b7OLwEXxKhf+DE/TnkpwP/xy/gw7tfeu8BPQnl2tiwjTjvHypcL/D9ffr1v0xeBvq1MMwF4A6gD1gGfi5OvLe07DrfO7vHfv8t//2dbWdfC68slwGu+LhuB2T7P+FCei0PTzgylj27lO64GPvLlvgpcEZruxlC+U4E/4nayDb4O3wYkRrs/CPwY90u9Eng4vB4BfYFHcdtNGfCDOMsxCbgdeN/X74Bvw9PitNE1wErcNn5FjHm9l9jr5Hmhz5p8G6zzr0v8tFcCr+O2sTrgPeDWFutvUN5PfRscwq1vnwdG4Q7WNbjeqynH2SdmAv396/cI7c9Cec4Ifec3fVo/3PajwF0xtsXv+LTzw+0WYx6K27H/fj1Ou94YqtNvgB1+2ZQDfwBGHKfcrwDnhN6fg9snKfCET8vAbcsKLPJpxb7tFfhFaPpi3DHxznjzCXwm9NlXWnyW09Y2UdVeFSh8PZRWhtuQD7XM14H6vIjrRt4XKut7JzB/F4TKmdPiM/EbmPqVZB3uoKR+o5uA2xDfDZVRCrwN/MqX8Z9+49mA2+jqfb6DwACfp72BQiNuh7kutPK+GiNfWwOFeqI7liDPWtzOcUco7cIYG/8hn6cslHarz5ceaps6YDXR4G4ZkBKjHs3AetxBLV6gsCD0XR8B+/3rZtxBqtgvg6Cty/3778cp71tEd9SrcQeiOmB9KE+HAgXfBsHOVnG/0jb6uhbHmaZPKK3BL4saX6eWZbelfVf7tArcwSwo++5W1rXw+nLIL5Nqouvf6S32D4+Gpp3n015vpfwzfRsobpvawNH7h2BHPxa3Hgb1fz803S9jtHuDL29LqKz/Fcr3ZCh9A247DL43vBzvD+Vbi1sfgzoMj9FG9b4OpcDlMeb3q7jANlzm27gD7r0tytmE26ZKOHrfuhsXEAbvf+zLDh9k6/y0lUT3U1t8mbU+bROQ3Mb9Y7xA4czQd97m0/KJBgov+LQ03Dof1G2Vr1sjLohLjTEP+3xd1+J+EKS1Ur/fhpa9+jZ9G5iFC3iCNm/05QX12wMMacdxIjm0nvzBp00Pfe8XQ3mDY8baGOW0Fij82qcfABYR/ZH2AD5wa3N925O5Mx5EdwSxHsEvovDKHGxE2/375bgdWiqwtGW+DtTnQKiMCC6ClhOYvwtC5c1p8dlnQ5/d6dOG4HYuCjzm08IHzhtblHEq0Cf0flwo700+rb2BggKX+rRfET1IprXI19ZAQXERcxLwMdEd1lBcz01wwL03xvy+hNuI0nEBnAKbfL6bie68x/m0kUR39NfGqMctPi0p1nLFHTiCvPf5tFyiQc47obzHHNzjtGtwUPhtKK0PMLW1suK0c8uDftAGiv9FFVovsuJM85XQNJf7tEtCaS3LPl77BgeIT4e+/xRgbCttEl5f7vFpQ4kGIr/zaV8kehDI9+tCuU+b20r5f/B5qoEin/Z/Q98ZBAoP+/cf4gNHXO+X4gK7IS3asBLXdZ5ENIh6Pca683992iCi+5TS0PodBOA3+7QMXGCuwP0x2uhhfI8ncQ7CxNnOOTpQuDeUnhSar7dx25jgeleCbTSPow+yq3EH5/D68ryf7quhtLg9PS3qHC9QSMEFbcG+ZzXRgF0JHSSBYRz9Y0pxp3jvbFGe+jLeIxroKLDwOHU80iPTIj28HV3p0yYS3T5+3pY2aFFWM9GeyxtD5U8P5X3Up1XHKKe1QOGF0Gf1uNM5Tf79G4R61I/3SORVDw1EBywGj5jnz0Qkl+h5mKdUtV7dObvHT7QSqtoXyMadP6rBRZy3nGi5cZwdev0H//27cN2kAJPbUEY+8Cc/+DLolQgM6WC99qvqn/3rYCxFEu78WEfsVdV3VDWC+zUCsFpVt6tqNS7CBxgYY9onVLVZVetxXbMAI0QkExd8gAsS14mI4g7owXp8bouyqnHRM6oaUb/1tBBu82CZVBEdI3OWiMhx5relZ/3zrX6w7Cu47usD7SwnlqAN6oFfBImqukFVa+JMM8E/16ob/4Oq/gX3SzlW2cdr32D+XhWR9SLyNPAFXFDYFo/5OmzHHbDA/doFeAr3qycduAF3znoA7pfbH1spM5j+NVUN6vFojHzBPJ4GVPt5XODTkjl6GwV4WVXL/Lq8wacF621JKN8f/TztJro9B87GHVgBfue/8zAuyIdj11twPYgRX2ZzjM/b6r7Q60G4sVkAT/r9qOJ+bYILCM5oMf0SVW3A9TwEnvXTbQ6lxdqW20zd2IlLcQHSHtzpjdVEx7E1AvgxCr/F9UD8Grfv/gLQH/iliFzn8zfjlnV/VT0T1ysYLJfr/UDQ9grWjVpVfdrXezWuZwHatv9GRO7E9Qwr7jTLK8FH8SbpQF3h6DGIX1LVElxgATAVOKsjBXW3MlWNtYHEonFedwq/g31GRF4ErgL+N9DVl4y1ez58wPQXXNRfh9uIGonu/JI7WJfwASwcrAUraFDXcPl5rZQXPgA1xUgLyjveBtDy8+B9rIGw4H55HvU+TnAQT6esW6r6nIhMwp1nPgO3QU7HBQ7jfHDY3jaN+VUnmL+j7Xs97oB+AXA67tfmbNxB/ep21umoOqhqk4j8F/DPuID9Df/RUz6AO57jtUnwffuIfVVIXYv3sbaNjq63ED1dGLaDY3XG1QvNqrovzmdtXXeCNm+KkRYuo6MHs2iFXIB305EC3QDMjf7tev88E3caAOBBv+9+SkQqgAJcL8siv90fGdSoqjU+oJ3uk07Bnd7sNiKSggtuvobbxm5W1YWhLNtDrwtjvI61nrQmHLgHl3IvD6UND6W3qkfeR6El/ys0aMTPi0iqH8V+Tcu8InKV/5WzXkSKWn4eyvd3IjIi9H4Q0YgwK5R+W1BeJ8xKeCHd4MsfQnTlDRZabShfeITwaUQPJl9W1UnAXZ1Qr+MJDhCDRCTLb8BdNbL+KhFJFpE03IA7gC2qWkt0w08BblfVc32weT4uuFt4bHHHFd5QgmWSCwSXLa1qZ7CBiEzEBcI/UNUrcIOKwJ12CX6VBG06yk/THzcfxxNcXZNO9NdBcEltvNHka/xzlohc5vPP9PUJa2v7TsP1/HxVVc8Hfu7TL2pD/cGdXsBfzhUEuWtCn8/DHZjOxJ2GBHjoOGUGl6qeF7qcLtaVKcE8HsINEgzmcRbwG23lyoEYwnUO5qmQY5djeLt/JPhO/723EeoZ6ko+QA0OHleLSLrvLQt+hTfguv8TQkTO8tsevl4/xG8fRHs9wsH0FJ93FG5QKbheYUTkAhH5gt9XISJ9iO6zFDfOIZ5g/5vkpwsEyzFTRK705U4kejVU3IOuiOThTtl8DRekzmgRJIDbtiv966v9dMXBfOJ+JLbHC6HXQe9BuNdjI23V1nMUnfWgcwYzfow711YTI98x08b5jqdx5w134Lq4Doemuy+U754gvY3zd0GonDktPms5mPFDjh7MeIZGzyUG59SqcCvQ13EjbmtC+d/H/fIIvu+H2sq5yxh1bevYg8tCaRtwO+XmGPlilReMIn4plNbyHHqswYy7Qmlf9fkyOPo85lrcqZfgnPl58epxnGW2IPRdHxEd2NoMzIxX71bK+5mfdjtusF9QXiP+ahLgX0Lf+Zaf3+aW9Y7RVi0HM271y6S1wYyZofZswB3gDvvX4Xxtbd/duPVvva9Lo//81VbapOVgxvBA3iZgfIv8fwzl38lxzqdy9GDGg0Sv4AnKCMYonBb63lpcz8kWPw9N8dq9lfX76dB3rMf1QNTFyDePo5fZaqIj3H8Yo42OO1Kf449RaIoxzZzQNG0ZzBjU7ZhxU/G+P8Z3DsUNyiwlOj6p1r8PD/D9d992azh6vxYe2DqA6L6xGbcvCg+KndKiLQ+1aGsF5h2nXb8QyrsFd3psGMcOZgy2I+U4gxlxPdTh5f926PGrUL7wcW4T0fFre4BBoXyLfPvtbVHXUqJXEaXighv17f4B0TEKT7Zl3xg8ekWPgnc/rjtyLy6qfA038DBwuJ3lPY9rxExcRNiAW2i3A//zRCsbi7qldwXuQLIVGINbcH8CPqOq7/t8Edxgl02+flOAoaq6H/g73E42GbdRze6Kurao9/O4ti/DjYNY6993hbtxg1Rzccv6HtxOFlWtw/2avQ93EB6D23F8gPvFu+7Y4trkFuB7fvqhuHO1f8VdovdCaxPG8Qou+hfceewkXBf6Var6kc9zL+4c+kHcdeALaMOYG3VjN6YB/4o7RzwE1wZ/w+0UY01Tizv/+zZuJ5GB6+Itb5Gvre37O9w60B934N2Du1z5+uPV37sGN8gsDbdj+6Kqrm2R5z9Cr3/vt4m4VPU93LZRigumynHbUOCwz7cO14vxR1x7jff1+BuhHpp2uNmXdRjX9f3vuCshWvqaL/993Pn8EUQvPX26A9/bIaq6AHd69U1cj9Ig3IH0a6r6oy762jRcz8Ao/xrc4N5RuAAksAy3/Ebg9vGrcZfA3xCq/17cJaB/wP1gHINbjn/BXUUV9BgtxY1l2IEbkCu4X/y3Av9wnPouxo1t2o/rnj8HN4C8FtdbdD8ukDkVF6Q8CpyrrscmnozQ62G+zOBxemj+fgN82c97Me4H5ZO440P4dFQxrv36h9KG+7QcX1Yj7lTN/bhAaTQugP4+0V6kNhEfefR4vusmQ1X3+PfJuPsHfBa3wRVpb5kZY0yr/OmDYMd7mqpuaC2/n2asqm4Mvf9fuHuvgBuVb3eqNKYDEjmYsb1GAO+ISHCzoYm4CArgBxYkGNP7ichA3Dn74EqBxW0JEryV4v5fYRuuZ+hTPv13FiQY03G9qUehCNcd9CncJYKHcF1Jv/Rd48aYXk5ERhO9u+IruEG7e1udKDrtw7gxQgNx55DX407p3K8ndomhMSe1XhMoGGOMMab79abBjMYYY4zpZhYoGGOMMSYuCxSMMcYYE5cFCsYYY4yJywIFY4wxxsRlgYIxxhhj4vr/p10qyPx0o0oAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gender_data = data.groupby([\"year\", \"sex\"]).sum()\n",
    "gender_table = gender_data.pivot_table(index = \"year\", columns = \"sex\", \n",
    "                        values = \"suicides_no\", aggfunc = \"sum\")\n",
    "# Plotting\n",
    "plt.rcParams[\"figure.figsize\"] = [8, 6]\n",
    "gender_graph = gender_table.plot()\n",
    "\n",
    "gender_graph.spines[\"right\"].set_visible(False)\n",
    "gender_graph.spines[\"top\"].set_visible(False)\n",
    "\n",
    "plt.xlabel(\"Year\", size = 13)\n",
    "plt.ylabel(\"Total Suicides\", size = 13)\n",
    "plt.title(\"Fig. 3. Total number of suicides by gender from 1985 to 2016\", \n",
    "          x = 0.45, y = -0.22,\n",
    "          size = 14, fontweight = \"bold\")\n",
    "\n",
    "gender_graph.set_axisbelow(True)\n",
    "gender_graph.yaxis.grid(color = \"gray\", linestyle = \"dashed\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Total Suicides and Year by Age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of observations for each age band:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "35-54 years    4642\n",
       "55-74 years    4642\n",
       "25-34 years    4642\n",
       "75+ years      4642\n",
       "15-24 years    4642\n",
       "5-14 years     4610\n",
       "Name: age, dtype: int64"
      ]
     },
     "execution_count": 267,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking to see if the age groups are balanced in terms of number of observations\n",
    "\n",
    "print(\"Number of observations for each age band:\")\n",
    "count = data['age'].value_counts()\n",
    "count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Therefore, the number of observations is roughly equal for all age bands."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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K7rsv3aF97Nix7Nq1i2XLlgEwfPhwRowYwbx58wDo27cvU6ZM4eqrr2bHjh0ATJ8+neXLl7Nu3ToAxo8fz/bt27n55psBOOaYYxgyZAjz588HoH///kyePJnZs2ezc+dOAGbMmMENN9zA+vXrAZg4cSJbtmxhxYoVAIwcOZKBAweycGGaNX3AgAGccsopzJo1i927d9OtWzdmzJjBddddx8aNGwGYNGkSGzZs4Lbbbuu0/6fOxJ+n1v88dSaV86cz/p/a03Vv5syZNctfEU1P5SBpAzAkIp4qpPUC7ouIus7I3IRxXUSMaGyZpAsBIuLzedli9jRDfDIixuf0yiyYlwBbgENzLcNrKutVto2IWyT1INWY9AMuqHWMiGi0CWPUqFGxatWqet6uWYvRp2rFvx1TXOSpZFrbUi1t6yw0mzExpq2z0FXUvOjU24myJ+mLt+hg0qiM55Yb6bDCy39lT23GtcC0PILiKNJtw1cAK4GhecRFT1InyGsjRUA3AVPy9mex55bj1+bX5OW/yus3dAwzMzOrQ73zQMwDrpf0WeCPwJGk+2DMq2djST8ExgAH59qMi4Axko4lNR08BJwDEBFrJP0I+D2wCzg3Ip7J+zkPWAx0B66IiDX5EB8G5kr6DHAHcHlOvxy4KneS3EoKOho9hpmZmTWt3iaMnqQv/bcDA4BNwFXAp/JIhi7BTRjWHrgJw54PN2HYc1DzolNXDURE7AQ+mh9mZmbWxdU9kZSZmZlZRWMTSW2MiAH5+XYaGOYYEX1aKG9mZmbWTjXWhPH2wvMpDa5lZmZmXU5jE0ktKTxf3DrZMTMzs46grj4Qkj4m6fiqtNdIcqdKMzOzLqjeTpTvBtZUpa3J6WZmZtbF1BtAvBB4sirtr0Dv5s2OmZmZdQT1BhAPAGOr0t4APNi82TEzM7OOoN6prL8I/EjS14D7SfeOeA9wXktlzMzMzNqvemeinCdpJylgeDvp3hXvjIiftGDezMzMrJ2qtwaCiPgp8NMWzIuZmZl1EI3NRHlQRDyWn/dtaL2I2NoSGTMzM7P2q7EaiD8ClWmqH+Ufp7JWTuveAvkyMzOzdqyxAGJk4fnRLZ0RMzMz6zgam8r6/sLze1snO2ZmZtYR1NWJUtIHGloWEV9uvuyYmZlZR1DvKIy3Vb0+DBgArAIcQJiZmXUx9c4D8ZrqNEnnA/s1e47MzMys3at3Kutavgac21wZMTMzs47j+QQQR1NiIiozMzPrPOrtRPkz9p4H4oXAq4FvtUSmzMzMrH2rtwZhddXrvwJfjIjFzZwfMzMz6wDq7UR5YUtnxMzMzDqO0n0YJE0DjgWWR8T1zZ8lMzMza+8a7UQp6ceS3l14/WHgKuAU4KeSzmzh/JmZmVk71NQojOOAawuv3w+8KyJGAGcB72mpjJmZmVn71VQAcVBE/AlA0suAvsAP8rJrgMEtmDczMzNrp5oKIP4mqVd+PhJYExF/Kyz3PBBmZmZdUFMBxG+AT0g6EpgBFIdtDgUeaZlsmZmZWXvWVABxAfBvwDrSDbSKN876d1KAYWZmZl1Mo00QEXE/MFjSAGBTRBRno/w68FRLZs7MzMzap3onktpYI21z82fHzMzMOoLnczMtMzMz66IcQJiZmVlpDiDMzMysNAcQZmZmVlqDnSglXVrPDiLivc2XHTMzM+sIGhuF0a/VcmFmZmYdSoMBRESc1poZMTMzs47DfSDMzMystLoCCEl9JV0u6SFJT0raUXm0dAbNzMys/am3BuJS4GXA+cBu4O3A74CPtFC+zMzMrB2r93bcJwOvjIhNki6PiPmSbgd+AHy15bJnXZLU1jloPnvdPsbMrPOotwZiX/bcuvspSb0i4kFgeMtky8zMzNqzemsg7geOBe4gNV38l6QngC0tlTEzMzNrv+oNID4O7F94/uP8+p0tkSkzMzNr3+q9nffiwvPfAoNaLEdmZmbW7tU7jPOOBtJXNW92zMzMrCOotxPlkAbSBzdXRszMzKzjaLQJQ9IHKusVnlcMBTa2SK7MzMysXWuqD8Tb8t99Cs8hTSb1CO5EaWZm1iU1GkBExGsAJH03IhwsmJmZGVBnH4hK8CDpAEkjJB3QstkyMzOz9qzeURh9JF0DPEaaSGqrpB87kDAzM+ua6h2F8WWgD2k2yt7AK/PfL9WzsaQrJG2WtLqQ1lfSjZLuz38PyumSdKmktZJ+J+lVhW3OyuvfL+msQvpISXfnbS6V0s0UnssxzMzMrGn1BhBvBKZFxO8i4smI+B1wek6vx2xgQlXaBcCSiBgKLMmvK8camh8zgW9BCgaAi4BXA6OBiyoBQV5nZmG7Cc/lGGZmZlafegOI7sDOqrSdOb1JEbEc2FqVPAm4Mj+/EphcSP9+JLcCB0o6DBgP3BgRWyPiMeBGYEJe1icibomIAL5fta8yxzAzM7M61HsvjCXA9yS9LyI2ShpAatb41fM49iERsQkg3ya8f04/HHi4sN6GnNZY+oYa6c/lGJuqMylpJqmWgkMPPZTLLrsMgNGjR9OvXz8WLVoEwKBBgxg3bhyzZs0CoGfPnkyfPp0FCxawefNmAE499VTWrl3LXXfdBcAJJ5xA7969Wbw4zRQ+ePBgTjzxRGbPng1Ar169OOOMM7jmmmvYujXFX1OnTmX16tWsWbMGgJNOOokePXqwZMkSAIYNG8Zxxx3HnDlzAOjTpw/Tpk1j7ty5bNu2DYDTTz+dlStXct999wEwduxYdu3axbJlywAYPnw4I0aMYN68eQD07duXKVOmcPXVV7Njxw4Apk+fzvLly1m3bh0A48ePZ/v27dx8880AHHPMMQwZMoT58+cD0L9/fyZPnszs2bPZuTPFojNmzOCGG25g/fr1AEycOJEtW7ZwbPU/oQOrnC/N+X/qTPx5avnP04oVKwAYOXIkAwcOfJ7/sfalcv50xv/TwoULARgwYACnnHIKs2bNYvfu3XTr1o0ZM2Zw3XXXsXFjmopp0qRJbNiwgdtuuw1o/s/TzJkza5a/0o/2xknqR7qB1onA30mBx3JgakRsbnIHaR9HAtdFxIj8+vGIOLCw/LGIOEjSIuDzEfHrnL4E+BDwBmDfiPhMTv84sCPn4/MRcXJO/2fgQxHx5rLHiIjbGnsPo0aNilWrPHt3i0tdWDqHOj5fZelTnad84qLmLx9r3FItbessNJsxMaats9BV1Lzo1DuMc0tEjAFeAvwLMCQiXl9v8NCAP1eaDfLfyr42AEcU1htImvGysfSBNdKfyzHMzMysDo0GEJK2FV9HxIMRsTwiHmyGY18LVEZSnAUsLKSfmUdKHA88kZshFgPjJB2UO0+OAxbnZdslHZ9HX5xZta8yxzAzM7M6NNUHolnqSiX9EBgDHCxpA2k0xSXAjySdDaxnz1TZ1wNvAtaSmij+AyAitkq6GFiZ1/t0RFQ6Zr6bNNJjP+Dn+UHZY5iZmVl9mgogmqWBMiJOa2DR2BrrBnBuA/u5AriiRvoqYESN9L+UPYaZmZk1rakA4gWS/uELuygi3tGM+TEzM7MOoJ5hnM+0eC7MzMysQ2kqgHjKd+E0MzOzavXORGlmZmb2rKYCiM4zY42ZmZk1m0YDiIjo3VoZMTMzs47DTRhmZmZWmgMIMzMzK80BhJmZmZXmAMLMzMxKcwBhZmZmpTmAMDMzs9IcQJiZmVlpDiDMzMysNAcQZmZmVpoDCDMzMyvNAYSZmZmV5gDCzMzMSnMAYWZmZqX1aOsMdEXqRDdJj2jrHJiZWVtwDYSZmZmV5gDCzMzMSnMAYWZmZqU5gDAzM7PSHECYmZlZaQ4gzMzMrDQHEGZmZlaaAwgzMzMrzQGEmZmZleYAwszMzEpzAGFmZmalOYAwMzOz0hxAmJmZWWkOIMzMzKw0BxBmZmZWmgMIMzMzK80BhJmZmZXmAMLMzMxK69HWGTAzM2svli5VW2eh2YwZEy26f9dAmJmZWWkOIMzMzKw0BxBmZmZWmgMIMzMzK80BhJmZmZXmAMLMzMxKcwBhZmZmpTmAMDMzs9IcQJiZmVlpDiDMzMysNAcQZmZmVpoDCDMzMyvNAYSZmZmV5gDCzMzMSnMAYWZmZqW1eQAh6SFJd0u6U9KqnNZX0o2S7s9/D8rpknSppLWSfifpVYX9nJXXv1/SWYX0kXn/a/O2auwYZmZm1rQ2DyCy10fEsRExKr++AFgSEUOBJfk1wBuBofkxE/gWpGAAuAh4NTAauKgQEHwrr1vZbkITxzAzM7MmtJcAotok4Mr8/EpgciH9+5HcChwo6TBgPHBjRGyNiMeAG4EJeVmfiLglIgL4ftW+ah3DzMzMmtAeAogAbpB0m6SZOe2QiNgEkP/2z+mHAw8Xtt2Q0xpL31AjvbFjmJmZWRN6tHUGgNdGxEZJ/YEbJf2hkXVVIy2eQ3rdclAzE+DQQw/lsssuA2D06NH069ePRYsWATBo0CDGjRvHrFmzAOjZsyfTp09nwYIFbN68GYBTTz2VtWvXklpaOodKeYwfP57t27dz8803A3DMMccwZMgQ5s+fD0D//v2ZPHkys2fPZufOnQDMmDGDG264gfXr1wMwceJEtmzZwrFt8D5aSqV8TjrpJHr06MGSJUsAGDZsGMcddxxz5swBoE+fPkybNo25c+eybds2AE4//XRWrlzJfffdB8DYsWPZtWtXG7yLltMcn6e77roLgBNOOIHevXuzePFiAAYPHsyJJ57I7NmzAejVqxdnnHEG11xzDVu3bgVg6tSprF69mjVr1gDN+39atmwZAMOHD2fEiBHMmzcPgL59+zJlyhSuvvpqduzYAcD06dNZvnw569atA5r387RixQoARo4cycCBA5/nf6x9qZw/zfl/6kwq5fN8P08zZ86suX+lmv32QdIngb8C7wTGRMSm3AyxNCJeKuk7+fkP8/r3AmMqj4g4J6d/B1iaHzdFxMty+mmV9SrbVh+jsfyNGjUqVq1a1Qzv83nvot1okdPHBdQofarzlE9c1H6uP13FUi1t6yw0mzExptn3uXRp5/l8jRnTbJ+vmoXSpk0Ykl4oqXflOTAOWA1cC1RGUpwFLMzPrwXOzKMxjgeeyM0Pi4Fxkg7KnSfHAYvzsu2Sjs+jL86s2letY5iZmVkT2roJ4xDgp3lkZQ/gBxHxC0krgR9JOhtYD7wtr3898CZgLbAD+A+AiNgq6WJgZV7v0xGxNT9/NzAb2A/4eX4AXNLAMczMzKwJbRpARMQ64Jga6X8BxtZID+DcBvZ1BXBFjfRVwD80bDV0DDMzM2taexiFYWZmZh2MAwgzMzMrzQGEmZmZleYAwszMzEpzAGFmZmalOYAwMzOz0hxAmJmZWWkOIMzMzKw0BxBmZmZWmgMIMzMzK80BhJmZmZXmAMLMzMxKcwBhZmZmpTmAMDMzs9IcQJiZmVlpDiDMzMysNAcQZmZmVpoDCDMzMyvNAYSZmZmV5gDCzMzMSnMAYWZmZqU5gDAzM7PSHECYmZlZaQ4gzMzMrDQHEGZmZlaaAwgzMzMrzQGEmZmZleYAwszMzEpzAGFmZmalOYAwMzOz0hxAmJmZWWkOIMzMzKw0BxBmZmZWmgMIMzMzK80BhJmZmZXmAMLMzMxKcwBhZmZmpTmAMDMzs9IcQJiZmVlpDiDMzMysNAcQZmZmVpoDCDMzMyvNAYSZmZmV5gDCzMzMSnMAYWZmZqU5gDAzM7PSHECYmZlZaQ4gzMzMrDQHEGZmZlaaAwgzMzMrzQGEmZmZldajrTNgZtactHRpW2eh2cSYMW2dBbMGuQbCzMzMSnMAYWZmZqV1+QBC0gRJ90paK+mCts6PmZlZR9ClAwhJ3YFvAG8EXg6cJunlbZsrMzOz9q9LBxDAaGBtRKyLiJ3AXGBSG+fJzMys3evqAcThwMOF1xtympmZmTWiqw/jVI202GsFaSYwM7/8q6R7WzxXzeNg4NGWPohqlWDH0Crl04ELqHXOn0+6fBrTYUun1T5fLX6EltI65dN8BfSLiJhQndjVA4gNwBGF1wOBjcUVIuIy4LLWzFRzkLQqIka1dT7aK5dP41w+jXP5NM7l07jOUj5dvQljJTBU0lGSegLTgGvbOE9mZmbtXpeugYiIXZLOAxYD3YErImJNG2fLzIW2WpMAACAASURBVMys3evSAQRARFwPXN/W+WgBHa7ZpZW5fBrn8mmcy6dxLp/GdYryUUQ0vZaZmZlZQVfvA2FmZmbPgQMIMzMzK80BhNVNks+XRrh8Gufyqc3lUh+X094kdZPadqIZ/0OsLpK6RcTu/Lxf/ttxp3FpZlXlc2D+6/LJXD7/qPIFUCiXfdo6T+2Vrz97q5RHRISkw3Jaq5eHAwhrVOWkjIjdko6UdCXwRUk9wz1wn1Uon8uBD0rq4fLZw+WzR/Ezlb8ATpD0XdK9eazA15+9VZVHf0mXAfMk9WmL8nAAYTVVqgvzBa6bpGHA1cBvgHPzzce6rHwn18rzbpJGAz8mTU72uYjY1WaZawdcPrXlX45ReH0R8CVgCXBLm2WsnfH1Z2/F8siv+wOzgPuBiRGxrS3y1eXngbDaCtWFbwTeANwD7AQWACdIOgS4MyLW5GrYLvVrICKeAZD0FuBlwCOkadC/Dxybq+nviYgHi9WvXYXLp7bC5+oi4BpgN/B1YD4wLDdj3NNVA6wKX3/2ViiPfwbOBpYCLwBuAF6fm3XWR8SNrZkvzwNhwF5VY5Gj3X7AF4FNwNyIuFPSYuBvwO+BY4EhETGsrfLcmmqUT3/gm6Sy+GlE3CZpJam8HgJeDhwaESPaKMutyuVTW/WXm6ThwAdIX4ZfBl4DfBr4FanMXgBcHxFfboPsthlff/5RJbDOtXm9gE/kv3Mj4v8kXUq6e/Rq4CjgeGB8RDzYWnl0DYQhqXvhF+M+EfF34M+52vmOiLgzrzolIrbn9boBP5M0ICI21t5z51BVPpVfy49IGgdsiojb8qrjIuKxvF5v4HJJB0bE422T89bh8qmtWC759T6kL77TgOMi4n7gfkm/iYgHJL0AOBN4pvYeOydff/ZW6CC5u1Ae2yUdARxKCsABPhQRTxW2WwQc2Jp5dR8IK1Y3fwL4tqS35UXvBY6RtG9+/WTuuPMF4HfA8s724a2lqnw+k6tVAWYAUwqr7pB0kKSLgVuBWzrrl2ORy6e2iHhG0v6SviBpMtAvIuYAPwPOKKz6sFJP+s8A7wPubYPsthlff/ZWaK44H1gg6RxJfYCPk+7P/aK83lOSXiTp45LuItVE3N2aeXUA0QUpK7x+iaSfkaLXWcAnJZ2W29PuBy6EZ0/snsABwJsj4gutn/uWVyyb/Hq4pOWk8lkCzJL0moiYC6yT9LG86jPAi0nVihMj4iutme/W4vKpTVXzFEiaSur09wTwUuCqvOgbwD9JOia/PoBU87AvqWbi162T47bh68/eiuWRn/aXNAsYBnyQFIR/MNdY3QS8IwcUkJp09gOmRcSHW73vTET40YUeQLfC8/3z396kIWSHAN8B1gKzgZcAQ0gd4IbW2he5H01neVSVzwvy3wOB15KqD79N6gw4m9QEOAL4O3CQy6drlg/pV2G3GuknA4NyGfyC1GHyP/KyTwBXVZdlft69rd9TK50/Xf76U1UeB+S/PYCRwEHA10h9Pq4CJgN9SEHpqdXnSVuUh2sguphI7Wq9JX0NuEzSJNIHeQVwCalqcBipU847ImItcDnpl+OzCu10naoXblX5fEHSSaQo/w7Sxe12UtmcAMyIiNWk8hlV3I/Lp+uUTyS7JQ2T9HVJZ0h6YUT8kvQleCXwEeAUoPKreT7wV6XheERuy5akKPSb6Gx8/dlbLo99JF0C/FjS2cArIvUb+k9ga0S8HNhO6jsjUpC+M/buX6O2KA8HEF2M0vC5K0jtrN8BPgRMkdQLeCVwY6SqwieAl0gaEhEfzRfDZ0UnHXYnaRDwQ1L5LAUuBSaQfiUdAMyPiKeBPwMnSzooIt4VVcOnXD6du3xqNOOcDnyPVCYnA3Nzp8nDgZ9HxO3AY8DBkj4eEWsi4t0Rsbm4n47+hdgUX39q+irp3HgvMAl4V04fR+rXABBAd+BVEXFVRPysuIO2Om88CqOLkHQ0MBC4E3gcWE7qtLUJ+ElE7JD0U+C7uS33TtKEP5vy9p16rLWklwL7AE+TfgXdBHye1Ab7G1Lkvwq4QtILc9r/xp5RBS6fLlQ+lfci