Happiness Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Happiness Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Team Member\n",
    "Zening Li, Qingxu Wang"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Github Link\n",
    "https://github.com/wqx13579/Happiness"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Binderhub Link\n",
    "https://mybinder.org/v2/gh/wqx13579/Happiness.git/master?filepath=Happiness%20Analysis.ipynb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Contribution\n",
    "Zening Li: Clean part of the data, Do the modeling, Create part of the words in the paper.\n",
    "\n",
    "Qingxu Wang: Some data cleaning, modeling, outlier detection and some viasualizations.\n",
    "\n",
    "github contributions can be found in our final_presentation slides."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dataset and motivation section"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In our everyday lives, happiness is a important measurement of how good a person lives on this world. The dataset being used in this analysis report is Happiness Dataset. The dataset is \"The World Happiness Report is a landmark survey of the state of global happiness\". In this dataset there is the happiness scores, rankings  and the scores of other factors who affect happiness score from 2015 to 2017. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset variables(Only Display those we decided to keep):\n",
    "The Explainatory Variables are:\n",
    "\n",
    "    Country\t\n",
    "    Dystopia Residual\t\n",
    "    Economy (GDP per Capita)\t\n",
    "    Family\t\n",
    "    Freedom\t\n",
    "    Generosity\t\t\n",
    "    Health (Life Expectancy)\t\n",
    "    Region\t(as FACTOR)\n",
    "    Trust (Government Corruption)\n",
    "     \n",
    "The Response Variable is:\n",
    "\n",
    "    Hppiness Score (We will convert this variable into binary to perform Logistic Regression)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Project Motivation:\n",
    "All the factors can use to predict the happiness score in the future. However, we want to make it simple. We considered people in different region have happiness score greater than the average happines score \"happy\". Otherwise, we considered as sad. Then, we want to find a logistic regression model of happiness related to region of the world. This will provide a prediction of whether people are happy or not in the future. \n",
    "\n",
    "Although this is similar to predict the happiness score, this model could directly show whether people are happy or not rather than provide a score. We will also provide the probability of the test data result. Out motivation for this is that when we look at the data, the score does not directly shows whether people are happy or not. We have to convert the score into specific level. So we make it simply as 1 for happy and 0 for not happy. We also want to see the prediction result of happiness in the future."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataset used for this project is from https://www.kaggle.com/unsdsn/world-happiness/downloads/world-happiness-report.zip/2#2016.csv.\n",
    "\n",
    "Here are the raw data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country</th>\n",
       "      <th>Region</th>\n",
       "      <th>Happiness Rank</th>\n",
       "      <th>Happiness Score</th>\n",
       "      <th>Standard Error</th>\n",
       "      <th>Economy (GDP per Capita)</th>\n",
       "      <th>Family</th>\n",
       "      <th>Health (Life Expectancy)</th>\n",
       "      <th>Freedom</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>1</td>\n",
       "      <td>7.587</td>\n",
       "      <td>0.03411</td>\n",
       "      <td>1.39651</td>\n",
       "      <td>1.34951</td>\n",
       "      <td>0.94143</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <td>Iceland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>2</td>\n",
       "      <td>7.561</td>\n",
       "      <td>0.04884</td>\n",
       "      <td>1.30232</td>\n",
       "      <td>1.40223</td>\n",
       "      <td>0.94784</td>\n",
       "      <td>0.62877</td>\n",
       "      <td>0.14145</td>\n",
       "      <td>0.43630</td>\n",
       "      <td>2.70201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>3</td>\n",
       "      <td>7.527</td>\n",
       "      <td>0.03328</td>\n",
       "      <td>1.32548</td>\n",
       "      <td>1.36058</td>\n",
       "      <td>0.87464</td>\n",
       "      <td>0.64938</td>\n",
       "      <td>0.48357</td>\n",
       "      <td>0.34139</td>\n",
       "      <td>2.49204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Norway</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>4</td>\n",
       "      <td>7.522</td>\n",
       "      <td>0.03880</td>\n",
       "      <td>1.45900</td>\n",
       "      <td>1.33095</td>\n",
       "      <td>0.88521</td>\n",
       "      <td>0.66973</td>\n",
       "      <td>0.36503</td>\n",
       "      <td>0.34699</td>\n",
       "      <td>2.46531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Canada</td>\n",
       "      <td>North America</td>\n",
       "      <td>5</td>\n",
       "      <td>7.427</td>\n",
       "      <td>0.03553</td>\n",
       "      <td>1.32629</td>\n",
       "      <td>1.32261</td>\n",
       "      <td>0.90563</td>\n",
       "      <td>0.63297</td>\n",
       "      <td>0.32957</td>\n",
       "      <td>0.45811</td>\n",
       "      <td>2.45176</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Country          Region  Happiness Rank  Happiness Score  \\\n",
       "0  Switzerland  Western Europe               1            7.587   \n",
       "1      Iceland  Western Europe               2            7.561   \n",
       "2      Denmark  Western Europe               3            7.527   \n",
       "3       Norway  Western Europe               4            7.522   \n",
       "4       Canada   North America               5            7.427   \n",
       "\n",
       "   Standard Error  Economy (GDP per Capita)   Family  \\\n",
       "0         0.03411                   1.39651  1.34951   \n",
       "1         0.04884                   1.30232  1.40223   \n",
       "2         0.03328                   1.32548  1.36058   \n",
       "3         0.03880                   1.45900  1.33095   \n",
       "4         0.03553                   1.32629  1.32261   \n",
       "\n",
       "   Health (Life Expectancy)  Freedom  Trust (Government Corruption)  \\\n",
       "0                   0.94143  0.66557                        0.41978   \n",
       "1                   0.94784  0.62877                        0.14145   \n",
       "2                   0.87464  0.64938                        0.48357   \n",
       "3                   0.88521  0.66973                        0.36503   \n",
       "4                   0.90563  0.63297                        0.32957   \n",
       "\n",
       "   Generosity  Dystopia Residual  \n",
       "0     0.29678            2.51738  \n",
       "1     0.43630            2.70201  \n",
       "2     0.34139            2.49204  \n",
       "3     0.34699            2.46531  \n",
       "4     0.45811            2.45176  "
      ]
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     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy_2015 = pd.read_csv(\"2015.csv\")\n",
    "happy_2016 = pd.read_csv(\"2016.csv\")\n",
    "happy_2017 = pd.read_csv(\"2017.csv\")\n",
    "happy_2015.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>Country</th>\n",
       "      <th>Region</th>\n",
       "      <th>Happiness Rank</th>\n",
       "      <th>Happiness Score</th>\n",
       "      <th>Lower Confidence Interval</th>\n",
       "      <th>Upper Confidence Interval</th>\n",
       "      <th>Economy (GDP per Capita)</th>\n",
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       "      <th>Freedom</th>\n",
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       "      <td>Denmark</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>1</td>\n",
       "      <td>7.526</td>\n",
       "      <td>7.460</td>\n",
       "      <td>7.592</td>\n",
       "      <td>1.44178</td>\n",
       "      <td>1.16374</td>\n",
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       "      <th>1</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>2</td>\n",
       "      <td>7.509</td>\n",
       "      <td>7.428</td>\n",
       "      <td>7.590</td>\n",
       "      <td>1.52733</td>\n",
       "      <td>1.14524</td>\n",
       "      <td>0.86303</td>\n",
       "      <td>0.58557</td>\n",
       "      <td>0.41203</td>\n",
       "      <td>0.28083</td>\n",
       "