6WUR8QdS/4UPk/p5jAB+FRF/z23Vh0r6CnAYqfPk9ZX9qIvMgeHrz94kHQX8C/BdUlPFFcBFpCDha3m1bwIXSfoAaeTFf0bEw62f24Z5HoguQGl42AXAH0kXr+tIHW8+GBE/z+u8lNT2OA3YEhE35PRO9cGFmmPz+5B+SV9J+uUzixTxfyoirs3rHE6qRnwn8IeIWFRrX52By6e26i97pUl9vkpqv/8OcBzpQn9JRNySvwh7kPqHvB34Rq6a7jKBA/j6Uy3XXk0GTgT+i1QmLwfOi4iFeZ1XRcTtkk4E9ouIxYVt201NlWsgOql88XoDaba2R5WGQh0TEd+TtBR4qvDh/SawDbgw0jCzZ/fRGS9yEc9OVnMssDYitknaRfpAf5k0692Swpfjd4EHIuIS0rTD5HSXD12nfHJ7dV/SZ2dHpMl8/kJqn18CDAemRhpedxjpF+SnIuImUo3NXvcyaJt30Tp8/flHkt4K3B0R90vaHzgs0lDf+cBWUkdbcn+IwyS9PyKWF7Zvd+XhPhCdQL5YVXsVMJVURQZpHvmB+dfAbOAoSddKWk2qfv5CdVTb3k7W50p7hjwVnQKcS/pChDStcK9IE9X8APgXST+RdDewi9RxqbK/TvUl4PJpWHVfB+BbwKclTcivHyT1pP8h8ACpCed7wC+B22LPJEjP3gejvfx6bC6+/jRNqbPsq0lNNP1JnWgHSXoxqWweAX4q6Q7SaJQLK81/Fe2xPNyE0cFJWkY6+T4cEQ/VqGb9PunC1h0gIj6R03sCg0nnwD05rd1FuM+HpB6kGxTdRKpW3lp8j7kMrid9OR5F+vF9Qf71VOnUtTUi1uT1O1V1qsunNknHAj8B3hARD+W07vnX4qGkL8cvkzqPXgnMioirJL2I1M/hdcDCSvt9Z+brT1LvuS/pk0BfUqfJXcAPIuKBvOxg0mRjHaY8HEB0UIUL2vWkD+hdETGrxvL+pAv9N0ljiF8dEeuq9iXSudCuT9Yy8nvqDfxffvw0IpYUllfK56WkMdcfB/YnTeTzSI19dbby6UZ6vy6fKpL+nfSr8AsRcWED67wbOJg0AdTVEfGpGut0I4/ybMn8tgXlKZZ9/dkj164cHmla8h5RmNSpUB77kIapXkWa4+ItEbG0KnDvMOXhJowOKEe7zyjdZGUHKZodKmlUcTlARGzOHXD+i1StOrx6f7lWtd2frGXki/bTwF2k0QMnKc0lX1leKZ97I+IHpF+UvyVPE1u9r85SPvkCVqkOdflkyvLLjaQZAN8m6Q15ebfKegAR8S1S9fx6Ui96tPctzNtkXH5Lk/Q6gBw8+PqT5dq8DwDTJB0cVTNCxp45G57JNXbvJA2H/ue8fHdh3Q5THg4gOghJb1OapOZEUiQPaea/e0kXsp3AKEknFJYXL3g/Jc0I+GQxvbOQ9G+SZkuamKuSIQ2n+yPwWeAI4GhJI/Ivhcp2lfL5Lqk896UTknSapF+RfvVUHE0XLx9Jr6k8L3zZTwTWAJ8jBRKQ33dlnfyL8RHS2P2T87JnauyrU8jXnztJkz9VPl/96KLXn0IZVAKmXaTmwO6k27JPlHSrpL3uFloJDCKNxvkDKVh9NkDtaDpkprsSSQOV5ol/J2lynv8gRbqQ2h5HRBob/ARpXPUnKNzNLyJCUneljnInsudGLJ3iAidpkNL48XcCK4C3Au/Ji+8HjoyI9aRfSXOBjxa3z+UjSQeR2ib3b7XMt4JcPtcBM4GLIuKewsX7Abpo+Uh6naQ/ADdKOi6/z5558Z3Aroi4gvRl8CTwluL2hV+IQ4HfF4OuzkTSy/L1ZzowB1hGGsILsJkudv3J5XEtML1wvlSCpJtIw1O/TRq2+rGIuK/GPnrkmsAZpD4z7bKDZD08jLP9OxL4bUR8BkDSm0k94PuQeus+ImkuqZ36N6S7HO4V3efmjheShpT9uDUz3woOAeZFunETSjduuicveynQTdK3Sb8S1wCLSL+WnpUvcoOBr0Rh2FQnMZzU4fE9EbFaaca/naQOXF25fF5KmrBHpAl8TomIyvseAbxS0lmkcvpzRMyr3oGkA4BXAJdH4bbKncxg4EcRcRWApA3AZaRhh0PpItefXEPwIeD/AZ/PTVjAs8N7e5FqrF5P+mH3rcizZ+YaiiisvyunfyEivt+Kb6PZuQainYt0Z77vFZK6AUdExDbSpDWDgIciYijpQjiAvaupK/vZFBHfq07v6CJiZSF4OJf0IX9jvvivIk3Q8nREDCHdh+ANpDKr3s9tuZq+U4k01v52YIKk/wYWApcqdRS8nRRgdJnyKdS+XJ0fc4A+kk4rrLYC+HdSx8CXAg8q9Z7fS0Q8EREX5zb+Tikiro80wqRSbj8F3pSfr6MLXH9y36AepJk0r6wED5IGFlYbRQo2XwX8L/AKSaPhH2tbCs06HTp4AI/CaFckvSgi/tLEOtOA10XEefl1r4jYkZ/3AF4YEU+0fG5bX2PlozTBz1nAAlKnts8CcyPiysI6PUh3vGu0jDuq4rmQX3fLv45GA18ENgCfJHXcejPwneKXX2cuHzUyJE7SFFLg+bqI2Jl/Le+KdE8PJA0AHi+WbWfU1PUn/wr/OPBYRFya0/aLiL/l553q+iNpLKlWYXlEfFBp7o8xpBqWY0kzrz5EqoG6p7Dd4aS+M4uBX3TU5pp6uAaiHWigXa2yrNL7u9LcNIo0eU0lAn4mP+8eEbsi4omO3kGpWj3lExFbI+IrEfFgpBsXXQuMyO333fIXyK6I+EsnLZ9FwL9VvbfI73sF8P6IOCPS3Q2vJDXzvCRv370zlo+ksZJ+JemQ2Htugur3t5A0muJ9+XXviHg6l4uATZHu1dApr5d1Xn8qAdgW4N8qyyPib5XPWGe5/kg6QtKPgPNJ50XlTrK/JI06eTVpVNLHSXeiLc6+2iMi/kRq5vh5Zw4ewAFEm8pfbB8CbiDdse9LlXbYwhfjbqUx17tyx5t+wK2SLga+T64ujE7YA7xM+VRtJ2AssCqS3VE1TKr13kXLyV9wF5FqXRZHxOzKe8sBZeTy6RaFGRFzWRxD6mRKRDzTmcpH0iH5C+BC0iRPfy58EXYvlFFlSOvfSbdOPlfSb4Dzcm3OM7kMI6/XITu6NaTk9afy3n8MPC3pZZX9VM6z4uvWexct4mTSlNNvioi3Ad0lvSJS34VZwFsjYnGudbgSeEppgrFn+zdExJ+h4482aYoDiLb1QtLwuX9oV4s9k4q8C/iV0m2U9yOd3FeRhkq9JfIsgJ1Ub+ovn4GS+kq6kNS2/0fSL8vOrC/p19BXC1XKB8OegDKXzw8lHSqpl6SPSLqdNIRsWRvlu6WNAiZGxMkR8YNizUHkyXwkfRQ4S6lHfDdS57gDSFXOH+vszRVZH+r/fFXmCBlI6kDZqYKpKrMj4mIApbuIPkQeeRIRGyNia2Hdt5E62T7yD3uhUwRTjfIojFYm6ZXA7/Kvm+256nCspC+Q29UkPUTq6TyQ1Ob2/yJivVJP3/8jDce7N++ve7H2oaOTNAboD9wSEQ9LWgCMr6N8NigNpdsfeHtErM776xTTK1dIej3wMuDGiFgraQ4wUtL7SVMrb5W0ijQk859Jd/37QEQ8Imk/Uie3Mztr+QBExCJJv5b0HuAvpKG965SmVX6QdO50B76ea/ZeTOoANywitkDjfSY6MqV2/Y8Cp0fEphLXn4cBIuIOSe+LiI1t8gZaQUQaupxrVu6RNII0Mmd1DjaDdCvu80mB1IfaMLttyp0oW4lSJ79vA1NI9x34SE7vDnyEVOX+eVKb2xnA0RHx1sL2PWPPMLO9qhhb7U20oFwF+FXS0LA7SNO9vpNUzf5Rmi6ffXJVdOV1Zyufw0ntrkeShsq9knSL6I2katWjSOPwd5MmQtodEecXtu/U5VNN0qtIwwpvIHWoPYt04f8BaXRFZUKj6ns3dCeVXae6MEo6BPg6qdbqikizi5a5/uw1LXdnDDyrac/00x8AXhoR5xSWnQ1sizwstSuURy2ugWg9h5Oq1V8H/K+kKyJibT5BZwHfqFSNKd3N74uSDsu/ErpVBw+d8ML/WuCRiJgGIOkKYHxE3JvLo6nyKX45doh55EsaAdwXEVMBJN0IDI6IP+b+MI9F7kGf2/b/VWmegm2kHwp7BQ+dsHz2EhG3S/oX4Obcjn8vcAVplMmTtQKofN50mtq8KpVmnRfCswFBt1wDMwv4ZuH8qfX52ut86QpfloVz4S/A4/BsJ8ldEXF5Zb3OVgtchgOIVhIRd0v674jYLOkG4GLgtLys+q59lXa1TXl59Ye3M178fwUsKbxeRpqTgIjYULVuU+XT6S5ukYZbLgaQ9F7S+PvX5y/GB6re8wmkgKIynK7T3ia5MZHmUKk8r4wO2JFf/0MZdMbzpqKBZp0HJV0J/L6qPBr9fHUVhVqFR0k1WB+OqntcwN4d2Lsad6JsRRGxOT/9KvASpXHFwLM9osdLWkya8vWbbZHHthIRj0XE44Wk40kTQQHpw9yVy6dCaQbSMaSpqXuQblJ0Ul42KZfPaGB2G2Wx3cjnTHdJZ0u6mVQbs6qp7TqxC0nzgUzNf3sB55Bq//Dna2+VgDIiFrFn8iwrcA1EG8gd2r5H6nzzC+XJWHI75eUR8SPomu1qhb4eB5HuSfDsBEmSDqMLl0+uSt5G+vWI0s2NLieNVoE06+b3I2JOG2WxXcmd4fqTphf+SEQsbeMstakazTp/IM1yW7m/ySDSsNcu3a5fSy47l0cVd6JsQ5J+TurUtBU4J9JNjSrLumy7GoCkeaTOk6eSplv+zyjMktfVy6dC0nzg2xFxY1W6y6eGrtD/owylG9F9PSJ+VZXu88ea5CaMVpbbYVG6KdarSL2e31UMHqBrt6tJGgWMI/WYHwF8NKqm2O2q5ZObunpJeoekW0jV8rcUllfm2e+S5dOQzj7qpF41mnWeAH5bvZ7PH6uHmzBaWaEK7J+A0yqRv38Z7eWvwO9I1c6/AZdPRa56PpxULX9hdbW8q1hr87mTuFnHmpObMNpY/sXYzRH/HtXBgoOHxrl87Pnw+WPPlQOINuROOY1zO2zjfOG358Pnjz1fDiDMzMysNHeiNDMzs9IcQJiZmVlpDiDMzMysNAcQZmZmVpoDCDOri6SPSQpJZ7bS8XpLukTSvZJ2SHpE0q2S3i9p39bIg5k1zAGEmTUpz+R4Nnna9VY4Xm/gN6QbO51FmvJ9AHAuaXbSAQ1st09L583MEgcQZlaP8cBA4EzgBEkjigslDZO0TNI2SXdJep+kKCzvIekjku6T9Lik30ga2cjx3g8cBrwpIm6NiKciYndE3BYRMyLiwbzf6ZLWSvqgpA3suQHbiyUtlPSopIclfVXSfoX8hKTXFV6PkbSr8Hpp3uY6SX+VtEbSG59XCZp1Mg4gzKwe5wA/z7c2vot0O3EgBQfAz3L6IcC/Au+s2v7TwCRgAvAi4ApgsaSDGjjeG4FfVN3ivSFHkmokhgLH5fwsAh4BXky6Nfxrgf+pY19FZwNfAw4EPgf8VNKRJfdh1mk5gDCzRkkaAEwkfemT/7698Iv+eNKX+Icj4m8RsQ74SmF7Ae8BPhgR6yLimYi4HNiU91tLP+BPVfnYkGsvdkh6e2HR34EL8rF3AKNJwcQHIuLJiPgT8DHgHZWbjdVpQUTcGBG78i3SVwH/XmJ7s07NAYSZNaXS9+G6/PpqYD9gan59OLA5Iv5W2OaPhecHA/sDP8sBwOOSHgcGk5pFanm0ellEDIyIA4GNQPfCok0R8XTh9RE5P08W0h4AXkAKTOr1UI3XDeXXrMtxAGFmDcqdJ2eQqvE3SHoE+D3pC7zSjPEnoF+xjwEwqPD8UeBJ4OSIOLDweGFEXNLAoX8OjG+kiaOo+n4ODwP9JfUqpA0Gnsp5IefnhYXltTplHlnj9YY68mPWJTiAMLPGTCD96j4BOLbwmAi8RtIrgFuB9cDnJb1A0lGkTpDAs7cY/xrwP5KGAkjaX9L43DxSy1eBzcAiScdL2ldSN0nHAn2ayPMKYC3wJUm98jEuBr5XuHnUKuAsST1zv4YP1NjPZEljJXWXdBpwHDC3iWObdRkOIMysMeeQ+gLcFhGPFB43ALcA50TELuAtwKuALcAC4CpgZ2E/FwELgYWStgH3A++igWtQRGwjBS2/zvt6nNRn4tukDpk/bijDOT+nkAKf9aSA4rfAfxVWOw8YQmqa+REwu8auLicFFk8AnwDemvt3mBm+G6eZtQBJ5wDnR8Swts7LcyFpKfDLiPhMW+fFrL1yDYSZPW+SXivpJUr+CfgQ8MO2zpeZtZwebZ0BM+sUBpEChoNJzRg/Bj7fpjkysxblJgwzMzMrzU0YZmZmVpoDCDMzMyvNAYSZmZmV5gDCzMzMSnMAYWZmZqU5gDAzM7PSHECYmZlZaQ4gzMzMrDQHEGZmZlaaAwgzMzMrzQGEmZmZleYAwszMzEpzAGFmZmalOYAwMzOz0hxAmJmZWWkOIMzMzKw0BxBmZmZWmgOI50HSdEmRH0e2dX46GkknF8rvdW2dn6ZIGlLI7xltnZ+G5HzeKOmJnNdVrXDMDflYs5p7m+ey7+dK0ozC/3hgSx/PrCNzANEASUsLF5Lqx/S82hbgt/nxdCvkaWJVPvYvuf3sRt5T5bG0xP46xBdqF/RV4GSgF7AKuLsVjnk76XPwQAtvY2btRI+2zkAHsBO4oyptC0BELAIWtUYmJB0CXPE8d/MA6YIN0Ac4Oj9fR35PwO+f5zHseZC0D7ArIuJ57GZ4/ntNRJzWDNlqUkS8pTW2MbN2JCL8qPEAlgIBPNTIOtPzOgEcmdMEfAL4M7AduAp4X/V6zyE/i0i1HAsK+9r/eby/MYX9TK+xvBfweVLQsRPYCiwEjs3LZxS2Lz5+WSiblcCjwN/z9j8HRhWOcXJhu9c1kter8zprganAvcCTwDJgaK31CmnFfA6ssb+zgPXANuDrwAuAS3J+NwIfLexrSGFf5wFzgL/m//XHqvJ8APAV4KFcfpuAbwIHNPC+zgYeBHY39H8FugMfIgV5T+c8/xIYUyN/xcesBvbXA/hc/h//DXiMFCx/trDOhup9NFDOtdbrA/xP3v/TuUxvBA5sZJtXAL8BngLuAd7cwHr1lO/LSOfsn/PxN+bj/0sj51rxfJkA/F/Oy33ApLzO8MI6Jxe2HVdIH9LA/o8CfpHf09/y427gvVXrHQj8kHSebwI+2kC5dwPeA/wu5/Px/J6Pbsnrox9+RIQDiAYL5rkHEP+vkLYpXyj+Wr1eyby8J2/7AeCThX21SABBCoJ+lZftzhfybfn1k/ki/xbSl01lH2uBW4FL8z6+nS+O9wJ35gt4AE8A/fI6ZQOIv+cvi3tyvgJYVmO9egOIp/P/5oHCOmvyRfjhQtrr83bFL+i/5nU2FdJm5vX2LZTNU8BdudwCWAH0qJGPZ4A/kL7sGgogZheOdT/wl/z8GdKX18D8P6iU9eb8+sIG9vefeb1dOY/35fz+obDOcwogchncWcjvH/P+nyn8H6q32a+QtjP/L57Mearedz3le1dO2wrcVtj3BY2ca8Xz5a/5f7KdPeffy6uuDz8sbHtZTvt1I/s/nnTuPkxqwvlz4XjnFNb7SSH9XtLnr3IdKZb7twrrrSnsbyvP8ceKH/+/nXOP0aK6Avjv7MpDV5ZgqBpMt6IiaK1aqUoxoG1DUyqpoUVN1YjBV2Ns9I9KK4kpVftHHyLRtKYaEhup1qYNGBW11dJHmpYYm7KCiI9It4oosURRHoIe/zjnZu4Os/t9s9+3UNPzSybfN3fu3LlzZ+49555z7sTW7HbAK/C/umUDRNWWZlCXZWlHe1qf7z/tA90I4C/lfDXq8WlMED+BCfbFWVnDpUDMyo5d72kTMOGvwIOelgvUS0plTAYOzvanZHnne1pdBUKB2Z52B4XwHFnK16wCocCZ2CzuNQph3gOMoRDEt1bc75OYRWAUFmegwMuebwGFEJziacd4XRW4sKIel3taByAVbXB8lnepp3VTKD9rsrz7CP0B2jUJn19kaQcD0wcra4B2LisDqQ0UuKH0XnQNcM6V2TnnetpXsrRy2Y3ad4fvfz67/ieB4wdpk/x9WexpPRQKyjJPO59CgRnn78KbnnbFIOUfBnwq2+/ELC4KrK541rdX9L+XsvcxKdILPG00pmArcFe7xsPYYqvaIoiyMe9TBEqmbW9VRhHpxgYogBWqultV9wC/beH692Mzj/mqqi2UU4fTS9dHVTdjLgOAzzVRxjjgYRHZJiLJipGYMMR6vaWqj/n/FKvRAXxiiOVtVdU1qppmhABrVbVPVbdj7heAIyrO/Z2qfqCquzGTMcBEETkEU0rAlMcNIqKYoE/9bVqprO14fIuqfjjAc87bPD2TdyhicE4TEWlwv2Ue8d+rRGSzB9DegllgWiW1wW5gSUpU1Y2q+t4A53zGf3eoxRehqo9js++qshu1b7q/P4vI8yKyEvg6piw2w4Nehz7MkgNwkv+uwFwio4CLgZnYe7gT+M0gZb4P3Cgi/xaRPdhYMt2PpX5xUpb/Aa9D3v8Sp2OTCoBl3g47MWUd9n3PgqCtRBBlY15X1WY7og7wvxVOxgaZl1w+jMyObRGRhar68zZdq4ra9+GK1OOYn3oXZm7eQzHwdw6xLrlgy5W4NIimuubljx2kvFww7a1IS+U1Eszl42m/KgAXbKbab7+mctiWd0tVHxWRqcA87D07DTgbUyimuNCq26aVl2ox/1Db9yJM0J8DnIhZM87DhP03atapXx1Uda+I3AN8H4tf+ZsfWuGK3UDciVkuwVw624BjgfFU94vB2i6vU3IT5vyHIBhGwgLRRnzW2ue7XxORER5VP6+cV0Tm+qzoeRE5qkHRBwFdRcv2WQAABBRJREFUvo3I0rtwhUJErk3ltXwj5n5JXOzlT8CEC5jJHsxEnNclcQKFkLlUVacC32lDvRqRBMeRItIlIh1YrMZwMFdEOkVkJBboB/CKqu7A/PBgz+3bqjrNldAZwM1Y8GVd8m85pGfSDZzraf+sa6ESkVMwBXmRqs4BzvJDYyisUKlNj/VzxmP30Yi02mcUcH12zeNEpKv6FNb5b5eIfNXzf9nrk9Ns+87ELEVXq+oM4Eee/sUm6g/mpsC/B5GU33XZ8bsxxfNUCqXglw3KTJORVao6GfgCsKWUJ192O8/rkPe/RN5Pl6d28La4lszyEwTDQSgQ7ScNUtOwCPFXgKkV+cZi/uDJ9FcK+qGqkm/AD7LDY1R1qf8fn5XXKk8Cq/3/EhF5Dgsm68aUhh/6sS0UVoGfiMgaEbkGC6hMysW9ItJLa26cZnnKf0djAWprgeH6QNV07PluonAv/Nh/l2NCoAP4h4isF5ENmA/7UcynXgtVfYFCOF0nIi9iy2+PwfzgNw3hHr4JvCoifSLyDIVA2kvhIkptOkNE/o5F+5cFehW/wtof4DYR2SQiG7GAwHEDnLMcC0oFWCki6zD30J6KfM207/3ANles/wUs8vTeJuoPsNDLfQ5blfQB/d0xmzELB5gC/RrWdwYjXXu2t0cfJZeeqr6YlbvQJwUbKFmMPd89vvtTb+O1IvJf7Fl+qcn7DIIhEQpE+7kLM2tuxZSEv2LLIRM7D0Sl6uAz2TnYcsZNwCRMqDwMnKWqvZ7vQyzw7WVsgD0D6FHVt4ALsEGvE3NjnLcf6r0Ka/vXsUF5ve8PB9/DgmO7sWe9GJuRoqq7sNnvUkxATML8489iM+QN+xbXFJcD3/XzezDr0x+xpYS/H0J5f8JcTYL53TswU/xcF04At2J++LexJYj30oQy6LEhM4HbMEVnAtYGq7GYnqpzdgCzsXgDxRTB+ZRcPjXadxn2DozHrGJvYMuqL2pUf2cettJlJKYUn6+q60t5fpb9v8/7xGBch/Wj94BDsT72WEW+BcCvMUV8HKa4/MGP5WPItzALTy8WqzORYknrygZ1CYKWkP0Xl/f/gYiMBUar6hu+34kNELOwjn3UfgyGDIJgGBGRI7FgSrBvL2xsU7k9WGzMLt8/nEIZuk9VL23HdYKgFSKIsv1MBNaISPqI0inA0X5sUSgPQfDxx78Mu4RiJcRD7VIenAuw1RrPYC6c6djHpbZjVosgOOCEAtF+tmKm4c9igVfvYn7R293EHgTBx58xmCtkF+YGurLN5fdibpMzsPiKN4FVwC2q2o5A6SBomXBhBEEQBEFQmwiiDIIgCIKgNqFABEEQBEFQm1AggiAIgiCoTSgQQRAEQRDUJhSIIAiCIAhqEwpEEARBEAS1+QgrDggR0xFfoQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "age_table = data.pivot_table('suicides_no', index='age', aggfunc='sum')\n",
    "age_table.reset_index(level = 0, inplace = True)\n",
    "\n",
    "# Plotting\n",
    "# Colors of the bars\n",
    "colors = [\"b\", \"r\", \"g\", \"c\", \"m\", \"y\"]\n",
    "age_graph = age_table.plot(x = \"age\", y = \"suicides_no\", kind = \"bar\", \n",
    "                           width = 0.7, color = colors)\n",
    "\n",
    "plt.xlabel(\"Age Group\", size = 13)\n",
    "plt.ylabel(\"Total Suicides\", size = 13)\n",
    "plt.title(\"Fig. 4. Total number of suicides by age\", \n",
    "          x = 0.33, y = -0.3,\n",
    "          size = 14, fontweight = \"bold\")\n",
    "plt.xticks(rotation = 30)\n",
    "\n",
    "age_graph.spines[\"right\"].set_visible(False)\n",
    "age_graph.spines[\"top\"].set_visible(False)\n",
    "\n",
    "# Removing the legend\n",
    "age_graph.get_legend().remove()\n",
    "\n",
    "age_graph.set_axisbelow(True)\n",
    "age_graph.yaxis.grid(color = \"gray\", linestyle = \"dashed\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Total Suicides and Year by Gender and Age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gender_age_data = data.groupby([\"year\", \"sex\", \"age\"]).suicides_no.sum().reset_index()\n",
    "\n",
    "# Plotting\n",
    "def plot(df, sex, age, ax, color):\n",
    "    _df = df.query(\"(sex == @sex) & (age == @age)\")\n",
    "    _df.plot(\n",
    "        kind = \"line\", x = \"year\", y = \"suicides_no\", ax = ax, color = color\n",
    ")\n",
    "    return ax\n",
    "fig, ax = plt.subplots(1, 2, figsize=(11, 6), sharey=True)\n",
    "\n",
    "# Naming the legends\n",
    "labels = [\"15-24 years\", \"35-54 years\", \"75+ years\", \"25-34 years\", \"55-74 years\", \"5-14 years\"]\n",
    "\n",
    "for (i, sex) in enumerate(gender_age_data.sex.unique()):\n",
    "    plot(gender_age_data, sex,\"15-24 years\", ax[i], \"b\")\n",
    "    plot(gender_age_data, sex,\"35-54 years\", ax[i], \"r\")\n",
    "    plot(gender_age_data, sex,\"75+ years\", ax[i], \"k\")\n",
    "    plot(gender_age_data, sex,\"25-34 years\", ax[i], \"y\")\n",
    "    plot(gender_age_data, sex,\"55-74 years\", ax[i], \"g\")\n",
    "    plot(gender_age_data, sex,\"5-14 years\", ax[i], \"m\")\n",
    "    ax[i].set_title(str(sex))\n",
    "    ax[i].legend(labels = labels)\n",
    "    \n",
    "\n",
    "for (i, _ax) in enumerate(ax):\n",
    "    \n",
    "    # setting axis labels\n",
    "    _ax.set_xlabel(\"Year\", size = 13)\n",
    "    _ax.set_ylabel(\"Total Suicides\", size = 13)\n",
    "    \n",
    "    _ax.spines['right'].set_visible(False)\n",
    "    _ax.spines['top'].set_visible(False)\n",
    "    \n",
    "    _ax.yaxis.grid(True)\n",
    "    \n",
    "\n",
    "plt.suptitle(\"Fig. 5. Total number of suicides by age and sex from 1985 to 2016\", x = 0.43, \n",
    "             y = -0.05, fontsize=15, fontweight = \"bold\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Suicide Rates and Year for Different Countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x5616 with 101 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "country_year_data = data.groupby(['country', 'year'], sort = True).sum()\n",
    "\n",
    "country_year_data_suicides = country_year_data[[\"suicides_per_100k_pop\"]].reset_index()\n",
    "country_year_data_suicides.columns = [\"country\", \"year\", \"Suicides per 100k Population\"]\n",
    "\n",
    "# Plotting\n",
    "country_year_graph = sns.FacetGrid(country_year_data_suicides, col = \"country\", col_wrap = 4, sharey = True)\n",
    "country_year_graph.map(plt.plot, \"year\", \"Suicides per 100k Population\", marker = \".\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### World Map of Total Suicide Rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>suicides_per_100k_pop</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>11305.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Lithuania</td>\n",
       "      <td>10588.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>10156.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Kazakhstan</td>\n",
       "      <td>9519.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Republic of Korea</td>\n",
       "      <td>9350.45</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               country  suicides_per_100k_pop\n",
       "75  Russian Federation               11305.13\n",
       "52           Lithuania               10588.88\n",
       "40             Hungary               10156.07\n",
       "47          Kazakhstan                9519.52\n",
       "73   Republic of Korea                9350.45"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_data = data.groupby(\"country\").sum()\n",
    "country_data_suicides = country_data[[\"suicides_per_100k_pop\"]].reset_index()\n",
    "country_data_suicides = country_data_suicides.sort_values(\"suicides_per_100k_pop\", ascending = False)\n",
    "country_data_suicides.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Macau',\n",
       " 'Antigua and Barbuda',\n",
       " 'Republic of Korea',\n",
       " 'Maldives',\n",
       " 'Bosnia and Herzegovina',\n",
       " 'Seychelles',\n",
       " 'Malta',\n",
       " 'Saint Vincent and Grenadines',\n",
       " 'Czech Republic',\n",
       " 'Mauritius',\n",
       " 'Singapore',\n",
       " 'Saint Lucia',\n",
       " 'Aruba',\n",
       " 'Cabo Verde',\n",
       " 'United States',\n",
       " 'San Marino',\n",
       " 'Barbados',\n",
       " 'Bahrain',\n",
       " 'Grenada',\n",
       " 'Kiribati',\n",
       " 'Dominica',\n",
       " 'Russian Federation',\n",
       " 'Saint Kitts and Nevis']"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Finding the list of countries that are not in the world dataset\n",
    "\n",
    "world = gpd.read_file(gpd.datasets.get_path(\"naturalearth_lowres\"))\n",
    "world = world.set_index(\"iso_a3\")\n",
    "\n",
    "data_country = list(data.country.unique())\n",
    "world_country = list(world.name.unique())\n",
    "\n",
    "list(set(data_country)-set(world_country)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Comparing the countries in the world dataset and the countries in the data, \n",
    "# we see that some countries have different names in the world dataset. \n",
    "# So, I will change the names of some countries in the dataset.\n",
    "# The map below does not include all the countries in the dataset.\n",
    "\n",
    "country_data_suicides.loc[country_data_suicides.country == \"Bosnia and Herzegovina\", \"country\"] = \"Bosnia and Herz.\"\n",
    "country_data_suicides.loc[country_data_suicides.country == \"Russian Federation\", \"country\"] = \"Russia\"\n",
    "country_data_suicides.loc[country_data_suicides.country == \"United States\", \"country\"] = \"United States of America\"\n",
    "country_data_suicides.loc[country_data_suicides.country == \"Dominica\", \"country\"] = \"Dominican Rep.\"\n",
    "country_data_suicides.loc[country_data_suicides.country == \"Czech Republic\", \"country\"] = \"Czechia\"\n",
    "country_data_suicides.loc[country_data_suicides.country == \"Republic of Korea\", \"country\"] = \"South Korea\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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m9VMrXv9wg2UdV1H2SyMdV8oBHsvpgO6U9PhRbreqlGJLJM0qlXtrRbnbSmUuqyjzoVKZTZRBinK59zZx3M9T6Zws6b8qyp3fxDEy1qneRrp29CrTHtQu59yKck2di1s5FpQB5/IyV6pIoVBTbi/Vp05ao6Hn36rtEcrB42uXdUhFmV9tiOO9wb7UJ+mpDcpvofprxXpJ+5XK7aB8iF9e9tNGOJ5DpfsEZYCsXOZh1ZwvlY0EOrYNK9a7nVRvM5QP98vvu1zSe5RBwosa7COhitSMxXKfpQycNnpfKAPTuw5Tt1bTJYakj45i+zV1nqkpX5VG8JsV5c6oKHdcp7734jOsbBFb/pxzKsp27No5TH3auV//VBvf9+Bx1vBemomJiYmJiam7J2Wjt2HvM5iYmEY3TfRUb1U9ED4dQ1sohjK/44Y2tcH8y5W9W2Yoe36U0zRsoYqI+wS0l4a2ppUysPDz2hmRLQ++onovGW0FImJVMaD0521fbPvvrhlQXTmuRjnd0RNG+7kN6rJGj3ZhHXSs7YNs1/XuiYg/R8T8sahLC15eMe+4iPhDVeGIuDEibm/xM/ZWfVqyayNbi9Que6HqB5geokjT99LS7IWSdrD9+tpJOT7EkLeX3ntn6fXXFO99nO0habAi4t5oLlVNs34WEUOO+8hefuVeATMkPUPq+Lo38qnocCvlDmvU5blq/kjdozu5rDnKMapq0wHdphwf55YR3tuOEyOi/B3/UBmoqLVbkcpRtrdWfQ+JJSoNeB452OR/V3xmM+frr0T94N9f0aO9NAYd0CAN3QZTXDt2sf1J2xcUg7SvtL2+uHasU31PyDG5dlSo2tYnFefIR0TEtcqembU2Uf1AomVrVX9PdKHyIWutqvRfG8rXIlNFVHmB6u+vfh0RQ3puRMTdyt6LZc3sy+UeLNdWlDmjdL68QkPToEnjuw0V2UvvgxUv7afsvXaCMgVFI6tr/7A9w/bpyiByVdqxWu+UNM92VW8iKfe3S5X3u89S9sqZoszd/m5lD7eyjzeZunRUiuvti0uz1ykD2WWfqpg36vvbUl1OVPYeq3WLqntqVS6mhfljlVqk0W+i65Xf/+D9zjUV72vUMwgAAADAKHUq1dsfla3/Gik/sGrW4yrmXVkx72rlj7ZOrU8zVlTMWyfp9RFxR/H3pbbfqkxNV+vlysGFJ7Kqh2B/blC2av6oxjMq0pN8XvlQo5UAZd24KR10sobmOX19Mcn2Q8of6lcqx7v5TREsGk9PrJh3Voc/o+oY/UuDsiPloJ2lfDhUazdly9xm1KZs+7GkD+jRc8LuNcsZsH278oHERZJ+HhF/b/IzmnFVg/lXKx+A1NpDef7s5Lo3Uu62PZ6WV8ybUjGv0fzlDf4/2mVVKX8vtyh7zbWTU7gZdftPRKyz/VfVj7GzhzLI+TjVnyf/GhGrVa/d83VVvR60vUCZznDQ1KKerQaRO8b2e5UDm7cSgBrLa0etVq+try7NG+m7ml8ERR4REWtt9ylTrA2apvEz3LlorO89VlQEbB+oKDfkOhYR620v19DzwXhuQ0lSRJxsezNlD5tGY3utU/ayqm2ksbL2HqW45zpbQ8en65f0EWWvreXKhh5fL/6V8nz6I9t3R8SFpc/8RIPzz3xJJ9g+V5kXvjZ15qbKgEyz1712bav64/3OiLi3XDAibrC9SkPruUc5TV47igD5qXo0teCg25XjxlWlcBvr6127qn4TSTmA9HXF/6+y/QZlusbaANRhtl005AMAAI8hEbHLeNcB6Had6vGzICJOG2Zqd9DrzUp/91W0OFbx42tJm5/RrnKLbClT79xRmvcnlVpVStq5aOU3kVUN+lbVQlOq7wkjNTc4/XDepmwp2up2Gsvg3yeV48SUW/1Kua/uo2wF+wtlS9iqwZPLqtavU63lq76DRt9hu8rHqFR9bDTz2aPdZx4ZLDwibpD02gaf2at8UP4q5UOshbY/NMrPrtXK+g9uv46tewNrOxzcGq26B2zKsUiqVK1b7bp0clnNmNVgOZ3Szv7Tyvn6fmXqrFrN7H/t1KuRMTvv2T5EObZHq8vbUA1Hxvra2qihTXncnfEcVLR8n1RrrLdP1fmiapyzqnLlB9MTYmDWiDhemar1eOW4P33KtIALJH1fOT5U+Tx3a+nv52to0EfKNJhfj4i7I6IvIi5Wjp9Xu72sbGRRrlNV0Kf29fmqH+NRqm6w0mmt7GNVr/VqaA/QltmeIek3qg/6XC/pwIhodBxv6Otds6quD0trgj6SpIi4uaIOW6i+gQUAAACADtiQPWTa8ZCG/oifYXtq+QdlEURp9MNnrFxXMa+u1WhERNFKtDYNgjVBHhgMo6pV4LYNytalOlOOZTQaVQNYXyXpZ8ofjYMPHr6nUf4Ab1aRJumdtv9L0uHK1EpPVKZEKW+D3SSdYfvxETEYKKpqzVjVQrdTg75VfQezlC1uO+WhBp9RpdH+M2i0+0w5hdsvbP9aOfjg85QPxnZXjjdUe+6bLOmLtq9qlAavRa2s/+D26+i6Vxjv3mdl1yiPh9rz4C4NWv1WpRy6usH/h3tPM8uqskZDgwhbSfq97edFxLwR3tuOdvafVs7Xs1QfeGlm/5ulHCeqlXpJG/68V3Xt+JuyF+CdevRY+KxGTmc1Fsb62troWJ9IremHOx+N9fYpB8BGW25CiIhb1WDAW9tzVB9QubT097Mr3lp3PYyIO4tefrW9ffdpoaq1qgJ3G+J+rpV9rOq1AWVwrS22t1EGfZ5ReumPyvExh9uHO3nt7KSmfhPVzC+nkp7ojeEAAACAjdJEv9GuGj+hqhfF3hr5wWenXa76BwN1D65sT1H9g7x7a4IBE1V5bCKp/kfqcPPLrUmbfuhUBPLKqatulXRARHwpIn4cEacpU6ptkKBPraL167cj4qiI2D8iZitbVn6jVHQ3SU+v+buqBWxVwPI5HarqzRXzqsb9GY2qIFKjh0AjPRy6X/UPCv4cEW5yOqy8wIhYExG/iogPRMShEfE4ZcqWl6l+bJJyy9t27dtgftX6D26/jq/7RBYRD6k+JeDmyuBc2YEV8y6s+f+fVP8geb9yr0rbm0t6SqncUmUL6+HcKunjpXmzlMGf3Ud4bzvq9h/bkyQ9taLs4P5zq+p78TyluP6UNXO+brZeWyrPc7X6NbTXyYY+75W300OSnhER/x0R/1NcO36q5no5jUWwpOraWh6faVC739XGjO3TeR9QfWOjn5f+rjpXNOq5V54/pBFZg/NOlb0r5rXbK7mVY/U+1QcId6oar9H2nhqa5k3K3v1tpXmzPVfSxarfd8+Q9KIRgj6dvnZ20nWqT/e2fcV12KofX2218loMAAAAoMMmeuCnasD12jFWBn9ENDUwaDHYc5SmU9qpWEQ8IOlXpdk72H5Rad6bVb+dz6+o24XlurVTrw66VvXpGJ5ie8h4A0Vu+bo0H8rB0GuVH7JLjVtY9ihTadTqV306lqpByseM7dfbrqxzRCxV9fg5tYM/V6XoOKh4qDv4GXMlvX1UFX1UVX3eZ7uczmXws/ew3WoL+KtV33p2L9svKy17F40wUHHxIOXc0uxn2n7dcO+zva/tr5TmPct2ZaCy6Ll1ruofNHRqoO7X2h4yToXtg5UDbtdaqWLMsk6u+0bk5Ip576v9w/b+qn/oe11EPNJquRgH4ZelMtuqfn/7V9Wn//pxsT8MKyI+o0wfVmt7SecXx2wnvdN2ubHAm1U/vs+CiLizqN9S1Y93MkvSMbUzinPNf1R8Zvl8XeUDtssPQD+g+kG9/1Qa36zqvPfCUr2eLumVTdShGeVGIGtVHxj8oJob06eV61azqrb1UbZ3qp1h+6mq3yZrJf1+lJ8/0V2gvN7XepntIYFH29ur+lrZzL7cNWzPsf0Pw7z+ZpXOq5L+EhEXleZVpRZ7a8XyDlX9tfLO0t+H2L7Y9ksapTW2fbSqAxN/rCrfhKaP1QbX20mqD/BL0qcq5rW1j9l+orKnVbn31TclvTYiyvt9Ix25dnZScc4vj800XcU4mDVeqfqg+x9GO14SAAAAgGoTPdXbd5UPaGrreYTt3yoHm5VyHI+DN3TFCoMpv2ofNJ1p+3hJtynzqr+r9J6QdNyGqV77ihR1n1eOgVLrVNsHKR9YbyPpaNWnk7hR9UGx8oMBSXqr7aWSFilbqz8QEecVA5nPVw5cPujJkn5l+5fKH5OvUn0++rH2ceX6XyXpCuV3/ICyJe0eym1RVhs8u1kZJKnNL7+3pHNt/1yZ4/wYjTw+RlMi4gLbl2jow5WpyofVZyhbfj4kaY6k50p6iTIt2oIWPmOt7ZNU/2Dp57a/pWwFupNyvcoPiKt8TtLrNDRY+r+2/1kZML1Xebxtp2zhepDyAfxKDQ1AHijpS7bvKtZznjKtzGrlfvtq1T9I71Tu+00kXWL7G8ptuadKD+ALP4yI2odVnVr3MVU8cH1uaXb5Ifok2+UHPtdERG1r/pMlvV+Zfm/QPxdjH5yr/H7ep/qW6h+rqNZ/SjpCQwM737f9FOX56JnK8bdqLZf0hYplNfJ+5TH6ppp5OyuPp+dWDQzepq0lXVkcP/cqA4ZV55Zvl/7+nOoDYF8stsGFyt6Rb1T9w8D7leOAjOSJki63/QPltjtY1cHccr2uVJ7fa/frl9s+XfkAdWdJ71HnGqLcrKHH9kzld3Sqcl96kXJfacY9ygYHtfcgh9v+T2WP5AFJayLizGYrFxE32/6FhgZ1NpV0RfGdL5T0eGWgstwA4vsR0Wispa4QEcuL7VB7TbHyO/yWcmD4uZL+RdnTodY5EXHthqnp6BRjANYGAKp6yWxfcR49r2h4NGh3SRfbvkZ5nfibMnC2g6TDVJ/CbY1yDMWyc1V9nF6i7I2yQtnjvuq9v66Yd6AyndldxT37tcrzxo7Ke42qoM9Vyt707ai6x/yI7cnKa39IuqtmzNEvKK+3tdeXY2zvqFyfHmUv4ENKy+yX9NVWK2d7D2VPn/K4O5dLukTZYKTqrWsj4ozSvE5eO1U0WKsdY6eqJ9ZepX2xql5fkPRPyvPZI3W1vY/yuH2CpHdXLHtjbbwCAAAATHwR0dIk6VjlD6ja6ZQ2lnNQxXKOrSj3qYpy5amvmGrnLaxY1i6dqHtpmR9qon610ycaLOfCctnR1KuJbV23fSre16vsNdLK+q2Q9JSKZVk5oPNw7722pvxHmvis25WBi9p5N1R89lXl/aXN7XhDi9viJkkuLeO4Jt63umLeCRX1WdLEuu+sHJej2Tq/sPT+0yvKbFMqs6XyoctIy15eMe+DFXV+T4vbue47VQaMW3n/emUqwVb3iWMqlvX3Jj7v75K2Hot17+Q+32CdD2ujjo2+6wOUgatml/GNYer13haWs07ZwrpqOQ2PK2UA4FcVy7tBpeOiyW355Tb3n+slTalY3rda/E7WqnTMD3PcN1Ov8xqs5y+aeG/Vee+DpeXMqChzdqnM65r4rKXKHg4jHiPKHgjDLevBVo89ZfB2QYvf1V8lbdbq9mjletHCftv0+aXBvjTssaJs3HFli9vnLkk7tLPeqj6PHznG27Dq2G9m2re0nANbeO8aSW8Ypk7N3J+UpzslbVFaTjvXiKWSnjyK7bmZRr6W/F/pPR9uo55vabN+7V43G52XOnntLB/Po6nXPyvvp5pdztfb/c6ZmJiYmJiYmJiYmEaeJnqqN0n6tKTvDPP6cmXr3WWl+RtkDJ2I+JLyYW1VmolaayS9PyL+a+xr1RmR4xAdqUxDEU285WZJz4mIujEzIiKUrQ2bWY6ULQDPHub1u5Xj1TSbGmNDu0P54Ki8vp9SPsBr5FZJ/69TlYiIOyQ9S9VpEzv1GQ9KerGqB34f9GdV93qpWt7xyp4EzQw4P6hqYOFmrZP0voj40yiWUetDypbOjSyW9OLI9FxDjMO6j6tim79YebwMZ52kzyrPtY2W9XVlD8uVIyxrmaTXR8TPWqjq4GesU/YyLacj2lPSb4sxb0brLcoHcY3cIumlUZ0W6BhJn1R9Wswq9yj3w2ZThx2h7OXYyGXKbVPlPcqenY1coezBMWoR8VNJJw5TZLmyx1+zPbQ+oea2Z9MiYrHygf2FTb7lbEnPjxzfo+tFxCplT4vyODSNXCbpwIgY7hr0WDdf0ksi4ifDlPmAMvjT7P3zNZIOiohyutcHNPI9ca2rJD03Im5o4T1DFMfGZ1p8zxeV6QJXNVH8QeV145TWa9d5nbx2dlJEnKS8hpXH+ykbUPbULfcWBwAAANBBEz3V22DA4J22z1I+1HqmMo3AXcqHq19UPnCeWXprORA0lnX8hu3/U/6APFSZ+mwL5Q+fW5Q5+b8TEVU51Ce04uHiMUXaqrcqUzztruzlsVo5SO6flS26zyiCRY2Wdart+5Q/QJ+hTGlUuQ9Gpns7QtI7JB2lRweuvVPZ4v5LEbGkQWqMsXKwMm3KsyXto8xzP0v5XfcrW8TfoNwvfxRD03hJkiJihe0DlT1SjlQOjL5WGTT7qTLItkf5faMREYskHWz72cqg0v7KnkBbKHtM3acMRv1OxZgzbXzGvGIQ5A8p0/Dtqtw/bpZ0qvJB7KEtLO8ntn+lTE31ImXqkW2U6eL6lMf/TcoUKedGxC2lRXxDmULl2cr13UX5XQ2mWXlQGWS7SNLJETG/tTUe1mpl6943KVu/PkXZgv0O5XHyxchxaSp1YN03KhFxie0nKY/zI5RpHbdRPoxbpNwvvx8R85pY1onFtnu7Mp3Qbsr9/AHl9/1rSd+tCrq1UN/Vtg9XPrTfq+alvSWdY/uQiOhrd/nKlu8HKAMhb1Cmg5qkfHD7U0lfKx6MV9VtvaT/sn2yMiXTC5TpdbZUPgBcohyX62xJp0bE6hbqdbsyfen79ei5S8p98UeSTiwCY1X1WlSM0fLvyoD9XOX3+9fivScrv6+OiIh32b5IGQjcW5ki8R5J5ymPv4XNXjsi4iLbByjP2Qcoe+uUxxFqp453S3q+7Rcoz8sHKFM3zlCel+9Sjgfyow4GpTcaRYOC1xb7zZuVgbKdlOndVim/zysknabsadZso5Juc63yWvF85X3JLOW91Vrltf0q5fF+Wowwnllx/ni/7e8oU3Y9R4+ePzZRXn/uVAZ8zpR0VlSMzRIRlxbjIR6qTMm7t/KeYGaxnBXKc/uVyuDe76qW06qI+GyRJvjtynPzlqpPl1h+z/dsn6m8Vh+ivP7M1KO9kP6qPG+cHBEjBTM2qE5eOztcr/+xfa7y/v2lyt8MWynPa7crGyJ9JyKGa0gAAAAAoAPcDb+VbT9L2eKz1mkR0bGeEwBQZvsYZZCp1msi4vSq8kAt219W/fhMz4iI4Xr8jLli/J1Xl2bPiogl41EfAAAAAAAAtGbCp3qzvavto21XDXwr21tJxivXjQAAAkJJREFUOr7ipeFSLQEAAAAAAAAAAHSdCZ/qTZmm57uSvmD715L+okxXM02ZQun1ytQWtW5XpsQBAAAAAAAAAAB4zNgYAj+DtlLmHP+nEcr1KQdgXTP2VQIAAAAAAAAAAJg4JnyqtxZdK+nZEdHWAPUAAAAAAAAAAAAbs42hx8+Nkg4ppudImqNM7TZZ0nJJd0q6UtIZkn4fETFO9QQAAAAAAAAAABhXJk4CAAAAAAAAAADQHbot1RsAAAAAAAAAAMBjFoEfAAAAAAAAAACALkHgBwAAAAAAAAAAoEsQ+AEAAAAAAAAAAOgSBH4AAAAAAAAAAAC6BIEfAAAAAAAAAACALkHgBwAAAAAAAAAAoEsQ+AEAAAAAAAAAAOgSBH4AAAAAAAAAAAC6BIEfAAAAAAAAAACALkHgBwAAAAAAAAAAoEsQ+AEAAAAAAAAAAOgSBH4AAAAAAAAAAAC6BIEfAAAAAAAAAACALkHgBwAAAAAAAAAAoEsQ+AEAAAAAAAAAAOgSBH4AAAAAAAAAAAC6BIEfAAAAAAAAAACALkHgBwAAAAAAAAAAoEsQ+AEAAAAAAAAAAOgSBH4AAAAAAAAAAAC6BIEfAAAAAAAAAACALkHgBwAAAAAAAAAAoEsQ+AEAAAAAAAAAAOgSBH4AAAAAAAAAAAC6BIEfAAAAAAAAAACALkHgBwAAAAAAAAAAoEsQ+AEAAAAAAAAAAOgSBH4AAAAAAAAAAAC6BIEfAAAAAAAAAACALkHgBwAAAAAAAAAAoEv8f5qtSFFeLYBPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 2160x1080 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "world_data = world.merge(country_data_suicides, left_on = \"name\", right_on = \"country\", how = \"inner\")\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(30,15))\n",
    "\n",
    "# Plot the world\n",
    "world.plot(ax=ax, edgecolor='black', color = \"white\")\n",
    "\n",
    "world_data.plot(ax = ax, edgecolor = \"black\", column = \"suicides_per_100k_pop\", \n",
    "           legend = True, cmap = \"YlOrRd\", vmin = 0, vmax = 12000)\n",
    "\n",
    "# turning off the axes\n",
    "plt.axis(\"off\")\n",
    "\n",
    "# Adding text below the color bar\n",
    "ax.annotate('Suicides per 100k',xy=(0.83, 0.055),  xycoords='figure fraction', size = 14)\n",
    "\n",
    "plt.suptitle(\"Fig. 6. Total suicides per 100k population from 1985 to 2016\", x = 0.34, y = 0.1, \n",
    "             fontsize=27, fontweight = \"bold\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### GDP per Capita and Suicide Rates "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "avg_gdp_data = data.groupby(\"country\").agg({\"suicides_no\": \"sum\",\n",
    "                                  \"suicides_per_100k_pop\": \"sum\",         \n",
    "                                  \"gdp_per_capita\": \"mean\",\n",
    "                                  \"gdp_for_year\": \"mean\"}).reset_index()\n",
    "\n",
    "# Plotting\n",
    "plt.rcParams[\"figure.figsize\"] = [8, 6]\n",
    "avg_gdp_graph = avg_gdp_data.plot(x = \"gdp_per_capita\", y = \"suicides_per_100k_pop\", kind = \"scatter\")\n",
    "\n",
    "avg_gdp_graph.set_xlabel(\"Average GDP per Capita\", size = 13)\n",
    "avg_gdp_graph.set_ylabel(\"Total Suicides per 100k Population\", size = 13)\n",
    "avg_gdp_graph.set_title(\"Fig. 7. Relationship between the average GDP per capita \\n and total suicides per 100k population from 1985 to 2016\", \n",
    "                        size = 14,\n",
    "                        x = 0.5, y = -0.3,\n",
    "                        fontweight = \"bold\")\n",
    "\n",
    "avg_gdp_graph.spines[\"right\"].set_visible(False)\n",
    "avg_gdp_graph.spines[\"top\"].set_visible(False)\n",
    "\n",
    "avg_gdp_graph.set_axisbelow(True)\n",
    "avg_gdp_graph.yaxis.grid(color = \"gray\", linestyle = \"dashed\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Comparison of the Average GDP per Year and Total Suicide Rates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 166,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gdp_suicides_data= data.pivot_table([\"suicides_per_100k_pop\", \"gdp_per_capita\"],\n",
    "                      index = \"year\", aggfunc = \"mean\")\n",
    "\n",
    "# Standardization \n",
    "normalized = (gdp_suicides_data - gdp_suicides_data.mean())/ gdp_suicides_data.std()\n",
    "normalized.columns = [\"normalized_gdp_per_capita\", \"normalized_suicides_per_100k_pop\"]\n",
    "\n",
    "# Plotting\n",
    "plt.rcParams[\"figure.figsize\"] = [8, 6]\n",
    "ax = normalized.plot()\n",
    "\n",
    "ax.set_xlabel(\"Year\", size = 13)\n",
    "ax.set_ylabel(\"Normalized\", size = 13)\n",
    "ax.set_title(\"Fig. 8. Comparison of world average GDP per capita and suicide rate\", \n",
    "                        size = 14,\n",
    "                        x = 0.5, y = -0.2,\n",
    "                        fontweight = \"bold\")\n",
    "\n",
    "ax.spines[\"right\"].set_visible(False)\n",
    "ax.spines[\"top\"].set_visible(False)\n",
    "\n",
    "ax.set_axisbelow(True)\n",
    "ax.yaxis.grid(color = \"gray\", linestyle = \"dashed\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Total Suicides by Generation "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of observations for each generation\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Generation X       6408\n",
       "Silent             6364\n",
       "Millenials         5844\n",
       "Boomers            4990\n",
       "G.I. Generation    2744\n",
       "Generation Z       1470\n",
       "Name: generation, dtype: int64"
      ]
     },
     "execution_count": 265,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking to see if the generations are balanced in terms of number\n",
    "\n",
    "print(\"Number of observations for each generation\")\n",
    "count = data['generation'].value_counts()\n",
    "count"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Therefore, the number of observations is not balanced across the generations, and generation Z and G.I generation have the lowest number of observations. This could explain their low total suicide rates as graphed below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "gen_table = data.pivot_table('suicides_no', index='generation', aggfunc='sum')\n",
    "gen_table.reset_index(level = 0, inplace = True)\n",
    "\n",
    "# Plotting\n",
    "plt.rcParams[\"figure.figsize\"] = [8, 6]\n",
    "\n",
    "colors = [\"b\", \"r\", \"g\", \"c\", \"m\", \"y\"]\n",
    "gen_graph = gen_table.plot(x = \"generation\", y = \"suicides_no\", kind = \"bar\", \n",
    "                           width = 0.7, color = colors)\n",
    "\n",
    "plt.xlabel(\"Generation\", size = 13)\n",
    "plt.ylabel(\"Total Suicides\", size = 13)\n",
    "plt.title(\"Fig. 10. Total number of suicides by generation\", \n",
    "          x = 0.33, y = -0.3,\n",
    "          size = 14, fontweight = \"bold\")\n",
    "plt.xticks(rotation = 30)\n",
    "\n",
    "gen_graph.spines[\"right\"].set_visible(False)\n",
    "gen_graph.spines[\"top\"].set_visible(False)\n",
    "\n",
    "gen_graph.get_legend().remove()\n",
    "\n",
    "gen_graph.set_axisbelow(True)\n",
    "gen_graph.yaxis.grid(color = \"gray\", linestyle = \"dashed\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Total Suicides by Generation and Age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "generation_data = data.groupby([\"year\", \"age\", \"generation\"]).sum()\n",
    "generation_data = generation_data[[\"suicides_per_100k_pop\"]].reset_index()\n",
    "\n",
    "# Plotting\n",
    "plt.rcParams[\"figure.figsize\"] = [16, 6]\n",
    "\n",
    "first = generation_data[generation_data.age == \"5-14 years\"]\n",
    "first1 = first.pivot_table(index = \"year\", columns = \"generation\", values = \"suicides_per_100k_pop\")\n",
    "\n",
    "second = generation_data[generation_data.age == \"15-24 years\"]\n",
    "second2 = second.pivot_table(index = \"year\", columns = \"generation\", values = \"suicides_per_100k_pop\")\n",
    "\n",
    "third = generation_data[generation_data.age == \"25-34 years\"]\n",
    "third3 = third.pivot_table(index = \"year\", columns = \"generation\", values = \"suicides_per_100k_pop\")\n",
    "\n",
    "fourth = generation_data[generation_data.age == \"35-54 years\"]\n",
    "fourth4 = fourth.pivot_table(index = \"year\", columns = \"generation\", values = \"suicides_per_100k_pop\")\n",
    "\n",
    "fifth = generation_data[generation_data.age == \"55-74 years\"]\n",
    "fifth5 = fifth.pivot_table(index = \"year\", columns = \"generation\", values = \"suicides_per_100k_pop\")\n",
    "\n",
    "sixth= generation_data[generation_data.age == \"75+ years\"]\n",
    "sixth6 = sixth.pivot_table(index = \"year\", columns = \"generation\", values = \"suicides_per_100k_pop\") \n",
    "\n",
    "a = first1.plot(color = [\"blue\", \"red\", \"green\"])\n",
    "b = second2.plot(color = [\"blue\", \"green\"])\n",
    "c = third3.plot(color = [\"yellow\", \"blue\", \"green\"])\n",
    "d = fourth4.plot(color = [\"yellow\", \"blue\", \"magenta\"])\n",
    "e = fifth5.plot(color = [\"yellow\", \"black\", \"magenta\"])\n",
    "f = sixth6.plot(color = [\"black\", \"magenta\"])\n",
    "\n",
    "gen_list = [a, b,c, d, e, f]\n",
    "\n",
    "for graph in gen_list:\n",
    "    \n",
    "    graph.set_xlabel(\"Year\", size = 13)\n",
    "    graph.set_ylabel(\"Suicides per 100k Population\", size = 13)\n",
    "    \n",
    "    graph.spines['right'].set_visible(False)\n",
    "    graph.spines['top'].set_visible(False)\n",
    "    \n",
    "    graph.set_axisbelow(True)\n",
    "    graph.yaxis.grid(color = \"gray\", linestyle = \"dashed\")\n",
    "    \n",
    "    # graph titles\n",
    "    if graph == a:\n",
    "        graph.set_title('5-14 years', size = 15)\n",
    "    if graph == b:\n",
    "        graph.set_title('15-24 years', size = 15)\n",
    "    if graph == c:\n",
    "        graph.set_title('25-34 years', size = 15)\n",
    "    if graph == d:\n",
    "        graph.set_title('35-54 years', size = 15)\n",
    "    if graph == e:\n",
    "        graph.set_title('55-74 years', size = 15)\n",
    "    if graph == f:\n",
    "        graph.set_title('75+ years', size = 15)\n",
    "\n",
    "f.set_title(\"Fig. 9. Total suicides per 100k poplulation by generation and age\"\n",
    "                               , x = 0.38, y = -0.25, \n",
    "                               size = 20, fontweight = \"bold\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Population and Suicide by Risk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.38, -0.25, 'Fig. 10. Visualization of the target variable')"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting\n",
    "plt.rcParams[\"figure.figsize\"] = [8, 6]\n",
    "\n",
    "high_risk = data[data.risk == 1]\n",
    "low_risk = data[data.risk == 0]\n",
    "\n",
    "# Population and suicide number\n",
    "plot_high = high_risk.plot(kind = \"scatter\",  x = \"population\", y = \"suicides_no\", \n",
    "                           color = \"Red\", label = \"high risk\")\n",
    "plot_low = low_risk.plot(kind = \"scatter\", x = \"population\", y = \"suicides_no\", \n",
    "                         color = \"Green\", label = \"low risk\", ax = plot_high)\n",
    "\n",
    "plot_high.set_xlabel(\"Population\", size = 13)\n",
    "plot_high.set_ylabel(\"Number of suicides\", size = 13)\n",
    "\n",
    "\n",
    "# population and suicide rate\n",
    "plot_high2 = high_risk.plot(kind = \"scatter\",  x = \"population\", y = \"suicides_per_100k_pop\", \n",
    "                            color = \"Red\", label = \"high risk\")\n",
    "plot_low2 = low_risk.plot(kind = \"scatter\", x = \"population\", y = \"suicides_per_100k_pop\", \n",
    "                          color = \"Green\", label = \"low risk\", ax = plot_high2)\n",
    "\n",
    "plot_high2.set_xlabel(\"Population\", size = 13)\n",
    "plot_high2.set_ylabel(\"Suicides per 100k Population\", size = 13)\n",
    "\n",
    "\n",
    "graphs = [plot_high, plot_high2]\n",
    "for graph in graphs:\n",
    "    \n",
    "    graph.spines[\"right\"].set_visible(False)\n",
    "    graph.spines[\"top\"].set_visible(False)\n",
    "\n",
    "    graph.set_axisbelow(True)\n",
    "    graph.yaxis.grid(color = \"gray\", linestyle = \"dashed\")\n",
    "\n",
    "plot_high2.set_title(\"Fig. 10. Visualization of the target variable\"\n",
    "                               , x = 0.38, y = -0.25, \n",
    "                               size = 15, fontweight = \"bold\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Number of Observations in Each Class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of observations in each class:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0    19061\n",
       "1     8759\n",
       "Name: risk, dtype: int64"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(\"Number of observations in each class:\")\n",
    "count = data['risk'].value_counts()\n",
    "count"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 177,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = [7, 6]\n",
    "count_plot = sns.countplot(x = \"risk\", data = data)\n",
    "\n",
    "plt.xlabel(\"Risk\", size = 13)\n",
    "plt.ylabel(\"Count\", size = 13)\n",
    "plt.title(\"Fig. 11. Number of observations in each class\", \n",
    "          x = 0.43, y = -0.2,\n",
    "          size = 14, fontweight = \"bold\")\n",
    "\n",
    "count_plot.spines[\"right\"].set_visible(False)\n",
    "count_plot.spines[\"top\"].set_visible(False)\n",
    "\n",
    "count_plot.set_axisbelow(True)\n",
    "count_plot.yaxis.grid(color = \"gray\", linestyle = \"dashed\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We observe that the data is not balanced across the classes, and therefore I will upscale the data to make the data balanced across the classes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of observations in each class after upscaling:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1    19061\n",
       "0    19061\n",
       "Name: risk, dtype: int64"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Upscaling\n",
    "\n",
    "# Separating the majority and minority classes\n",
    "majority = data[data.risk == 0]\n",
    "minority = data[data.risk == 1]\n",
    "\n",
    "upsampled = resample(minority, replace=True,     \n",
    "                                n_samples=19061, \n",
    "                                random_state=123)\n",
    "df= pd.concat([majority, upsampled])\n",
    "\n",
    "print(\"Number of observations in each class after upscaling:\")\n",
    "df.risk.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = [7, 6]\n",
    "count_plot2 = sns.countplot(x = \"risk\", data = df)\n",
    "\n",
    "plt.xlabel(\"Risk\", size = 13)\n",
    "plt.ylabel(\"Count\", size = 13)\n",
    "plt.title(\"Fig. 12. Number of observations in each class after upscaling\", \n",
    "          x = 0.58, y = -0.2,\n",
    "          size = 14, fontweight = \"bold\")\n",
    "\n",
    "count_plot2.spines[\"right\"].set_visible(False)\n",
    "count_plot2.spines[\"top\"].set_visible(False)\n",
    "\n",
    "count_plot2.set_axisbelow(True)\n",
    "count_plot2.yaxis.grid(color = \"gray\", linestyle = \"dashed\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Getting the Data Ready for Classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 179,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data cleaning for classification\n",
    "\n",
    "# Converting categorical variables to numerical\n",
    "le = LabelEncoder()\n",
    "df[\"country\"] = le.fit_transform(df[\"country\"])\n",
    "\n",
    "df[\"sex\"] = le.fit_transform(df[\"sex\"])\n",
    "\n",
    "df.generation.replace([\"G.I. Generation\", \"Silent\", \"Boomers\", \"Generation X\", \"Millenials\", \"Generation Z\"],\n",
    "                     [\"0\", \"1\", \"2\", \"3\", \"4\", \"5\"], inplace = True)\n",
    "\n",
    "# Changing the type of the \"generation\" column\n",
    "df[\"generation\"] = df[\"generation\"].astype(int)\n",
    "\n",
    "# Replacing the age intervals with their means\n",
    "df.age.replace([\"5-14 years\", \"15-24 years\", \"25-34 years\", \n",
    "                \"35-54 years\", \"55-74 years\", \"75+ years\"],\n",
    "              [np.array([5,14]).mean(), np.array([15,24]).mean(), np.array([25,34]).mean(), \n",
    "               np.array([35,54]).mean(), np.array([55,74]).mean(), np.array([75]).mean()],\n",
    "               inplace = True\n",
    "              )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Classification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the classification analysis, I will be using models such as logistic regression, neural networks, decision tree and random forest. After, I will try to find the best model by comparing the performance of the models."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of observations and columns\n",
      "Training Set:\n",
      "(28591, 9)\n",
      "(28591,)\n",
      "Testing Set:\n",
      "(9531, 9)\n",
      "(9531,)\n"
     ]
    }
   ],
   "source": [
    "# Seperating the target variable and predictors\n",
    "X = df.drop([\"risk\", \"country-year\", \"suicides_per_100k_pop\"], axis = 1)\n",
    "y = df[\"risk\"]\n",
    "\n",
    "# Scaling X\n",
    "scaled_X = (X-X.mean())/ X.std()\n",
    "\n",
    "# Training and testing sets\n",
    "X_train, X_test, y_train, y_test = model_selection.train_test_split(scaled_X, y, test_size=0.25, random_state = 40)\n",
    "\n",
    "# Number of rows and columns\n",
    "print(\"Number of observations and columns\")\n",
    "print(\"Training Set:\")\n",
    "print(X_train.shape)\n",
    "print(y_train.shape)\n",
    "print(\"Testing Set:\")\n",
    "print(X_test.shape)\n",
    "print(y_test.shape)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Logistic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m Logistic regression accuracies: \u001b[0m\n",
      "Training accuracy: 0.9124899443880942\n",
      "Testing accuracy: 0.9173224215717134\n",
      "\n",
      "\u001b[1m Confusion matrix for logistic regression: \u001b[0m\n",
      "[[4376  369]\n",
      " [ 419 4367]]\n",
      "\n",
      "\u001b[1m Logistic regression classification report: \u001b[0m\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.91      0.92      0.92      4745\n",
      "           1       0.92      0.91      0.92      4786\n",
      "\n",
      "    accuracy                           0.92      9531\n",
      "   macro avg       0.92      0.92      0.92      9531\n",
      "weighted avg       0.92      0.92      0.92      9531\n",
      "\n"
     ]
    }
   ],
   "source": [
    "logistic_model = linear_model.LogisticRegression(solver = \"lbfgs\")\n",
    "logistic_model.fit(X_train, y_train)\n",
    "\n",
    "lr_pred = logistic_model.predict(X_test)\n",
    "\n",
    "# Training and testing accuracy\n",
    "lr_train_acc = logistic_model.score(X_train, y_train)\n",
    "lr_test_acc = logistic_model.score(X_test, y_test)\n",
    "\n",
    "print(\"\\033[1m Logistic regression accuracies: \\033[0m\")\n",
    "print(f\"Training accuracy: {lr_train_acc}\")\n",
    "print(f\"Testing accuracy: {lr_test_acc}\")\n",
    "print(\"\")\n",
    "\n",
    "lm_con_mat = metrics.confusion_matrix(y_test, lr_pred)\n",
    "print(\"\\033[1m Confusion matrix for logistic regression: \\033[0m\")\n",
    "print(lm_con_mat)\n",
    "print(\"\")\n",
    "\n",
    "lr_report = metrics.classification_report(y_test, lr_pred)\n",
    "print(\"\\033[1m Logistic regression classification report: \\033[0m\")\n",
    "print(lr_report)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Neural Networks (MLP Classifier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m MLP classifier accuracies: \u001b[0m\n",
      "Training accuracy: 1.0\n",
      "Testing accuracy: 0.996432693316546\n",
      "\n",
      "\u001b[1m Confusion matrix for MLP classifier: \u001b[0m\n",
      "[[4718   27]\n",
      " [   7 4779]]\n",
      "\n",
      "\u001b[1m MLP classifier report: \u001b[0m\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      0.99      1.00      4745\n",
      "           1       0.99      1.00      1.00      4786\n",
      "\n",
      "    accuracy                           1.00      9531\n",
      "   macro avg       1.00      1.00      1.00      9531\n",
      "weighted avg       1.00      1.00      1.00      9531\n",
      "\n"
     ]
    }
   ],
   "source": [
    "nn_model = MLPClassifier(solver = \"lbfgs\", random_state = 40, max_iter = 3000)\n",
    "nn_model.fit(X_train, y_train)\n",
    "\n",
    "nn_pred = nn_model.predict(X_test)\n",
    "\n",
    "nn_train_acc = nn_model.score(X_train, y_train)\n",
    "nn_test_acc = nn_model.score(X_test, y_test)\n",
    "\n",
    "print(\"\\033[1m MLP classifier accuracies: \\033[0m\")\n",
    "print(f\"Training accuracy: {nn_train_acc}\")\n",
    "print(f\"Testing accuracy: {nn_test_acc}\")\n",
    "print(\"\")\n",
    "\n",
    "nn_con_mat = metrics.confusion_matrix(y_test, nn_pred)\n",
    "print(\"\\033[1m Confusion matrix for MLP classifier: \\033[0m\")\n",
    "print(nn_con_mat)\n",
    "print(\"\")\n",
    "\n",
    "nn_report = metrics.classification_report(y_test, nn_pred)\n",
    "print(\"\\033[1m MLP classifier report: \\033[0m\")\n",
    "print(nn_report)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Decision Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m Decision tree accuracies: \u001b[0m\n",
      "Training accuracy: 0.939666328564933\n",
      "Testing accuracy: 0.9314867275207218\n",
      "\n",
      "\u001b[1m Confusion matrix for decision tree: \u001b[0m\n",
      "[[4245  500]\n",
      " [ 153 4633]]\n",
      "\n",
      "\u001b[1m Decision tree report: \u001b[0m\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.97      0.89      0.93      4745\n",
      "           1       0.90      0.97      0.93      4786\n",
      "\n",
      "    accuracy                           0.93      9531\n",
      "   macro avg       0.93      0.93      0.93      9531\n",
      "weighted avg       0.93      0.93      0.93      9531\n",
      "\n"
     ]
    }
   ],
   "source": [
    "dt_model = DecisionTreeClassifier(max_depth = 25, max_leaf_nodes = 33)\n",
    "dt_model.fit(X_train, y_train)\n",
    "\n",
    "dt_pred = dt_model.predict(X_test)\n",
    "\n",
    "dt_train_acc = dt_model.score(X_train, y_train)\n",
    "dt_test_acc = dt_model.score(X_test, y_test)\n",
    "\n",
    "print(\"\\033[1m Decision tree accuracies: \\033[0m\")\n",
    "print(f\"Training accuracy: {dt_train_acc}\")\n",
    "print(f\"Testing accuracy: {dt_test_acc}\")\n",
    "print(\"\")\n",
    "\n",
    "dt_con_mat = metrics.confusion_matrix(y_test, dt_pred)\n",
    "print(\"\\033[1m Confusion matrix for decision tree: \\033[0m\")\n",
    "print(dt_con_mat)\n",
    "print(\"\")\n",
    "\n",
    "dt_report = metrics.classification_report(y_test, dt_pred)\n",
    "print(\"\\033[1m Decision tree report: \\033[0m\")\n",
    "print(dt_report)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m Random forest accuracies: \u001b[0m\n",
      "Training accuracy: 0.9951733062851946\n",
      "Testing accuracy: 0.9857307732661841\n",
      "\n",
      "\u001b[1m Confusion matrix for random forest: \u001b[0m\n",
      "[[4636  109]\n",
      " [  27 4759]]\n",
      "\n",
      "\u001b[1m Random forest report: \u001b[0m\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.99      0.98      0.99      4745\n",
      "           1       0.98      0.99      0.99      4786\n",
      "\n",
      "    accuracy                           0.99      9531\n",
      "   macro avg       0.99      0.99      0.99      9531\n",
      "weighted avg       0.99      0.99      0.99      9531\n",
      "\n"
     ]
    }
   ],
   "source": [
    "rf_model = RandomForestClassifier(n_estimators=100, min_samples_leaf=5, random_state = 40)\n",
    "rf_model.fit(X_train, y_train)\n",
    "\n",
    "rf_pred = rf_model.predict(X_test)\n",
    "\n",
    "rf_train_acc = rf_model.score(X_train, y_train)\n",
    "rf_test_acc = rf_model.score(X_test, y_test)\n",
    "\n",
    "print(\"\\033[1m Random forest accuracies: \\033[0m\")\n",
    "print(f\"Training accuracy: {rf_train_acc}\")\n",
    "print(f\"Testing accuracy: {rf_test_acc}\")\n",
    "print(\"\")\n",
    "\n",
    "rf_con_mat = metrics.confusion_matrix(y_test, rf_pred)\n",
    "print(\"\\033[1m Confusion matrix for random forest: \\033[0m\")\n",
    "print(rf_con_mat)\n",
    "print(\"\")\n",
    "\n",
    "rf_report = metrics.classification_report(y_test, rf_pred)\n",
    "print(\"\\033[1m Random forest report: \\033[0m\")\n",
    "print(rf_report)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "According to the results above, the neural networks (MLP classifier) has pretty impressive results and outperforms the other models in terms of accuracy, precision, recall, etc. The second best is the random forest model which seems to have pretty good results as well. The third best is the decision tree model, and the model with the worst performance is the logistic regression model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since the best model is the MLP classifier, I wondered if I could improve the performance by tuning the classifier. Therefore, I will adjust the hyper-parameters of the MLP classifier in an attempt of getting a more perfect performance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MLP Classifier After Being Tuned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best parameters found:\n",
      " {'activation': 'tanh', 'alpha': 0.0001, 'hidden_layer_sizes': (50, 50, 50), 'learning_rate': 'adaptive', 'solver': 'lbfgs'}\n"
     ]
    }
   ],
   "source": [
    "mlp = MLPClassifier(max_iter=100)\n",
    "\n",
    "parameters = {\n",
    "    'hidden_layer_sizes': [(50,50,50), (50,100,50), (50,)],\n",
    "    'activation': ['tanh', 'relu'],\n",
    "    'solver': ['sgd', 'lbfgs'],\n",
    "    'alpha': [0.0001, 0.05],\n",
    "    'learning_rate': ['constant','adaptive'],\n",
    "}\n",
    "\n",
    "clf = GridSearchCV(mlp, parameters, n_jobs=-1, cv=3)\n",
    "clf.fit(X_train, y_train)\n",
    "\n",
    "# Best parameters\n",
    "print('Best parameters found:\\n', clf.best_params_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m MLP classifier after being tuned accuracies: \u001b[0m\n",
      "Training accuracy: 0.9997551677101185\n",
      "Testing accuracy: 0.9980065050886581\n",
      "\n",
      "\u001b[1m Confusion matrix for MLP classifier after being tuned: \u001b[0m\n",
      "[[4728   17]\n",
      " [   2 4784]]\n",
      "\n",
      "\u001b[1m MLP classifier report: \u001b[0m\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      1.00      1.00      4745\n",
      "           1       1.00      1.00      1.00      4786\n",
      "\n",
      "    accuracy                           1.00      9531\n",
      "   macro avg       1.00      1.00      1.00      9531\n",
      "weighted avg       1.00      1.00      1.00      9531\n",
      "\n"
     ]
    }
   ],
   "source": [
    "nn_model2 = MLPClassifier(solver = \"lbfgs\", activation = \"tanh\", alpha = 0.0001, \n",
    "                          hidden_layer_sizes = (50,50,50), learning_rate = \"adaptive\", \n",
    "                          random_state = 40, max_iter = 3000)\n",
    "\n",
    "nn_model2.fit(X_train, y_train)\n",
    "\n",
    "nn_pred2 = nn_model2.predict(X_test)\n",
    "\n",
    "nn_train_acc2 = nn_model2.score(X_train, y_train)\n",
    "nn_test_acc2 = nn_model2.score(X_test, y_test)\n",
    "\n",
    "\n",
    "print(\"\\033[1m MLP classifier after being tuned accuracies: \\033[0m\")\n",
    "print(f\"Training accuracy: {nn_train_acc2}\")\n",
    "print(f\"Testing accuracy: {nn_test_acc2}\")\n",
    "print(\"\")\n",
    "\n",
    "nn_con_mat2 = metrics.confusion_matrix(y_test, nn_pred2)\n",
    "print(\"\\033[1m Confusion matrix for MLP classifier after being tuned: \\033[0m\")\n",
    "print(nn_con_mat2)\n",
    "print(\"\")\n",
    "\n",
    "nn_report2 = metrics.classification_report(y_test, nn_pred2)\n",
    "print(\"\\033[1m MLP classifier report: \\033[0m\")\n",
    "print(nn_report2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After tuning the MLP Classifier, we observe that the training accuracy decreases by a very small amount, and the testing accuracy increases by a very small amount. From the confusion matrix, we observe that before tuning, the number of incorrect predictions is 34, and after tuning this number decreases to 19. Furthermore, all the columns in the classifier report have perfect scores. Therefore, overall, the MLP classifier after being tuned outperforms every other model above."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## ROC Curves and AUC Scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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LBoHbdVP1PUZEwisvL49PPvmEIUOGAFBSUkJiYmKoX7bSb+b6BIwgBcUlzPt6B698uoUF63aSXxRomXVrWZ+LT21H/y5N6N2uES0apJKaFPI/GBGRI7Z9+3YuuOACVqxYwXfffUfLli3DEXBVUshFiNlfbOWeWSvZk1tEi/qpTOzXgQFdmpLRuQlN6qb4XZ6ISI0+++wzxo4dS3Z2Ni+++KIv3ZMVKeQiwLIN2dwx43NOatuQ20Z0ZfBxTUlK1AUiRCR6vPbaa1x++eU0adKEhQsX0qdPH79LAhRyvvthXz43PP8J7Rqn88xV/WiUrlabiESfRYsW0atXL2bOnEmrVq38LucghZzP/jJ3LQfyi5lxw0AFnIhElfz8fDZu3EjXrl35f//v/1FUVERaWprfZR1GfWI+WrN9P//5ZBNXDuzI8S3q+V2OiEjQfvjhB4YNG8ZZZ51Fbm4uiYmJERdwoJacr/44ZzX1UpOYfNbxfpciIhK0L774gjFjxrBr1y6ef/550tPT/S6pSmrJ+STzu2zmrd7BzcOOVzeliESNWbNmMXjwYEpLS1mwYAEXX3yx3yVVSyHnk9lfbCU9JZGfDurkdykiIkFxzvHEE0/Qo0cPMjMzOfXUU/0uqUbqrvSBc44P1+5g0HFNSUvWSd0iEtkKCgrYv38/zZo1Y/r06SQnJ1OnTh2/ywqKWnI+WL8rh03ZeQzt1sLvUkREqrVjxw6GDx/OmDFjKCkpoUGDBlETcKCWnC8+XLMTgDO7Nve5EhGRqn355ZeMGTOGHTt28Oyzz/o6PdfRUkvOB/PX7uS45nVp3yRyRySJSHybPXs2gwYNoqioiI8++ohLLrnE75KOikIuzPIKS1iyPouhXdVVKSKRqaioiF/96ld0796dzMxM+vbt63dJR03dlWGWuSGbwuJShnZTV6WIRJaCggIAUlNTmTNnDs2bN4/oc+CCoZZcmC1at4uUxAQyOjXxuxQRkYN27tzJyJEjuf766wHo2LFj1AccKOTCbtG3WZzSoRF1UqLvAK6IxKaVK1eSkZHBsmXLGD16tN/l1CqFXBj9sC+flVv3Mvj4Zn6XIiICwJtvvsmgQYMoKChg/vz5TJw40e+SapWOyYXR7C+24hycd3Jrv0sREWHfvn1ceeWVnHDCCcyaNYt27dr5XVKtU8iF0ewV2zi5XUOOa64rDoiIf4qLi0lMTKRBgwbMnTuX7t27U7duXb/LCgl1V4ZJflEJq7bs5fQT1FUpIv7ZtWsXI0aM4C9/+QsAp512WswGHCjkwmb19v0Ulzp6tW3odykiEqe++uor+vfvz5IlS2jdOj4Om6i7Mky+3LIXgF7tGvlciYjEo7fffpuJEydSp04d5s+fT//+/f0uKSzUkguTLzfvoUndFNo0jLwr54pIbNu0aRPjxo2jc+fOZGZmxk3AgVpyYbNi8156tW2ImfldiojECeccZkb79u155ZVXGDZsGPXqxdfAN7XkwiC/qIRvdhzg5HY6Hici4ZGVlcXZZ5/NnDlzABgzZkzcBRwo5MLiq237KCl1nKRBJyISBqtXr6Z///589NFH7N692+9yfKXuyjBY6Q06UUtOREJt7ty5/OQnPyE1NZUPP/yQgQMH+l2Sr9SSC4MVm/fSrF4KrRpo0ImIhM5nn33GueeeS8eOHcnMzIz7gAOFXFis3KJBJyISen369OHRRx9l4cKFdOzY0e9yIoJCLsTyCktY+8N+nQQuIiGRnZ3NxRdfzOrVqzEzbr755rgcYFIVhVyIfbVtL6VOJ4GLSO1bs2YNAwYM4I033mDVqlV+lxORNPAkxL7c7M10opaciNSi9957j0suuYTk5GTmzZvH4MGD/S4pIqklF2Irtuylef1UWjZI9bsUEYkR7733HqNGjaJdu3ZkZmYq4KqhkAsxDToRkdo2ZMgQ7rzzThYtWkSnTp38LieiKeRC7LtdOZzQQgeBReTY7N69mxtuuIE9e/aQlpbGQw89RP369f0uK+Ip5EJo3Y79FJU42jau43cpIhLFvvnmGwYMGMAzzzzDkiVL/C4nqijkQuidVT8AMLJHS58rEZFoNW/ePPr3709WVhbvv/8+o0aN8rukqKKQC6E5K7fTp30jWjdUS05Ejtyrr77KOeecQ+vWrcnMzOT000/3u6Soo5ALkc27c/lyy15GndTK71JEJEoNGDCAK6+8ksWLF9OlSxe/y4lKCrkQKeuqPKenQk5Egrdnzx7uu+8+iouLadOmDU899RQNGjTwu6yopZALkXdWbqd7q/p0blbX71JEJEqsW7eOgQMHMmXKFJYtW+Z3OTFBIRcCJaWOzzft4Yyuzf0uRUSixIcffkj//v3ZsWMH7733nq4gUEsUciHww758CktK6dg03e9SRCQKvPDCC4wcOZKWLVuSmZnJ0KFD/S4pZijkQmBTdi4AHZoo5ESkZl27dmXMmDEsXryY4447zu9yYopCLgQ2KuREpAZ79+5l6tSpAPTr149XX32Vhg01kXttU8iFwKbsXBIM2jTS+XEi8mPr169n0KBBXHfddaxdu9bvcmKaQi4ENmbn0qZRHZITtXtF5HAfffQRGRkZbNu2jblz59K1a1e/S4ppIf0UNrNRZrbGzNaZ2a8rWd/BzD4ws8/MbIWZnRvKesJlY3auuipF5EemTp3KiBEjaNasGUuXLmXYsGF+lxTzQhZyZpYIPA6MBnoAk8ysR4XNfgfMcM6dAkwE/h6qesJpY3aeQk5EfiQlJYWzzjqLJUuWcMIJJ/hdTlwIZUsuA1jnnFvvnCsEpgPjKmzjgLJT+RsCW0NYT1jkFhaz60AB7RVyIgLs27eP999/H4BLL72Ut99+m0aNGvlcVfxICuFztwU2lVveDPSvsM19wFwzuwWoC4wIYT1hsSk7D0AhJyJ89913jBkzhg0bNrBhwwaaNWumCyiHWShbcpX9Jl2F5UnAVOdcO+Bc4Hkz+1FNZna9mS03s+U7d+4MQam1R+fIiQjAggULyMjIYMuWLcycOZNmzZr5XVJcCmXIbQbal1tux4+7I68BZgA45xYDacCP/hKcc0865/o65/o2bx7ZU2XpHDkRmTp1KmeddRaNGzdm6dKljBgR9Z1UUSuUIbcMOMHMOptZCoGBJa9X2GYjMBzAzE4kEHKR3VSrwcbsXOqlJtE4PdnvUkTEJ19//TVnnHEGS5cu1SkCPgvZMTnnXLGZTQbeARKBp51zq8zsAWC5c+514BfAv8zsdgJdmVc55yp2aUaVTdm5tG+Srn53kTizf/9+Nm7cSM+ePXnwwQcpLS0lOVlfdv0WyoEnOOfeAt6qcN+95W5/BQwOZQ3htjE7ly7NdXkdkXjy/fffM2bMGHbv3s0333xDWloaiYmJfpclaMaTWuWcY2N2Lu0b63icSLxYtGgRGRkZbNy4kaeffpq0tDS/S5JyFHK1aOf+AgqKS+mgS+yIxIXnnnuOYcOG0aBBA5YsWcLIkSP9LkkqUMjVorKRlTpHTiT2OeeYMWMGgwcPZunSpXTv3t3vkqQSIT0mF2827dbpAyKx7sCBA+Tk5NCyZUumT59OamqqBphEMIVcLdqYlYcZtNUldkRi0saNGxk7dixpaWksWrSIevXq+V2S1EAhV4s2ZufSqkEaackaVSUSaxYvXsyFF15IXl4eL730EgkJOtoTDfRbqkVl58iJSGx54YUXGDZsGHXr1mXJkiWMGjXK75IkSAq5WqTTB0RiT0FBAVOmTGHAgAFkZmZy4okn+l2SHAF1V9aS/KIStu/L16ATkRiRk5NDYmIiaWlpvPfeezRr1oyUlBS/y5IjpJZcLdm8O3CJnQ5NNehEJNpt2rSJ008/neuuuw6ANm3aKOCilEKuluj0AZHYsHTpUjIyMli3bh2XXnqp3+XIMVLI1ZJNOhFcJOpNmzaNoUOHUqdOHRYvXszo0aP9LkmOkUKulmzMyiUtOYHm9VL9LkVEjsLu3bu5+eabycjIIDMzk549e/pdktQCDTypJRuzc+mgS+yIRJ38/HxSU1Np3Lgx8+fPp1u3bjr+FkPUkqslOn1AJPps2bKFIUOG8Kc//QmAXr16KeBijEKuFjjndCK4SJRZvnw5/fr1Y82aNeqajGEKuVqQnVNITmGJRlaKRIkZM2Zw+umnk5qayqJFizj//PP9LklCRCFXC8ousaOQE4l869ev59JLL+W0005j6dKl9OrVy++SJIQ08KQWbDp4IrhCTiRSlZaWkpCQQJcuXXj77bc544wzSE3VaOhYp5ZcLTh4jpwGnohEpK1btzJo0CDeeOMNAEaOHKmAixNqydWCjVm5NK+fSp0UXWJHJNJ88sknjB07lr179+Kc87scCTO15GpB4PQBzVkpEmlefvllTj/9dJKSkli0aBFjxozxuyQJM4VcLSg7EVxEIsfSpUu55JJL6NOnD5mZmZx88sl+lyQ+UMgdo8LiUrbtzVPIiUSYjIwMnn76aebNm0fLli39Lkd8opA7Rlv35FHqNDGzSCTYtm0bZ599Nl9//TVmxs9+9jPS0tL8Lkt8pJA7RjpHTiQyfPbZZ2RkZLBw4UI2bNjgdzkSIRRyx+jgdeR0jpyIb1577TWGDBmCmbFw4UJdIkcOUsgdo++zcklJTKBlfXWJiPjhzTff5KKLLqJXr15kZmbSp08fv0uSCKKQO0Zrtu/nuBb1SEjQJXZE/DBixAj+8Ic/8OGHH9KqVSu/y5EIo5A7Rqu37+PEVvX9LkMkrmzfvp3LLruM7OxsUlNTufvuuzXARCqlkDsGe3IL+WFfAd0UciJh88UXX5CRkcHMmTNZsWKF3+VIhFPIHYPV2/cDKOREwmTmzJkMHjyY0tJSPv74Y84880y/S5IIp5A7Bqu37QPgxNYNfK5EJPa98MILXHTRRfTs2ZNly5Zx6qmn+l2SRAGF3DFY88N+GqUn06K+ZjMXCbURI0Zwyy238OGHH9K6dWu/y5EooZA7Bqu376dby/qYaWSlSCjs2LGDu+66i+LiYlq2bMmjjz5KnTqaDF2Cp5A7SqWljjXb96urUiREVqxYQUZGBn/729/44osv/C5HopRC7iht3p1HbmGJBp2IhMDs2bMZPHgwRUVFfPzxx5x22ml+lyRRSiF3lFZvDww6UciJ1K4nnniCcePG0b17d5YtW6aAk2OikDtKB08faKmQE6lNffv25corr2T+/Pm0adPG73IkyinkjtKa7fvp0CSduqlJfpciEvV27tzJ3//+dwBOO+00pk6dSnq6Jj2XYxdUyJlZipkdH+piosnq7fvUVSlSC1auXElGRga/+MUv+O677/wuR2JMjSFnZucBXwLvest9zOy1UBcWyfKLSvhuV47mrBQ5Rm+++SYDBw6koKCAjz76iM6dO/tdksSYYFpyDwD9gT0AzrnPgbhu1a3bcYBSB91a6fQBkaP12GOPMWbMGLp27cqyZcvo16+f3yVJDAom5Iqcc3sq3OdCUUy00JyVIseuRYsWjB8/no8++oi2bdv6XY7EqGBC7msz+wmQYGadzeyvwJIQ1xXRVm/bR2pSAp10NXCRI7Jr1y7eeustACZOnMhLL71E3bp1fa5KYlkwITcZOA0oBV4F8oH/CmVRkW7ND/s5oWU9khI1OFUkWF999RX9+/dn0qRJ7N69G0BT4knIBfMpfY5z7i7n3Cnez6+B0aEuLJIF5qzU8TiRYL399tsMHDiQnJwc5s6dS+PGjf0uSeJEMCH3u0ruu7u2C4kWWQcK2Lm/gBNb63icSDAeffRRzj//fLp06cKyZcvo37+/3yVJHKnyTGYzOwcYBbQ1s7+UW9WAQNdlXFqjQSciR2THjh2MGzeO559/XsffJOyqm65jB7CSwDG4VeXu3w/8OpRFRTKNrBSpWVZWFps2baJPnz7893//NwAJCTqGLeFXZcg55z4DPjOzF5xz+WGsKaKt3r6PpnVTaF5PF0oVqczXX3/NmDFjKCoq4ptvviElJcXvkiSOBfPVqq2ZTTezFWa2tuwnmCc3s1FmtsbM1plZpa0/M/uJmX1lZqvM7MUjqt4Ha7bvp1srXShVpDLvvPMOAwYMYP/+/UyfPl0BJ74LJuSmAs8ARmBU5Qxgek0PMrNE4HHvMT2ASWbWowxWL3YAACAASURBVMI2JwC/AQY753oCtx1J8eFWUupY+8MBumumE5HDOOf429/+xrnnnkunTp3IzMxk4MCBfpclElTIpTvn3gFwzn3rnPsdMCyIx2UA65xz651zhQSCcVyFba4DHnfO7faef0fwpYffxuxc8opK6K7jcSKHcc7x7rvvcv7557Nw4UI6duzod0kiQPUDT8oUWKBv7lszuxHYArQI4nFtgU3lljcTmAOzvK4AZrYQSATuc87NqfhEZnY9cD1Ahw4dgnjp0FijC6WKHCY7O5v8/HzatGnD9OnTSUtL0wATiSjB/DXeDtQDbgUGE2h9XR3E4yo7aFVxzssk4ATgTGAS8H9m1uhHD3LuSedcX+dc3+bNmwfx0qGxevt+zKCrLpQqwpo1a+jfvz8XX3wxzjnS09MVcBJxamzJOeeWejf3A1cAmFm7IJ57M9C+3HI7YGsl2yxxzhUB35nZGgKhtyyI5w+71dv206lpXeqkJPpdioiv3n33XS655BJSUlKYOnWqBmJJxKr2a5eZ9TOzC8ysmbfc08yeI7gJmpcBJ3iTOqcAE4HXK2wzE+/4nvcaXYH1R/gewmbND/vpplacxLnHH3+c0aNH06FDBzIzMxk8eLDfJYlUqcqQM7OHgBeAy4A5ZnY38AHwBd6xtOo454oJTO78DvA1MMM5t8rMHjCzsd5m7wBZZvaV99x3OueyjuUNhUpeYQkbsnLorum8JI7l5+fzj3/8g9GjR7Nw4UI6derkd0ki1aquu3Ic0Ns5l2dmTQh0NfZ2zq0J9smdc28Bb1W4795ytx1wh/cT0db+sB/n0MhKiUu7d+8mNTWV9PR05s2bR9OmTUlMVLe9RL7quivznXN5AM65bGD1kQRcrDk0Z6XOkZP4snbtWgYMGMANN9wABC52qoCTaFFdS66Lmb3q3TagU7llnHMXhbSyCLN6+37qJCfSoYkulCrx4/3332f8+PEkJSUdDDmRaFJdyF1cYfl/Q1lIpFu9fR9dW9YjMUGjyCQ+/POf/2Ty5Ml0796d2bNn07lzZ79LEjli1U3Q/H44C4l0a7bvZ/iJwZwDLxL9du7cyd13380555zDtGnTaNBA3fQSnYKZ8STu7dxfQFZOoeaslJh34MAB6tatS/PmzVm0aBHHH3+8jr9JVNP0BEFY7U3npZGVEsvWrVtHv379eOihhwDo1q2bAk6iXtAhZ2ZxewE1XQ1cYt0HH3xA//792blzp07ulphSY8iZWYaZfQl84y33NrO/hbyyCPLV1n20qJ9KU10oVWLQk08+ydlnn02rVq3IzMxk6NChfpckUmuCack9BpwPZAE4574guEvtxIzPN+2hd/sfzRstEvXWrl3Lz3/+c0aOHMmiRYvo0qWL3yWJ1KpgBp4kOOe+rzABa0mI6ok4+/KLWL8rh4tObet3KSK1pri4mKSkJLp27cqHH37IgAEDSErSODSJPcG05DaZWQbgzCzRzG4D1oa4roixfW8+AJ2a1fW5EpHa8e2339KnTx9mzZoFwJAhQxRwErOCCbmbCMwt2QH4ARjg3RcXdu4vAKCZjsdJDJg/fz79+/dn69atOvdN4kIwX9+KnXMTQ15JhNp1IBByzesr5CS6PfXUU9x0000cd9xxzJ49m+OPP97vkkRCLpiW3DIze8vMfmpmcTeGXi05iQUff/wx1157LcOGDWPx4sUKOIkbNYacc+444A/AacCXZjbTzOKmZbfzQAEpSQk0SNMxC4k+gatZBY67TZ8+nTfffJNGjTRSWOJHUCeDO+cWOeduBU4F9hG4mGpc2Lm/gOb1UqkwulQk4n333XcMHjyYlStXYmZMmDBBA0wk7gRzMng9M7vMzGYDmcBOYFDIK4sQuw4U0kzH4yTKfPzxx2RkZLB69WqysrL8LkfEN8G05FYSGFH5J+fc8c65Xzjnloa4roixa38Bzeqm+F2GSNCeeeYZhg8fTpMmTViyZIlmMJG4FkzfRRfnXGnIK4lQ2TmF9GyjodYSHV5++WWuvvpqRowYwYwZM2jcuLHfJYn4qsqQM7P/cc79AnjFzFzF9fFwZXDnHNk5hZqzUqLG2LFjeeSRR7j55ptJTk72uxwR31XXknvJ+zdurwh+oKCYwpJSmqq7UiLYhg0buO2223jqqado2rQpt912m98liUSM6q4MnundPNE5d1jQmdlkIOavHJ6dUwhAE4WcRKiFCxdy4YUXUlhYyDfffEPTpk39LkkkogQz8OTqSu67prYLiUS7DnghV08hJ5Hnueee46yzzqJRo0YsXbqUAQMG+F2SSMSp7pjcBGAi0NnMXi23qj6wJ9SFRYKylpy6KyXS/Otf/+L6669n2LBhvPzyyzRp0sTvkkQiUnXH5DIJXEOuHfB4ufv3A5+FsqhIkZ0TmNJL3ZUSacaNG8eGDRu47777NMBEpBpVdlc6575zzr3nnOvnnHu/3E+mc64onEX6JetgS06jK8V/Gzdu5JZbbqGoqIgWLVowZcoUBZxIDaoMOTOb7/2728yyy/3sNrPs8JXon+wDhaSnJFInJdHvUiTOLV68mH79+vH888+zevVqv8sRiRrVDTwZ5v3bDGhe7qdsOeZl5xSqq1J89+9//5szzzyT+vXrs3jxYnr16uV3SSJRo7ruyrJZTtoDic65EmAgcAMQF5fJzsop1KAT8dX//M//cMUVVzBw4ECWLl3KiSee6HdJIlElmFMIZgLOzI4DngNOBF4MaVURIiunQC058dXw4cOZPHkyc+fO1TlwIkchmJAr9QaaXAT81Tl3C9A2tGVFhuwDhTTRoBMJs02bNvGXv/wFgD59+vC3v/2NlBR92RI5GsFM0FxsZpcAVwAXePfF/JAu51ygu1IngksYLV26lHHjxpGbm8sll1xC+/bt/S5JJKoFO+PJMAKX2llvZp2BaaEty3+5hSUUFJequ1LCZtq0aQwdOpT09HQWL16sgBOpBTWGnHNuJXArsNzMugObnHNTQl6ZzzRvpYTTlClTuPTSS+nfvz+ZmZn07NnT75JEYkIwVwY/HVgHPAU8Daw1s8GhLsxvZSeCN1N3pYRBt27duPbaa3n33Xdp1qyZ3+WIxIxguisfAc51zg12zg0CzgMeDW1Z/js0pZcGnkhobN68mddeew2A8ePH869//UsDTERqWTAhl+Kc+6pswTn3NRDz/xOzDmhyZgmdzMxMMjIyuPbaa9m3b5/f5YjErGBC7lMze8LMhng//yAOJmjO0jE5CZGXXnqJoUOHkpqayvz582nQoIHfJYnErGBC7kbgW+BXwF3AegKznsS07JxCUpMSSNe8lVKL7r//fiZOnEjfvn3JzMzkpJNO8rskkZhW7XlyZtYLOA54zTn3p/CUFBmyDgSm9DIzv0uRGFJSUsJVV13FP//5T1JTdbxXJNSqu2jqbwlcAfxToJ+ZPeCcezpslfksO6dAVwSXWrF161a2bNlCv379uP/++wH05UkkTKpryV0GnOycyzGz5sBbBE4hiAuBKxDom7Ycm08++YSxY8eSmprKmjVrdP03kTCr7phcgXMuB8A5t7OGbWNOVk4hzTToRI7Byy+/zOmnn05SUhIzZ85UwIn4oLqWXBcze9W7bcBx5ZZxzl0U0sp8pmvJydFyzvGHP/yBe++9l0GDBvHaa6/RokULv8sSiUvVhdzFFZb/N5SFRJK8whJyC0t0TE6OinOOzz77jCuuuIInn3yStLQ0v0sSiVtVhpxz7v1wFhJJsrzZTnQiuByJbdu2UVxcTPv27Zk2bRopKRqdK+K3uDrOFqxDkzNr4IkE59NPP6Vfv35MmjQJ5xypqakKOJEIoJCrhGY7kSPxyiuvMGTIEBISEnj88ccVbiIRJOiQM7O4adZka95KCYJzjilTpjB+/Hh69+5NZmYmvXv39rssESknmEvtZJjZl8A33nJvM/tbyCvzUVl3pa4KLtXJy8vjpZde4rLLLuODDz6gVatWfpckIhUE05J7DDgfyAJwzn1B4ErhNTKzUWa2xszWmdmvq9luvJk5M+sbzPOGWlZOISmJCdRLrXbWM4lTP/zwAzk5OaSnpzN//nyef/55jaAUiVDBhFyCc+77CveV1PQgM0sEHgdGAz2ASWbWo5Lt6hO48vjSIGoJi6wDBTTRvJVSic8//5x+/fpx0003AdC4cWP9nYhEsGBCbpOZZQDOzBLN7DZgbRCPywDWOefWO+cKgenAuEq2+2/gT0B+sEWHmk4El8rMnDmTwYMH45zj9ttv97scEQlCMCF3E3AH0AH4ARjg3VeTtsCmcsubvfsOMrNTgPbOuTeqeyIzu97MlpvZ8p07dwbx0scmK6dQx+PkIOccf/zjH7nooos46aSTyMzM5JRTTvG7LBEJQo0HnZxzO4CJR/HclfXhuIMrzRKAR4CrgqjhSeBJgL59+7oaNj9m2TmFdGyaHuqXkSixY8cOHn74YSZMmMDTTz9NnTp1/C5JRIJUY8iZ2b8oF05lnHPX1/DQzUD7csvtgK3llusDJwEfesc0WgGvm9lY59zymuoKJXVXCsDu3btp1KgRLVu2ZPny5XTs2FHH30SiTDDdle8B73s/C4EWQEEQj1sGnGBmnc0shUBr8PWylc65vc65Zs65Ts65TsASwPeAKygu4UBBsc6Ri3MrVqygT58+TJkyBYBOnTop4ESiUDDdlS+VXzaz54F3g3hcsZlNBt4BEoGnnXOrzOwBYLlz7vXqn8Efh86Ri5tz36WC119/nUsvvZRGjRoxevRov8sRkWNwNCeCdQY6BrOhc+4tAhdbLX/fvVVse+ZR1FLrsg5oSq945Zzj4Ycf5te//jWnnXYas2bNok2bNn6XJSLHIJhjcrs5dEwuAcgGqjyxO9qVzVup7sr48/XXX3P33XdzySWX8Mwzz5CersFHItGu2pCzwEGI3sAW765S51zIRzf6Kdu7zI5acvEjPz+ftLQ0evToweLFiznttNN0/E0kRlQ78MQLtNeccyXeT0wHHBzqrmyqy+zEhZUrV9KjRw9efTVw0fu+ffsq4ERiSDCjKzPN7NSQVxIhsnMKSUowGtTRvJWx7o033mDgwIHk5+fTvn37mh8gIlGnypAzs7JP+SEEgm6NmX1qZp+Z2afhKS/8snMKaax5K2Oac44///nPjB07lq5du7Js2TL69evnd1kiEgLVNVcygVOBC8JUS0TIyinUoJMY98EHH3DnnXcyfvx4nn32WQ0wEYlh1YWcATjnvg1TLREhW/NWxqzS0lISEhI466yzmD17Nueeey4JCUFfN1hEolB1IdfczO6oaqVz7i8hqMd3WQcK6NWukd9lSC1btWoVkyZN4vnnn6d3796cf/75fpckImFQXcglAvWofKLlmKXuytjz9ttvM2HCBOrWrUthYaHf5YhIGFUXctuccw+ErZIIUFhcyv78Yp0jFyOcc/z1r3/ll7/8JSeffDKvv/66RlGKxJnqDkjEVQsOYHeupvSKJS+++CJ33HEHF1xwAQsWLFDAicSh6lpyw8NWRYQ4dCK4Qi4W/OQnPyEvL4+rr75aA0xE4lSV//Odc9nhLCQSlF2BQC256PX1118zcuRIdu7cSXJyMtdee60CTiSO6X9/OVnevJW6zE50mjNnDgMGDGDFihVs3rzZ73JEJAIo5MrJ1hUIopJzjscee4zzzjuPzp07s2zZMk455RS/yxKRCKCQKyfrQCGJCUbDOsl+lyJH4LHHHuO//uu/GDNmDAsWLKBDhw5+lyQiEUKzEJeTlVNI4/RkEhLibmBpVLvsssvIz8/nzjvv1PE3ETmMPhHKyc4p0KCTKLF69WquvvpqCgsLadasGXfddZcCTkR+RC25crJzChVyUeDdd9/lkksuISUlhe+++45u3br5XZKIRCh99S0nMKWXRlZGsscff5zRo0fToUMHli1bpoATkWop5MpRSy6yPfDAA0yePJlzzz2XhQsX0rFjR79LEpEIp+5KT3FJKXtyi3SZnQh2wQUXUFBQwAMPPEBiYqLf5YhIFFBLzpOdq3PkItHatWt58MEHATj55JOZMmWKAk5EgqaQ8xya0kvH5CLF+++/T//+/XnkkUfYtm2b3+WISBRSyHmyD2jeykjyj3/8g3POOYd27dqRmZlJ69at/S5JRKKQQs6TVTall47J+e5Xv/oVP//5zxk1ahQLFy6kc+fOfpckIlFKIefRFQgix8CBA/nFL37BrFmzaNCggd/liEgUU8h5snIKMYPG6Qo5P6xbt47p06cDcOGFF/LnP/9ZA0xE5JjpFAJPdk4BjdNTSNS8lWH3wQcfcPHFF5Oamsr5559PvXr1/C5JRGKEWnKerAM6EdwPTz75JGeffTatW7dm4cKFCjgRqVUKOU+WZjsJK+cct99+OzfccAMjR45k8eLFdOnSxe+yRCTGKOQ82TmFOhE8jMyMxo0bc/vttzN79mwNMBGRkNAxOY/mrQyPb7/9lh07djBw4EDuuecezHQMVERCRyEHlJQ6dueqJRdq8+fP56KLLqJZs2Z89dVXGj0pIiGn7kpgT24hzukcuVB66qmnGDFiBC1atODNN99UwIlIWCjkKHcieD3NW1nbSkpKuOOOO7j22msZPnw4ixcv5vjjj/e7LBGJEwo5Dk3p1UwtuVpnZmzatIlbb72VN954g0aNGvldkojEER2TI3COHEATzVtZa9avX09CQgKdOnVi2rRpJCXpT01Ewk8tOQKznYCOydWWjz/+mP79+/PTn/4U55wCTkR8o5DjUHel5q08ds888wzDhw+nSZMm/N///Z9OERARXynkCAw8aVgnmeRE7Y6jVVJSwp133snVV1/N0KFDWbJkCSeccILfZYlInNOnOoGWnM6ROzb5+fm8++67TJ48mbfffpvGjRv7XZKIiAaeQOCq4Doed3S+//57mjZtSr169ViwYIEmWBaRiKKWHN68lRpZecQWLFhA3759mTx5MoACTkQijkIOyMopoEldnQh+JJ599lmGDx9O48aN+c1vfuN3OSIilYr7kCstdezOLdIxuSCVlJRw1113cdVVV3H66aezZMkSunXr5ndZIiKVivuQ25tXREmp0zG5IO3YsYNnnnmGG2+8kbfffpsmTZr4XZKISJXifuBJ2TlyOiZXve3bt9OiRQtat27NF198QatWrXQOnIhEvLhvyR2cnFktuSotXryY3r178+CDDwLQunVrBZyIRAWFnKb0qta///1vzjzzTOrXr8/48eP9LkdE5IiENOTMbJSZrTGzdWb260rW32FmX5nZCjN738w6hrKeyhzsrtToysOUlpZy9913c8UVVzBo0CCWLl1K9+7d/S5LROSIhCzkzCwReBwYDfQAJplZjwqbfQb0dc6dDLwM/ClU9VQl+4C6KyuzatUqHn74Ya677jreeecdmjZt6ndJIiJHLJQDTzKAdc659QBmNh0YB3xVtoFz7oNy2y8BLg9hPZXKyimkfloSKUlx33MLwIEDB6hXrx69evXis88+o0ePHjr+JiJRK5Sf7G2BTeWWN3v3VeUa4O0Q1lMpzVt5SNmkyv/5z38A6NmzpwJORKJaKEOusk9HV+mGZpcDfYGHq1h/vZktN7PlO3furMUSAwNP1FUJL774ImeeeSbp6en07NnT73JERGpFKENuM9C+3HI7YGvFjcxsBHA3MNY5V1DZEznnnnTO9XXO9W3evHmtFpl1oDCup/QqLS3ld7/7HZdddhkDBgxg6dKl9OhR8dCpiEh0CmXILQNOMLPOZpYCTAReL7+BmZ0CPEEg4HaEsJYqZcd5d+XcuXOZMmUK11xzDXPnzqVZs2Z+lyQiUmtCNvDEOVdsZpOBd4BE4Gnn3CozewBY7px7nUD3ZD3gP96xn43OubGhqqmSGtmdW0iTOJztpLi4mKSkJEaNGsW8efM488wzdfxNRGJOSKf1cs69BbxV4b57y90eEcrXr8m+/GKKSlzcteQyMzO57LLLmDFjBqeccgrDhg3zuyQRkZCI63HzWQcChwDjad7Kl156iaFDh1JcXExycrLf5YiIhFRch9yheStjf+BJaWkp9913HxMnTqRv375kZmZy0kkn+V2WiEhIxXXIHZrSK/ZbclOnTuX+++/nZz/7Ge+99x61PUpVRCQSxfWlduLhCgTOOcyMK664gvT0dCZMmKABJiISN+K6JRfrIbd8+XIGDx7MDz/8QHJyMhMnTlTAiUhcieuQyzpQSN2URNKSE/0updbNmDGDM844gy1btpCdne13OSIivojrkMvOKYi5c+ScczzwwANMmDCBU045hWXLlnHiiSf6XZaIiC/iOuQCkzPH1sjKP/7xj/z+97/nyiuvZN68ebRo0cLvkkREfBPXA0+yDhTSumGa32XUquuuu46GDRty44036vibiMS9uG7JZecUxsSgk08//ZRJkyZRWFhI06ZNuemmmxRwIiLEccg55wIhF+XH5F555RWGDBnCwoUL2bJli9/liIhElLgNuQMFxRSWlEbtieDOOf7whz8wfvx4evfuTWZmJp07d/a7LBGRiBK3IRftU3rddddd3HPPPVx++eV88MEHtGrVyu+SREQiTtwOPIn2Kb1++tOf0rx5c375y1/q+JuISBXityV3IPpmO/n888+55557cM7Rs2dP7rzzTgWciEg14jbksnKi6zI7M2fOZPDgwUydOpWdO3f6XY6ISFSI45Ar666M7GNyzjkeeughLrzwQnr16kVmZqZO8BYRCVLchlz2gULqJCdSJyWy5628+eab+e1vf8ukSZP44IMPaN26td8liYhEjbgdeBItJ4KPGjWK1q1b87vf/U7H30REjlDctuSycgoj9njcihUreO655wAYO3Ys99xzjwJOROQoxG3I7c4tpHF65IXcrFmzGDRoEPfeey95eXl+lyMiEtXiNuT25RXRsE6y32Uc5Jzjj3/8IxdeeCE9evRg8eLF1KlTx++yRESiWtwekztQUEy9tMh4+845rr76aqZOncqECRN45plnFHAiIrUgblty+/OLqZ8aGSFnZnTt2pX77ruPadOmKeBERGpJZHzKh1lhcSkFxaXU97kl9+WXX7J7927OOOMMfvOb3/hai4hILIrLltyBgmIA6vnYknvjjTcYNGgQN998M6Wlpb7VISISy+Iz5PK9kEsL/8AT5xx//vOfGTt2LN26dWPOnDkkJMTlr0FEJOTi8tN1f0ERQNi7K4uKirjmmmu48847ufjii/noo49o27ZtWGsQEYkn8RlyXksu3ANPkpKSyMvL49577+Wll14iPT09rK8vIhJv4nLgyaHuyvC8/VWrVlGnTh26dOnCCy+8oO5JEZEwictP27KBJ/XDcEzurbfeYuDAgVx//fUACjgRkTCKy0/c/fmBY3KhHF3pnOORRx5hzJgxHH/88UydOjVkryUiIpWLz5A72JILTcgVFhZy3XXXcccdd3DBBRfw8ccf065du5C8loiIVC0uQ+5AfjFJCUZqUmjefnFxMZ9//jl33303//nPf6hbt25IXkdERKoXlwNPcgtLSE9JrPXL16xevZq2bdtSv359FixYQFpaWq0+v4iIHJm4bMnlF5WQlly7VwSfM2cO/fv359ZbbwVQwImIRIC4DLm8Wgw55xyPPvoo5513Hp07d+b++++vlecVEZFjF5chF2jJHftbLyoq4sYbb+S2225j7NixLFiwgA4dOtRChSIiUhviNORKqVMLLbkdO3Ywa9YsfvOb3/DKK69Qr169WqhORERqS1wOPMkvKiH1GEJu48aNtGvXjrZt2/LVV1/RpEmTWqxORERqS1y25AqKS4/69IG5c+dy8skn89BDDwEo4EREIlhchlxxaSnJiUf+1v/3f/+Xc889l44dO3L55ZeHoDIREalN8RlyJY6khODPkSsqKuLnP/85t9xyC+eddx4LFy6kY8eOIaxQRERqQ1yGXFHJkbXkVq1axVNPPcWvfvUrXn31VQ0wERGJEnE58KTUQWIQLbndu3fTuHFj+vTpw9dff02XLl3CUJ2IiNSWuGzJlTpHTRn33nvvcdxxxzFjxgwABZyISBSK45CrOuX+/ve/M2rUKNq2bUtGRkYYKxMRkdoUnyFXClSSccXFxUyePJmbb76ZUaNGsXDhQjp16hTu8kREpJbEZcgBlbbk5syZw+OPP84vf/lLZs2aRYMGDXyoTEREakucDjw5/JhcQUEBqampnH/++SxdulRdlCIiMSIuW3Llj8nNmzeP4447juXLlwMo4EREYkhIQ87MRpnZGjNbZ2a/rmR9qpm95K1famadQllPmVIHZsYTTzzBOeecQ8OGDTU9l4hIDApZyJlZIvA4MBroAUwysx4VNrsG2O2cOx54BPhjqOopr7TUsXjRQm688UZGjhzJ4sWLdYqAiEgMCmVLLgNY55xb75wrBKYD4ypsMw541rv9MjDcrJqx/bUkNy+PL1d8we23387s2bM1wEREJEaFcuBJW2BTueXNQP+qtnHOFZvZXqApsKv8RmZ2PXA9UCsXJR16YhvqdzqPh68//5ifS0REIlcoQ66yFpk7im1wzj0JPAnQt2/fH60/Uv+8ou+xPoWIiESBUHZXbgbal1tuB2ytahszSwIaAtkhrElEROJIKENuGXCCmXU2sxRgIvB6hW1eB37q3R4PzHPOHXNLTUREBELYXekdY5sMvAMkAk8751aZ2QPAcufc68BTwPNmto5AC25iqOoREZH4Y9HWcOrbt68rO3FbRETEU+nI/Lic8UREROKDQk5ERGKWQk5ERGKWQk5ERGKWQk5ERGKWQk5ERGKWQk5ERGKWQk5ERGKWQk5ERGJW1M14YmY7ge9r4amaUeGSPnKQ9k3VtG+qpn1TNe2bqtXWvtnlnBtV8c6oC7naYmbLnXO65k4ltG+qpn1TNe2bqmnfVC3U+0bdlSIiErMUciIiErPiOeSe9LuACKZ9UzXtm6ppP9WvwgAAB51JREFU31RN+6ZqId03cXtMTkREYl88t+RERCTGxXzImdkoM1tjZuvM7NeVrE81s5e89UvNrFP4q/RHEPvmDjP7ysxWmNn7ZtbRjzr9UNO+KbfdeDNzZhY3I+eC2Tdm9hPvb2eVmb0Y7hr9EsT/qQ5m9oGZfeb9vzrXjzrDzcyeNrMdZrayivVmZo95+22FmZ1aay/unIvZHyAR+BboAqQAXwA9Kmzzc+Cf3u2JwEt+1x1B+2YYkO7dvkn75kfb1Qc+ApYAff2uO1L2DXAC8BnQ2Ftu4XfdEbRvngRu8m73ADb4XXeY9s0ZwKnAyirWnwu8TeDq3gOApbX12rHekssA1jnn1jvnCoHpwLgK24wDnvVuvwwMN7NKL6MeY2rcN865D5xzud7iEqBdmGv0SzB/NwD/DfwJyA9ncT4LZt9cBzzunNsN4JzbEeYa/RLMvnFAA+92Q2BrGOvzjXPuIyC7mk3GAc+5gCVAIzNrXRuvHesh1xbYVG55s3dfpds454qBvUDTsFTnr2D2TXnXEPimFQ9q3DdmdgrQ3jn3RjgLiwDB/N10Bbqa2UIzW2JmP5qFIkYFs2/uAy43s83AW8At4Skt4h3p51HQkmrjSSJYZS2yisNJg9kmFgX9vs3scqAvMDSkFUWOaveNmSUAjwBXhaugCBLM300SgS7LMwm0/j82s5Occ3tCXJvfgtk3k4Cpzrn/MbOBwPPevikNfXkRLWSfw7HektsMtC+33I4fdw8c3MbMkgh0IVTXrI4VwewbzGwEcDcw1jlXEKba/FbTvqkPnAR8aGYbCBxDeD1OBp8E+39qlnOuyDn3HbCGQOjFumD2zTXADOD/t3d3IVZVYRjH/w+hqUmCSJEEjqFYSTqUheRFmCV9kJSIY5g6gYSShJZdhEIfdCFZF5nZWCYqmIiiMfSBSZmFjOlQfqRIiokEUhIiYRPU9Hax1uBpOjZnpumM7Hl+cGDOOnvv9c6COe/stRfvIiKagH6k2o29XUXfR11R9CS3HxgpabikvqSFJY3tjmkE5uSfpwGfRX4SWnAdjk2ekltNSnC95bkKdDA2EXE+IoZERE1E1JCeV06JiOaeCbeqKvmbep+0aAlJQ0jTlyerGmXPqGRsTgOTACTdREpyZ6sa5eWpEZidV1mOB85HxJnuuHChpysj4g9JC4AdpJVPayPiiKSXgOaIaATeJU0ZnCDdwc3ouYirp8KxWQ4MBLbktTinI2JKjwVdJRWOTa9U4djsACZLOgq0As9GxM89F3V1VDg2zwDvSFpEmo6r7w3/VEvaRJq+HpKfRz4P9AGIiAbS88kHgBPAr8Dj3dZ3LxhfMzPrpYo+XWlmZr2Yk5yZmRWWk5yZmRWWk5yZmRWWk5yZmRWWk5z1epJaJR0oedX8y7E1l6qk3sk+P8/V6g/m8lejunCNeZJm55/rJQ0t+WyNpJu7Oc79kmorOGehpAH/tW+z7uAkZwYtEVFb8jpVpX5nRsRYUoHw5Z09OSIaImJDflsPDC35bG5EHO2WKC/GuYrK4lwIOMnZZcFJzqyMfMf2paSv8+vOMseMlrQv3/0dkjQytz9W0r5a0hUddPcFMCKfOynvNXY478F1ZW5fpot7+72a216QtFjSNFJt0Y25z/75DmycpPmSXimJuV7SG12Ms4mSormS3pLUrLRn3Iu57SlSst0laVdumyypKY/jFkkDO+jHrNs4yZlB/5Kpyu257Sfg3oi4FagDVpQ5bx7wekTUkpLMD7lUUx0wIbe3AjM76P8h4LCkfsA6oC4ibiFVJJovaTDwCDA6IsYAL5eeHBFbgWbSHVdtRLSUfLwVmFryvg7Y3MU47yOV7GqzJCLGAWOAuySNiYgVpJqDEyNiYi7rtRS4J49lM/B0B/2YdZtCl/Uyq1BL/qIv1QdYmZ9BtZLqL7bXBCyRdD2wLSKOS5oE3Absz6XQ+pMSZjkbJbUAp0hbrowCvo+I7/Ln64EngZWkPevWSPoQqHh7n4g4K+lkrgd4PPexJ1+3M3FeRSpVVbpj83RJT5C+R64jbQJ6qN2543P7ntxPX9K4mVWFk5xZeYuAH4GxpBmPf2yMGhHvSfoKeBDYIWkuacuQ9RHxXAV9zCwt6iyp7D6GuSbiHaTCvjOABcDdnfhdNgPTgWPA9ogIpYxTcZykXa6XAW8CUyUNBxYDt0fEOUnrSMWG2xOwMyIe7US8Zt3G05Vm5Q0CzuR9vmaR7mL+RtINwMk8RddImrb7FJgm6Zp8zGBJwyrs8xhQI2lEfj8L2J2fYQ2KiI9IizrKrXD8hbQFUDnbgIdJe5ltzm2dijMifidNO47PU51XAxeA85KuBe6/RCx7gQltv5OkAZLK3RWb/S+c5MzKWwXMkbSXNFV5ocwxdcC3kg4ANwIb8orGpcAnkg4BO0lTeR2KiN9I1de3SDoM/Ak0kBLGB/l6u0l3me2tAxraFp60u+454CgwLCL25bZOx5mf9b0GLI6Ig8A3wBFgLWkKtM3bwMeSdkXEWdLKz025n72ksTKrCu9CYGZmheU7OTMzKywnOTMzKywnOTMzKywnOTMzKywnOTMzKywnOTMzKywnOTMzKywnOTMzK6y/AGmwZtolgulvAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 504x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ROC curves\n",
    "def ROC(model, X, y):\n",
    "    \n",
    "    probs_predict = model.predict_proba(X_test)\n",
    "    probs_predict1 = probs_predict[:, 1]\n",
    "    false, true, _ = metrics.roc_curve(y_test, probs_predict1)\n",
    "    \n",
    "    fig, ax = plt.subplots()\n",
    "    ax.plot([0, 1], [0, 1], \"k--\")\n",
    "    ax.plot(false, true)\n",
    "    \n",
    "    ax.set_xlabel(\"False Positive Rate\")\n",
    "    ax.set_ylabel(\"True Positive Rate\")\n",
    "    \n",
    "    ax.spines[\"right\"].set_visible(False)\n",
    "    ax.spines[\"top\"].set_visible(False)\n",
    "    \n",
    "    if model == logistic_model:\n",
    "        ax.set_title(\"ROC Curve for Logistic Model\")\n",
    "    if model == nn_model:\n",
    "        ax.set_title(\"ROC Curve for MLP Classifier\")\n",
    "    if model == nn_model2:\n",
    "        ax.set_title(\"ROC Curve for MLP Classifier After Being Tuned\")\n",
    "    if model == dt_model:\n",
    "        ax.set_title(\"ROC Curve for Decision Tree Model\")\n",
    "    if model == rf_model:\n",
    "        ax.set_title(\"ROC Curve for Random Forest Model\")\n",
    "        \n",
    "    if model == rf_model:\n",
    "        plt.suptitle(\"Fig. 13. ROC Curves\", x = 0.28, \n",
    "             y = -0.05, fontsize=14, fontweight = \"bold\")\n",
    "    \n",
    "lr_roc = ROC(logistic_model, X_test, y_test)\n",
    "nn_roc = ROC(nn_model, X_test, y_test)\n",
    "nn_roc = ROC(nn_model2, X_test, y_test)\n",
    "dt_roc = ROC(dt_model, X_test, y_test)\n",
    "rf_roc = ROC(rf_model, X_test, y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "logistic regression: AUC is 0.97781\n",
      "MLP Classifier: AUC is 0.99992\n",
      "MLP Classifier after tuning: AUC is 0.99998\n",
      "Decision tree: AUC is 0.95600\n",
      "Random forest: AUC is 0.99930\n"
     ]
    }
   ],
   "source": [
    "# AUC Scores\n",
    "\n",
    "predicted_prob1 = logistic_model.predict_proba(X_test)[:, 1]\n",
    "auc1 = metrics.roc_auc_score(y_test, predicted_prob1)\n",
    "print(f\"logistic regression: AUC is {auc1:.5f}\")\n",
    "\n",
    "predicted_prob2 = nn_model.predict_proba(X_test)[:, 1]\n",
    "auc2 = metrics.roc_auc_score(y_test, predicted_prob2)\n",
    "print(f\"MLP Classifier: AUC is {auc2:.5f}\")\n",
    "\n",
    "predicted_prob3 = nn_model2.predict_proba(X_test)[:, 1]\n",
    "auc3 = metrics.roc_auc_score(y_test, predicted_prob3)\n",
    "print(f\"MLP Classifier after tuning: AUC is {auc3:.5f}\")\n",
    "\n",
    "predicted_prob4 = dt_model.predict_proba(X_test)[:, 1]\n",
    "auc4 = metrics.roc_auc_score(y_test, predicted_prob4)\n",
    "print(f\"Decision tree: AUC is {auc4:.5f}\")\n",
    "\n",
    "predicted_prob5 = rf_model.predict_proba(X_test)[:, 1]\n",
    "auc5 = metrics.roc_auc_score(y_test, predicted_prob5)\n",
    "print(f\"Random forest: AUC is {auc5:.5f}\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We observe that the MLP classifier after being tuned has the highest AUC, and thus it is indeed the best model in distinguishing between high risk and low risk groups. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Feature Importance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, I will look at what features are the most important for each of the models above."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Logistic Regression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# The feature importance is based on the magnitude of the coefficients of the features.\n",
    "\n",
    "# Getting the features\n",
    "coefs = logistic_model.coef_[0]\n",
    "abs_coefs = np.abs(coefs)\n",
    "\n",
    "# Plotting\n",
    "fig, ax = plt.subplots(figsize = (8,6))\n",
    "\n",
    "lr_importance = plt.bar([x for x in range (len(abs_coefs))], abs_coefs, width  = 0.7)\n",
    "plt.xticks(np.arange(0, 9, 1))\n",
    "\n",
    "labels = ['country', 'year', 'sex', 'age', 'suicides_no', 'population',\n",
    "       'gdp_for_year', 'gdp_per_capita', 'generation']\n",
    "\n",
    "ax.xaxis.set_ticklabels(labels, rotation = 90)\n",
    "\n",
    "ax.spines[\"right\"].set_visible(False)\n",
    "ax.spines[\"top\"].set_visible(False)\n",
    "\n",
    "\n",
    "ax.set_axisbelow(True)\n",
    "ax.yaxis.grid(color = \"gray\", linestyle = \"dashed\")\n",
    "\n",
    "ax.set_title(\"Fig. 14. Logistic regression feature importance\"\n",
    "                               , x = 0.4, y = -0.38, \n",
    "                               size = 14, fontweight = \"bold\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MLP Classifier "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <style>\n",
       "    table.eli5-weights tr:hover {\n",
       "        filter: brightness(85%);\n",
       "    }\n",
       "</style>\n",
       "\n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "        <table class=\"eli5-weights eli5-feature-importances\" style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto;\">\n",
       "    <thead>\n",
       "    <tr style=\"border: none;\">\n",
       "        <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
       "        <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.5098\n",
       "                \n",
       "                    &plusmn; 0.0058\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                suicides_no\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 85.47%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.3230\n",
       "                \n",
       "                    &plusmn; 0.0028\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                population\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 97.38%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0279\n",
       "                \n",
       "                    &plusmn; 0.0010\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                generation\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 97.67%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0236\n",
       "                \n",
       "                    &plusmn; 0.0008\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                age\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 98.41%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0137\n",
       "                \n",
       "                    &plusmn; 0.0009\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                year\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 98.52%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0123\n",
       "                \n",
       "                    &plusmn; 0.0009\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                gdp_per_capita\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 98.54%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0121\n",
       "                \n",
       "                    &plusmn; 0.0013\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                country\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 98.58%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0116\n",
       "                \n",
       "                    &plusmn; 0.0006\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                gdp_for_year\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 98.94%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0077\n",
       "                \n",
       "                    &plusmn; 0.0005\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                sex\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 214,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Using permutation feature importance\n",
    "\n",
    "perm = PermutationImportance(nn_model, random_state = 40).fit(X_train, y_train)\n",
    "weights = eli5.show_weights(perm, feature_names = X_test.columns.tolist())\n",
    "weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = [8, 6]\n",
    "\n",
    "index = ['country', 'year', 'sex', 'age', 'suicides_no', 'population', 'gdp_for_year', 'gdp_per_capita', 'generation']\n",
    "nn_imp_data = [0.0121, 0.0137, 0.0077, 0.0236, 0.5098, 0.323, 0.0116, 0.0123, 0.0279]\n",
    "                \n",
    "nn_feat = pd.Series(nn_imp_data, index = index)\n",
    "nn_importance = nn_feat.plot(kind = \"bar\", width = 0.7)\n",
    "nn_importance\n",
    "\n",
    "nn_importance.spines[\"right\"].set_visible(False)\n",
    "nn_importance.spines[\"top\"].set_visible(False)\n",
    "\n",
    "nn_importance.set_axisbelow(True)\n",
    "nn_importance.yaxis.grid(color = \"gray\", linestyle = \"dashed\")\n",
    "\n",
    "nn_importance.set_title(\"Fig. 15. MLP classifier feature importance\"\n",
    "                               , x = 0.36, y = -0.38, \n",
    "                               size = 14, fontweight = \"bold\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### MLP Classifier After Being Tuned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "    <style>\n",
       "    table.eli5-weights tr:hover {\n",
       "        filter: brightness(85%);\n",
       "    }\n",
       "</style>\n",
       "\n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "        <table class=\"eli5-weights eli5-feature-importances\" style=\"border-collapse: collapse; border: none; margin-top: 0em; table-layout: auto;\">\n",
       "    <thead>\n",
       "    <tr style=\"border: none;\">\n",
       "        <th style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">Weight</th>\n",
       "        <th style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">Feature</th>\n",
       "    </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 80.00%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.5134\n",
       "                \n",
       "                    &plusmn; 0.0061\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                suicides_no\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 85.34%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.3295\n",
       "                \n",
       "                    &plusmn; 0.0033\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                population\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 98.35%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0145\n",
       "                \n",
       "                    &plusmn; 0.0006\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                gdp_for_year\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 98.57%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0119\n",
       "                \n",
       "                    &plusmn; 0.0007\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                generation\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 98.64%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0110\n",
       "                \n",
       "                    &plusmn; 0.0010\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                age\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 99.18%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0053\n",
       "                \n",
       "                    &plusmn; 0.0007\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                gdp_per_capita\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 99.41%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0033\n",
       "                \n",
       "                    &plusmn; 0.0004\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                year\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 99.43%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0032\n",
       "                \n",
       "                    &plusmn; 0.0003\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                country\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "        <tr style=\"background-color: hsl(120, 100.00%, 99.65%); border: none;\">\n",
       "            <td style=\"padding: 0 1em 0 0.5em; text-align: right; border: none;\">\n",
       "                0.0016\n",
       "                \n",
       "                    &plusmn; 0.0002\n",
       "                \n",
       "            </td>\n",
       "            <td style=\"padding: 0 0.5em 0 0.5em; text-align: left; border: none;\">\n",
       "                sex\n",
       "            </td>\n",
       "        </tr>\n",
       "    \n",
       "    \n",
       "    </tbody>\n",
       "</table>\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "    \n",
       "\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 222,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Using permutation feature importance\n",
    "\n",
    "perm2 = PermutationImportance(nn_model2, random_state = 40).fit(X_train, y_train)\n",
    "weights2 = eli5.show_weights(perm2, feature_names = X_test.columns.tolist())\n",
    "weights2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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//fZjzpw5LF68mIcfLhph5s+fzw033MD69esBmDVrFtu3b+emm24CYNq0aRx22GFcdtllAOy///6cdtppLFq0iB07dgCwYMECrrnmGu69914AZs+ezZYtW7jlllsAOProo5k8eTJXXHEFAJMmTeKUU05h4cKF7Nq1izFjxrBgwQKuuuoqNm3aBMCpp57Kxo0bWbVqlfNpmMyn3jP60Fm8ePGA59Nw0Vr/uDyN3uVpqOfTwQc38/C9yOzxN79rgohfAz6ambPK4Q8CZOYnuk33WuCzwPGZubmvF54+fXquXLlyoHVLo9KUc5fWXQIAG86bPeDHjoT3IA1QTxvew14nux5WAIdHxCERMQ6YC1zZPkFEvBz4PPDGTkKCJElqhj6DQmbuBM4BlgF3Al/NzLUR8bGIeGM52d8BzwK+FhG3R8SVFU8nSZIapJNjFMjMq4Gru437cNv/rx3kuiRJ0jBgz4ySJKmSQUGSJFUyKEiSpEoGBUmSVMmgIEmSKhkUJElSJYOCJEmqZFCQJEmVDAqSJKmSQUGSJFUyKEiSpEoGBUmSVMmgIEmSKhkUJElSJYOCJEmqZFCQJEmVDAqSJKmSQUGSJFUyKEiSpEoGBUmSVMmgIEmSKhkUJElSJYOCJEmqZFCQJEmVDAqSJKmSQUGSJFUyKEiSpEoGBUmSVMmgIEmSKhkUJElSJYOCJEmqZFCQJEmVDAqSJKmSQUGSJFUyKEiSpEoGBUmSVMmgIEmSKhkUJElSJYOCJEmqZFCQJEmVDAqSJKmSQUGSJFUyKEiSpEoGBUmSVMmgIEmSKhkUJElSJYOCJEmqZFCQJEmVDAqSJKmSQUGSJFUyKEiSpEoGBUmSVKmjoBARJ0fEXRGxLiLO7eH+4yLi1ojYGRFzBr9MSZJUhz6DQkTsBZwPvB44AnhzRBzRbbJ7gfnAxYNdoCRJqs/YDqaZCazLzPUAEbEEOBW4ozVBZm4o79u1B2qUJEk16SQoHAjc1za8EThmIC8WEWcDZwMccMABXHDBBQDMnDmTiRMnsnTpUgAOOuggTjrpJBYuXAjAuHHjmD9/PpdffjmbN28G4PTTT2fdunWsXr0agGOPPZbx48ezbNkyAA499FCOO+44Fi1aBMA+++zDWWedxaWXXsrWrVsBOPPMM1mzZg1r164F4Pjjj2fs2LEsX74cgKlTpzJjxgwuuugiACZMmMDcuXNZsmQJ27ZtA2DevHmsWLGCu+++G4ATTzyRnTt3cv311wNw5JFHctRRR3HJJZcAsN9++zFnzhwWL17Mww8/DMD8+fO54YYbWL9+PQCzZs1i+/bt3HTTTQBMmzaNww47jMsuuwyA/fffn9NOO41FixaxY8cOABYsWMA111zDvffeC8Ds2bPZsmULt9xyCwBHH300kydP5oorrgBg0qRJnHLKKSxcuJBdu3YxZswYFixYwFVXXcWmTZsAOPXUU9m4cSOrVq1yPg2T+VQsjvVbvHjxgOfTcNFa/7g8jd7laajn08EHH1z1dRzWIjN7nyDiDGBWZi4oh98KzMzM9/Qw7SLgqsy8tK8Xnj59eq5cuXJARUuj1ZRzl9ZdAgAbzps94MeOhPcgDVDUXcBAdHIw40bghW3Dk4FNe6YcSZI0nHQSFFYAh0fEIRExDpgLXLlny5IkScNBn0EhM3cC5wDLgDuBr2bm2oj4WES8ESAiZkTERuAM4PMRsXZPFi1JkoZGJwczkplXA1d3G/fhtv9XUOySkCRJI4g9M0qSpEoGBUmSVMmgIEmSKhkUJElSJYOCJEmqZFCQJEmVDAqSJKmSQUGSJFUyKEiSpEoGBUmSVMmgIEmSKhkUJElSJYOCJEmqZFCQJEmVDAqSJKmSQUGSJFUyKEiSpEoGBUmSVMmgIEmSKhkUJElSJYOCJEmqZFCQJEmVDAqSJKmSQUGSJFUyKEiSpEoGBUmSVMmgIEmSKhkUJElSJYOCJEmqZFCQJEmVDAqSJKmSQUGSJFUyKEiSpEoGBUmSVMmgIEmSKhkUJElSJYOCJEmqZFCQJEmVDAqSJKmSQUGSJFUyKEiSpEoGBUmSVMmgIEmSKhkUJElSJYOCJEmqZFCQJEmVxtZdgCQ1yZRzl9ZdAgAbzptddwkaJWxRkCRJlWxR0Kji1qDUfC7HQ8sWBUmSVMmgIEmSKnUUFCLi5Ii4KyLWRcS5Pdz/9Ii4pLz/exExZbALlSRJQ6/PYxQiYi/gfOB1wEZgRURcmZl3tE32O8ADmXlYRMwF/hY4c08ULEnaPe7jV390cjDjTGBdZq4HiIglwKlAe1A4Ffho+f+lwD9HRGRmDlahI+GLPRLegyRpdOkkKBwI3Nc2vBE4pmqazNwZEb8AngvcPxhFangw6EjS6BN9bfRHxBnArMxcUA6/FZiZme9pm2ZtOc3GcvjH5TT/1+25zgbOLgdfDNw1WG+kQ8+j+eGl6e+h6fVD899D0+uH5r+HptcPzX8PddR/f2aePMSvuds6aVHYCLywbXgysKlimo0RMRbYF9ja/Yky8wLggoGVuvsiYmVmTq/r9QdD099D0+uH5r+HptcPzX8PTa8fmv8eml7/UOrkrIcVwOERcUhEjAPmAld2m+ZK4O3l/3OAbw3m8QmSJKkefbYolMccnAMsA/YCvpSZayPiY8DKzLwS+CLwlYhYR9GSMHdPFi1JkoZGR104Z+bVwNXdxn247f9HgTMGt7Q9orbdHoOo6e+h6fVD899D0+uH5r+HptcPzX8PTa9/yPR5MKMkSRq97MJZkiRVMihIkqRKBgVJklRpxAeFiLgsImZHROPea0SMiYhj665DhYh4Zt017I6ImBYR55S3aXXXMxARsVdETIqIg1q3umvqRLksr6m7DmkgGvfjOQCfA94C/CgizouIX6m7oE5l5i7gH+quY3dFxF+VHXG1hidExIV11tQfEXFsRNwB3FkOT4uIf6m5rH6JiPcBFwH7l7fFEfGe3h81vJT1/i/wTWBpebuq1qI6VC7Lq5sSbHoTEUdFxJsi4m2tW901daq80vFbIuJDEfHh1q3uuoa7jk6PbLLM/G/gvyNiX+DNwDcj4j7gC8DizHy81gL7dk1EnA78R4M7sRoLfC8i3gEcAHy2vDXFPwKzKDsay8zVEXFcvSX12+8Ax2TmQwAR8bfAd2nWfHgf8OLuXcM3yAuAtRFxC/BQa2RmvrG+kvonIj4CnAAcQXHK/OuB7wD/VmNZ/XEF8AtgFfBYzbU0xogPCgAR8VzgLOCtwG0UW1avpuhN8oT6KuvIB4BnAjsj4lEggMzMCfWW1bnM/GBELAe+BzwAHJeZ62ouq18y876IaB/1RF21DFDw1JqfKMc1yX0UK/mm+su6CxgEc4BpwG2Z+Y6IeD6wsOaa+mNyE6+1ULcRHxQi4j+AXwG+ArwhM39W3nVJRKysr7LOZOb4umvYXeXW92eAjwEvobgM+Tszs/s1Q4ar+8pjRbLsxvy9lLshGuRCiladr5fDp1H0qNok64HrImIpbVuDmfmp+krqXGZeX3cNg+CRzNwVETsjYgKwGTi07qL64aaIeElm/qDuQppkRAeF8gDG2zPzt3u6vykXBImI5wCHA3u3xmXmDfVV1G9/D5yRmXcARMRvA9+iCHBN8C6KoHMgxQXQrgHeXWtF/ZSZn4qI64FXUbQkvCMzb6u5rP66t7yNK2+NEhGvpNjV86sU9e8FPNSk1kFgZUQ8m2LX7SrgQeCWekvql1cD8yPiJxRhs9VC+9J6yxreRnzPjBHx3cz8tbrrGKiIWECxb3YycDvwSuC7mfmaWgvrh4jYKzOf6DbuuQ3e19xIEbEX8HzaNhAy8976KhqYiBhPsXJ/sO5a+qNswZwLfA2YDrwNODwzP1RrYQMUEVOACZn5/ZpL6VhEHNzT+My8Z6hraZIR3aJQavrBgO8DZgA3Z+ZvlGdtNG1f5/Mi4uPAgZl5ckQcAfwaDWn6joh/6mH0LyguinbFUNczEOUZAx+hOGugdXxCAo3ZkoqIoyh2Ie5XDt8PvC0z19ZaWD9k5rq24HxhRNxUd039ERHLM/NEgMzc0H3ccJeZ95SnBv96Oerbmbm6zpqaYDScHvkBigT/WERsi4jtEbGt7qL64dHyoltExNMz84fAi2uuqb8WUVx99AXl8N3A+2urpv/2Bl4G/Ki8vZTix+p3IuLTdRbWD60zBo7MzJdm5ksa2Nx6AfCBzDw4Mw8G/h9FE3hTPFwe43J7RHwyIv6Q4kDlYS8i9o6I/ShC/3MiYr/yNgWYVG91nRsJpwnXYcS3KIyAgwE3lvsEL6c4tfMBoCkHAbY8LzO/GhEfhCcvXd6kswYOA16TmTsBIuJzFMcpvA5oykFRTT9jAOCZmXltayAzr2tYJ1hvpdg4Owf4Q+CFwOm1VtS536MI95OAW9vGbwPOr6WigRkJpwkPuREfFHpqFmtYU9lvlf9+NCKuBfYFvlFjSQPxUHmKasKTB3U16UfrQIotv1bNzwQmZeYTEdGUc7EbfcZAaX1E/AXF7gcoTnn+SY319EvZ7P0M4AWZ2ajdh5n5GeAzEfGezGzyj+pIOE14yI3YoBARewP7UDaV0fVlmECDmsoAIuLVFAc9XRgREyl+uBqzgqTY/XMl8KKIuBGYSHE+dlN8kqK5+DqK79FxwMfLrdn/rrOwfmj0GQOld1Icn/MfFPPhBuAdtVbUDxHxBoozgMYBh0TEy4CPNaHDpYh4TWZ+C/hpedbSU2Tmf9RQ1kCMhNOEh9yIPeuh3BfVair7KV1BYRvwhcz857pq64+yJ7TpFPuXp0bEJOBrmfmqmkvrWEScQXGMQqup9RjgLzLz1l4fOIyUn/tbgR9StChsbNgpqr2KiM9mpvtq96CIWAW8BrguM19ejvt+E44ViYi/zMyPRM9dr2dmvnPIixqgiHgFxWmSAdzQwNOEh9yIDQotTW8qi4jbgZcDtzZt5dLSqrdsGfk4xfUrPpSZx9RcWkdGwimqfYmIWzPzFXXX0ZOI+HRmvj8i/pNy91W7JmyRA0TE9zLzmIi4ranLclNFxITM3FYekPlLMnPrUNfUJCN210NLZn627FVvCk89f7wpfZPvyMyMiNb+/SYdvNXS2ic4G/jXzLwiIj5aYz39NRJOUW2y1jEJf19rFbtvTUS8BdgrIg6n6OGzaadHPpfiNNtXU4S271DsPhnufaJcDJxC0UlUe9hsnSbcpN4lh9yIDwoR8RXgRRRbgq0frKQ5FzH5akR8Hnh2RPwuxX7aJp0SBsV+zc8DrwX+NiKeTrNOzX00Mx+NiCdPUY2Ipp2i2liZuar892XlQXVPKncxNqVr5PcAf0ZxMOnFFLvj/rrWivpvCcWxIa2zNeYBl1As28NWZp5S/j2k7lqaaDTsergTOKKhnS21Osr5H2AmRfpdlpnfrLeq/omIfYCTgR9k5o8i4gXASzLzmppL60h54NM7KI55eQ3Fha2elpm/WWthg6i9OXy46mn3SBPqbomIozJzTd117I6IWJWZR3cbt7JB3eE3+iy4uoz4FgVgDcWljX/W14TD1PMpmr5vBb5Ec46yf1JmPkxxpHpr+Gc0aH6MkFNUnxTFNVCelZntHY99pmr6ukXEm4G3UJwpcGXbXeOB4d7k3e5fyw6XFgEXZ+bPa65nIK6NiLnAV8vhOcDSGuvpyEg6C64Oo6FF4VqKXvVu4annjzfiACiAiAjgJIqt2ukUC+kXM/PHtRamxoiIiykubvUExX7afYFPZebf1VpYB6Lon/8Q4BPAuW13bQe+3+oIqwkiYirFcnwGxTrpwia1EEbEdoqzfnaVo8YAD5X/53C9wNVIOQuuLqMhKBzf0/hs2CVfy/7J30HRhH8txZH338zMP6m1MDVCRNyemS+LiHnA0cCfAqs84n7oRXFxrtOAf6L4oQqKs4Ca0hdBYzX9LLi6jPig0HQR8V7g7cD9wELg8sx8vGw+/lFmvqjWAtUIEbGWomXtYuCfM/P6iFidmdNqLq1j0fDLNEfESynC/mzgmxStgreWfXR8t7x+xbAXDb/sfRQXFzuCp9bflIPbazHij1Eom8paaWgc8DQatHIBngf8dna7DGpm7oqIU2qqSc3zeWADsBq4oWzOb9LF0QD+mV++TPNhtVbUP7wfHMwAABt+SURBVP9MccbShzLzkdbIzNwUEX9eX1mdq+pThOIg32Gv7MDuBIqgcDXweopTPA0KvRh1LQoRcRowMxt6DXhpsETE2Ibt31+ZmdPbOymKiJsy89i6axsMEXFZZg7ri0RFxA/o6lPkZa0+RTLzzJpL60hZ/zTgtsycFhHPBxZm5htqLm1Ya9K57IMiMy+nIelXGiwR8fyI+GJE/Fc5fATFLq0maexlmjvUhE5/mn7Z+0cycxewMyImAJtpxudeq9Gw66H9AiZjKJosR1czilScknchRYc/AHdTdJTTpAvivJXiuIQmXqa5E01YLzX9svcry/q/QHH2z4MUZ5+oFyN+10O3i5jspNhP+4XM3FxPRdLQi4gVmTmj23UGbs/Ml9VdmwrD+XobPSnPKNsX+EZm7qi7nr6Up5lPzsz7yuEpwITM/H6ddTXBiG9RyMzGXIZW2oMeKvvpb10z5JXAL+otqTPlfuXKLZoRdIpn9D1JvcrvzdrM3F6eOTOe4qJ136u5tD6V18y5nOL0YDJzQ70VNceIDwoRMZnilKpX0XURk/dl5sZaC5OG1geAK4EXRcSNwESKXvWaoPFn95R9J3w5M8/qZbI/Hap6dsPngPZWj4d6GDec3RwRMzJzRd2FNMlo2PXwTYpzx1tXoDsLmJeZr6uvKmnoRcRYigPPArgrMx+vuaRRJSKWAW9oQjN9lZ52VzXpUtkRcQfFMrCBIuQERWNDI+qvy4hvUQAmZmb7cQqLIuL9tVUjDaFuB/O2mxoRNKk3wBHQJ8oG4MbyehWtbo/JzE/VVlH/rS87gftcOfwHwPoa6+mv19ddQBONhqBwf0ScBfx7OfxmmnUhGWl3tM4P3x84FvhWOfwbwHW0XaxruMvM8e3DrT5RaipnIDaVtzEUF7RqondRdD395xShbTlwdq0V9UNm3hMRrwYOz8wLI2Ii8Ky66xruRsOuh4MoekT7NYov9k3AezPz3loLk4ZQRFwF/G555U7KS32fn5lVLQ6NEBE3Z+Yr666jP8oDADMzH6y7lsEWER/MzE/UXUeVsmfG6cCLM3Nq2X321zLzVTWXNqyNhhaFvwLenpkPAETEfsDfA++stSppaE1phYTS/wJT6ypmIJreJ0p5jYGvAPuVw/cDb8vMtbUWNrjOoLjK53D1WxRnadwKT3af3dTWnSEzGoLCS1shASAzt0bEy+ssSKrBdeXBdP9O8eM6l+IqpE3S3s1uq0+UU+spZUAuAD6QmdcCRMQJFB3/jIguqEvD/RTPHeVpkq3ThEdSz557zGgICmMi4jndWhRGw/uWnpSZ55Rb5L9ejrogM79eZ039NQL6RHlmKyQAZOZ1I/CHari38Hw1Ij4PPDsifpeiZfkLNdc07I2GYxTeBnwQuJTiS/wm4G8y8yu9PlDSsBIRhwKfobhiYVJctfAPM7MRR91HxNcpmrzbT9Wenpmn1VfV4Grv+XO4iojXASdRtH4sy8xv1lzSsDfigwI8eQGc11B8MZZn5h01lyQNiYj4Tma+utuphdB1/nhTTi0kIm4GzqfrDKa5wHsy85j6qupcRDwH+Evg1eWoGyiuvPhA9aOGj7LTqPdm5j/2Ms2HMvPjQ1iWhsCoCAqSmi8ivtc9FDThrIeI+EpmvjUi3peZn6m7nt0REddl5gl11zFQ5e63v6U4XThoYGCug0FBGgXa++gvh58FHJmZw76P/paIOA/4ObCEonXkTODpFK0MZObW+qqrVvYG+HqKLrRPoNsBf8O17p5ExN9QXAjqEp7aadSttRXVDxGxjqJ3zDvrrqVJDArSKBARtwGvyHKBj4gxwMqGXa3wJ73cnZl56JAV0w9lT4a/DxwK/JSnBoVhW3dPIqKnM2UyM18z5MUMQETcaJ8J/WdQkEaBpvfRPxJExOcy8/d7uf/Js7O0Z0TEZ4ADgMuBx1rjm9SVeR3G1F2ApCGxPiLeGxFPK2/vo1l99FPW/d6IuLS8nRMRT6u7rk71FhJKy4ekkN0QEc+PiC9GxH+Vw0dExO/UXVc/TAAepjjr4Q3lrfFXJ93TbFGQRoGI2J+ij/7X0NVH//szc3OthfVDRCykuBDUl8tRbwWeyMwF9VU1eBpyauF/ARcCf5aZ08orkt6WmS+puTTtQXY8JI0CZSCYW3cdu2lGZk5rG/5WRKyurZrB14Sttudl5lcj4oMAmbkzIp6ou6hORcRUiitfPj8zj4qIlwJvzMy/rrm0Yc2gII1gEfEnmfnJiPgsPfwQZeZ7ayhroJ6IiBdl5o/hyQ6YGvMjNUI8FBHPpfwulWfT/KLekvrlC8AfA58HyMzvR8TFgEGhFwYFaWRrnQa2stYqBscfA9dGROvYiilA07t1bjfcr5MA8AGK0zxfFBE3AhOBOfWW1C/7ZOYtEU/5qHfWVUxTGBSkESwz/7P8++W+pm2AGym2BE8shz9P0Y1zY0TEKyh6Zkzgxm79D5zY86OGj8y8NSKOB15MEWzuyszHay6rP+6PiBfR1SIyB/hZ7w+RBzNKo0B5/ntPux4acf47QER8FdgGXFSOejPwnMw8o76qOhcRH6a4DHPrVLzTgK81af94ROwN/AFdYefbwL9m5qO1FtahcnfVBRRX7HwA+AkwLzPvqbWwYc6gII0CEXF02+DewOnAzsz8k5pK6reIWN3tYMYexw1XEXEn8PLWj2pEPAO4NTN/td7KOleGte3A4nJU08LaB8p/n0HRPcBDFMdYrMrM22srbJhz14M0CmTmqm6jboyI62spZuBui4hXZubNABFxDMXuiKbYQBHSWlvfTwd+XFs1A/PibsHs2oadeTK9vF1JsetkHrACeFdEfC0zP1lnccOVQUEaBSJiv7bBMRQrywNqKmegjgHeFhH3lsMHAXdGxA8ouhEe7r1MPgasjYhvUjTbvw74TkT8EzTmDJSmh7XnUnRl/iBARHwEuBQ4DlgFGBR6YFCQRodVFD9OATxOsXXbpB71AE6uu4Dd9PXy1nJdTXXsjqaHtYOAHW3DjwMHZ+YjEfFYxWNGPYOCNDr8KfCNzNwWEX8BvIKiK9vGaPoBZyPkzJNew1oDrldxMXBzRFxRDr8B+PeIeCZwR31lDW8ezCiNAq0LQEXEq4GPA/8AfCgzj6m5tBGvtbVddX8DtsI7FhG3DvcrkpYH9r6aonXtO5k5EvoY2aNsUZBGh1YPhrMpTme7IiI+WmM9o0nrokPvLv9+pfw7j4a16nRg2HcaVR7Y2/3gXvXCFgVpFIiIq4CfAq8FjgYeAW5pyqmFI0FE3JiZr+prXJM1oUVB/edlpqXR4U3AMuDkzPw5sB9Fl8gaOs8sd/0AEBGvAp5ZYz1SR2xRkKQhUHbffCGwL8UxC78A3pGZt9Va2CBqwqWy1X8GBUkaAm29Aj6LokfAVlhoVK+AvV2vIiL2y8yttRWnPcJdD5I0NKYD7wImAJOAs4ETgC9ERCO60i6vV/Flio6LngdcGBF/3rrfkDAy2aIgSUMgIpYBp7f1Cvgsil4Bf4uiVeGIOuvrxEi4XoX6zxYFSRoalb0CUnTv3AQbKK5X0dLE61Won+xHQZKGxkjoFXAkXK9C/eSuB0kaIk3vFTAi3t7b/SOkm2p1Y1CQJEmV3PUgSerVaLpehX6ZQUGS1JfRdL0KdeOuB0lSR0bD9Sr0yzw9UpLUKa9XMQq560GS1Kl3UvTG+JTrVdRbkvY0dz1IkjoyUq5Xof5x14MkqVONv16F+s8WBUlSR0bC9SrUf7YoSJI6NRKuV6F+8mBGSVKnRsL1KtRP7nqQJHWs6derUP8ZFCRJUiWPUZAkSZUMCpIkqZJBQZIkVTIoSJKkSgYFSZJUyaAgSZIqGRQkSVIlg4IkSapkUJAkSZUMCpIkqZJBQZIkVTIoSJKkSgYFSZJUyaAgSZIqGRQkSVIlg4IkSapkUJAkSZUMCpIkqZJBQZIkVTIoSJKkSgYFSZJUaciDQkTMj4gsb1OG+vW150XER1vzuO5a1LOIODoiboyIh8p5dXndNQ2miDihbT1zwnB47Yh4XUTcHhGPlvd9eritD6NwXkT8NCJ2lXW9rIY6NpSvvWgQnmtYfcbDSaefzaAGhYi4ru1Fu9/ml5NtAb5X3h4bzNdvq2PviPhyRKyNiCfK199QMe0+EfGXEfHDcgH+eUTcEhEnDeB1O3n/gyYipuzJ598NG+max40xygLOF4FjgQBWAHf1NFG3H72MiLd0u//Put0/pRzfvgI6oeK5P9rDcnJ/RHw3Is4axPc61LbR9f3fBhARY4BLgGnAo+V9GxiC9WE/nQr8KTAJWE9R10MNXzZq+Ywb/pk9xdg99Lw7gNu6jdsCkJlLgaV76HVb9gbeBvwP8ADw3J4mioinA8uBV5aj1gEPAYcDLwWuGeDrV77/JoiIcZm5Y6CPz8yFwMJBLGmPioixwBN11zHEjiz/np+Zf9yPx70XuBie/Nx+f5DquR3YCUylWB5fGRH7Z+anBun5h0xm3krXOqXlBcBzyv//LDPPb7tv0NaHu7vs0vW9AJiWmQ+Vz7t7hfWgtdxl5h79IR2i35yRLTMH7QZcBySwoZdp5pfTJDClHBfAh4H/BbYDXwHe1326ftSxF3Bg+f+lVTVRJOekSP3HtI0P4Fl74v2X000FlgCbKULFj4A/Bsa0TfNHFCvPrcDj5bT/AUzt4XNsv13XrZbr2p7zo63peqj5uvLz2AQ80PY5vBtYDTwC/AK4Ejiij/fX1+v8P4oQt7Wcdh/ggnLe3wMsaHvcCW3vbT7wX2Ut9wHv6va6BwH/Vj7348BPy+fdv22aRa15VD7fT4Bd5Wfd0+c5v3zcV8r5tL2cZ/cA/wRMqHjuM4AfUgTPG4AXd6v1tRRB9OcUW5g/An6vP9+Ris/+GcDfUITeHeVn/J/AK3r4PNtvH614vvbpd5R/Z5b3ndltfPsyPb9t3Al9fU/aHjex/MwSuL2P93o0cDlwP8WW4j3AR3qo+4S26ZcDPyunf4iiNeWsbs97FnArxXrhIeDucl7s2zZvvk6xvnqMYpn5b2BWT69N9bI6nx7Wh+VznAR8q6zhEYqt4Te03T+l7XF/Un4ODwOfrvisDqZYdu4rn+8RYA3wfiC6LaO/tE6pqr983HjgUxTL0o7y8/1X4NkdLHfPrqh3Qzn9l4G/oFimH6IIqft2W1f3uo7q6TOmw2WVAf429faZdZt383t4z4t6mMf/D1hc1vBT4M+7vV4n8yCAj1CsU/r1O9uvH8K+bgw8KPxB27ifUTRdP9jJG+igpt6Cwm3lfbcD15cf3rryi/m0PfT+D6No5cjy72qKrdkEPts23VXlZ3AH8AOKra0E7qVoMZndVn8CPwZuBv6lWy3X9bRi7qHmx8rXuANYX9732bbnv4NiYU2KH7dDe3mPvb3OoxQL8z1tz722/PK2nv8J4Fd6WOk+Wr7P+9vG/WY53f4UC1BrurV0/YDdTRn86FpB7Chf567ydf+l/N61nvfm8ja7fNyD5eveXtbQmu5rPawMHy+f/06KlWECN7ZNd0bb+EfK+fsAXSuIjr4jFZ/9N9tqu5PihyYpfkReBryifF+taTaWwwsqnq/987+4/PuV8r7vdBvfvkzPbxt3Ql/fE54aFB6mj6BAsdvksbZ5uYbiO3RdD3WfUI6bU36OGyiCwNa2aVrz+aVt82Yd8H2K72sCk8tpVpXDW8v/W9+bP+/ptaleVmfT8/pwTlsN91GExCzHzSmnmdL2uMfKGn8A/H3F5zW97flupfjhaz3+3eU0VctA5bIBjGv7PB6j+K621t2rKNejVC93fQWFBynWN3e1vf5X26brcx1V8Rm36ulrWR3Qb1Mfn1n7vJvfw3te1MM83kERSLe0jXtdOV2n86D9vWzq9L1k5h4LCj3dnt3LTLu3HF4BPB14GkWy6/MNdFBTb0Hh4bbX6P5l7HGBG4T3/6Vy+C5gfDluHl0/kC8sxx1JW1ih2AJtPdeJPXyR5lfU0mlQSODkctxe5XO3Fpyzy/FPp1ghJ/CFXj6H3l5nR/ncz6RrRb8ZeDbworZa3tXDSrf1A7UvXUHj+nLcX9K1Mp1Rjju57bHv6baCSMoteIqkHT3V3Vb/y7oN/zVdK5q9e3juN5TjPtU27hnluPXl8E+ASeW4scBL+vMd6aHG32h7rT8qxx1AV+i4rG3a1nQf7eM73f75/xbFCuYx4PV0rYjOaZtmoEHhNuAWun6UE/hAL3V9i67l9lfb5uPLe6i7FRReADy/7Tn2putHuPXdOr0cvpuy9YbiWK5jgH3K4e3lNL/e9lyTKbdEK157Stu49h+H9s+p9dm1vh8X0bW1/4Vy3I96eL476Vq/7FXxeT0bntJiMYZi4yiBb/e27PYx/m10LQdHluMOpmvDZl5fy11FvRvKaf+PskUQ+DRdy/ihdLiOqviM2+vpbVkd8G9TL59Z1Xeh9Z4X9TDddykCwfPo2gA6r5/zoLXO/F75XGOBazt5L3vqrIcddB080rrt7GnCiJgAvLAc/HpmPpaZj1P8wO9prWM0dgIvzcwXUxxwBPAH5QFIA9Hb+z+m/DsV2FYe6LK4HDcGmFn+fxBwbURsi4hdFFuKLZMGWFdv7srMbwBk5hPADIoFGeDzZZ2P0rUPs/s+2E6tycwNWez7bB238Z3M/DnFCrLl+T089qtlfb8AvlGOO6r8O6P8uy4zV5TTfYPiRxKKLap2j1CsfMlSH3WfGBFrIuKR8rP4s3L8WIqt4Ha/yMz/LP+/o238/hExETikHF6UmZvKGnZm5g/K8Z1+R7qb0fb/xeXz/g/FygB++TPor8eBz1GsZJaU4/5pN5+z5WUU9e+k2PJ6W/Z+fELrM/p6Zt4JT87H7scGtdsF/ENEbIqInRTfgcPK+1rL1I0U35nDga0RsYLie7JfZj5cTtOat8sj4q7yjJE5FC1au6Xb9+MtwK5y/i8oxx0WEd2Pufpyufy0lt2ePA78SUTcExGPUwTO48r7dmd90poPY4E1Za0bKDY24JfXE/1d7q7LzM3l/611c1CshwZjHdXbslrnb1N3l2Tmjsy8n2LDCrrWkX3Og/K9HFQOX14+106K3dl92lMHM/4sMzv9IcmK/4fCTylS25bMvLcct4Ji3+szKJqz/2cAz9vb+299sf+Pommzu0ci4lCKfY7jKLZeVlHMq9ZpSnv18LjuWp9l+7T79jJ99/fZfvTSaooFsN2mDmroyba2/3e2j8vMbDtoqq+jp6ru7/Q7tDkzd3UyYUTMA/6+HPwZRfPt8yi2auCX58fP2/5vD8idHhHW53ekg+fYU8vS5ylC0gSKFdYS4HcH4XkPycwNg/A8vVlMV8vcnRTL1hEU+3f3giJYRcSRwFspgtVRwDuBd0bEb2fm1ym24K6kaDk4EphFcbbAb5R/d0f7d+QndP0otHtat+FO1lGfpits/Ihit8mLKL7HnaxPqrTqfZxil0Z3/9ttuOPlrpfX6ml4oOuo3pbVPfXb1P5cna6fe6ozuv3tdB6062idVHuHS5m5naJ5B+CNEfG0iHgaRUJ/ioj4rfI0xh9GxIGD8PKtsxomRkQrOba2uh6g3OKNiH8rX/PfBuE1byn/PkTR5PXKMlScBHwuM68GXk4REqA4QGoG8Lc9PNfDbf8/s9t9rRXMlIjYKyL2pmgu7tQKur7Q/96qs6z13XT9cA6lOQARMZ7i84KimRGKegEOj4gZ5XQn03Wk+coOnv/JzzMi2j/PVujbTvGDdgwDPCMmM7dQ/AAAvD0iDihfb6+IaLWOdPId6cmKtv/nlc97AMUPGHT2GfRVfyscAFyQmZ2cbjauPGW5dXv67tZB16m3p0XE1NbIiJjWy2Na8/ELmXkk8JsU+2ifFBGTgImZ+cnMfFNmHkFxTAHAa8q/v06xhfmuzPx14OPd7h+w8vPdUA6uodi90Zr/bwI+UbYS9VfrvV+TmVMpQk5/WkCqlo3Wd3Us8P62Wl9NsTtwMbvn+LKVBZ76m7CWPbyO6s9vU4Wqz6w9/L2ovP8Eit1DA9HnPMjMbRQbOFC8l3HlWSendfICtQeFUutH8JUUC8lPKI5Q7m5f4MXlrXuqfoqIWBcR6yj2UwMc2BrXFjI+ThEIxgLfj4i7gLnlfX/d1ox3UPmaraab3fFxiv2wBwH3RMRtEbGeYutxUTnNWrpO1/tGRPyA4qCd7raUjwM4LyK+FxHvKYeXl38nU6TMNRTNqR3JzJ9QHDXbeu57ImJ1RGyl+MHpdz8Tg+D0iPgxxffj4HLcJ8u/51Ns7Qfw7YhYQ7HVB8VW+YUdPP8P2/5fGxE3l6073y/HjQfWl/PrTQN/G0+ebXNI+Xzfp1h5/FF5fyffkV+SmddSHH0P8HcRcSfFcQ7Pptja+qvdqLnd71HsbvlYh9Mvo+tI+0eo6LOhn/6cYhffsymaW38QEf8DfKaXx7Tm44KIWEsRAPbuNs0RwOqI2BxF50jrKVfmbY//CvBAudvhNoqDn9vv313nln/fAPysnP+bKNaNfzjA52zVdlK5nruPrmb1TlQtG/9OcYBvADdF0XfNnRTf36spWmx3x97Aj8qaW+/90sxcP0TrqE5/m3rS42eWmY9QHHMA8EcRcS3F7qyBtrR0Og9a68pXlu/jJxQHBfdpuASFz1GctrGFIgx8G/hE2/2dNLV296Ly1kpyY9vGPQ0gM++h+KCuoPiQX0CRzs7oY//ogGXm3RT7lJZQbKEeSXGQzHUUpyqRmT+kaO78CUXLwv3Am3t4rqRo9l1HsatkJl0/oBdS7D++n+IH51v0vhLtyTkU582vptgNcwjFj/HngMv6+VyD4fcomoz3odgaOieLc6RbW2KvpFiJ/5wi2G2h6M/hVZn5YI/P+FRXUew//T+Kz/GY8rW+SHGg0/0UYeE6ilOmBiQzv0axEvtviubCF1M0Bd9c3t/nd6QXb6QIGq0fuF3l+3pVZt4+0Jq71f9YZt5f7q+tRWbeRNeyu43iM3yM4jOqMp/ieI1HKebr+/nlH/f1FCven1ME6/0p9l2fS1ffIF+iOMPguRTzZgvFgYdzGQSZeQlF69+3KJb/Xy1r/hoD30r+AMVn9SDFd/jv6DrWohM9Lhtli9IJFMvHBorPbCLFxs5f09XiN1CXAf9A8bvwMMVxCu27uvb0Omp3fpuq1idQfBe/TbEb4cDyfdz3y0/Rt37Mg/Mpwv39FAH7ZrqOtepV64jaWkXEvhRHjv9vObwXxTm/r6OY6Qd2cNCLRqCySa51MN5vZOZ19VUjaTTxt6mwpw5m7K9DgO+VRxjfT9HN6ZTyvg+NhhkhSRp2/G1i+Ox62ELRZDiVokOKZ1M0y87OzEX1lSVJGsX8bWKY7HqQJEnD03BpUZAkScOQQUGSJFUyKEiSpEoGBUmSVMmgIEmSKhkUJElSpf8PL6SpBIZZMOAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = [8, 6]\n",
    "\n",
    "index = ['country', 'year', 'sex', 'age', 'suicides_no', 'population', 'gdp_for_year', 'gdp_per_capita', 'generation']\n",
    "nn_imp_data2 = [0.0032, 0.0033, 0.0016, 0.011, 0.5134, 0.3295, 0.0145, 0.0053, 0.0119]\n",
    "                \n",
    "nn_feat2 = pd.Series(nn_imp_data2, index = index)\n",
    "nn_importance2 = nn_feat2.plot(kind = \"bar\", width = 0.7)\n",
    "nn_importance2\n",
    "\n",
    "nn_importance2.spines[\"right\"].set_visible(False)\n",
    "nn_importance2.spines[\"top\"].set_visible(False)\n",
    "\n",
    "nn_importance2.set_axisbelow(True)\n",
    "nn_importance2.yaxis.grid(color = \"gray\", linestyle = \"dashed\")\n",
    "\n",
    "nn_importance2.set_title(\"Fig. 16. Feature importance of MLP classifier after being tuned\",\n",
    "                               x = 0.53, y = -0.38, \n",
    "                               size = 14, fontweight = \"bold\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Decision Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = [8, 6]\n",
    "dt_feat = pd.Series(dt_model.feature_importances_, index = scaled_X.columns)\n",
    "dt_importance = dt_feat.plot(kind = 'bar', width = 0.7)\n",
    "dt_importance\n",
    "\n",
    "dt_importance.spines[\"right\"].set_visible(False)\n",
    "dt_importance.spines[\"top\"].set_visible(False)\n",
    "\n",
    "dt_importance.set_axisbelow(True)\n",
    "dt_importance.yaxis.grid(color = \"gray\", linestyle = \"dashed\")\n",
    "\n",
    "dt_importance.set_title(\"Fig. 17. Decision tree feature importance\"\n",
    "                               , x = 0.35, y = -0.38, \n",
    "                               size = 14, fontweight = \"bold\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Random Forest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = [8, 6]\n",
    "rf_feat = pd.Series(rf_model.feature_importances_, index = scaled_X.columns)\n",
    "rf_importance = rf_feat.plot(kind = 'bar', width = 0.7)\n",
    "rf_importance\n",
    "\n",
    "rf_importance.spines[\"right\"].set_visible(False)\n",
    "rf_importance.spines[\"top\"].set_visible(False)\n",
    "\n",
    "rf_importance.set_axisbelow(True)\n",
    "rf_importance.yaxis.grid(color = \"gray\", linestyle = \"dashed\")\n",
    "\n",
    "rf_importance.set_title(\"Fig. 18. Random forest feature importance\"\n",
    "                               , x = 0.35, y = -0.38, \n",
    "                               size = 14, fontweight = \"bold\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the results above, we see that not every feature has the same importance in every models. For example, the MLP classifier deems features other than suicides_no and population as not very important. However, the random forest model deems those features as more important, and the weight is not solely on two features."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After performing exploratory data analysis and classification analysis, I have found that the MLP classifier after being tuned is the best classifier for classifying and predicting groups at high risks of suicide. This classifier deems suicide numbers and population as the most important features for making predictions."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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 },
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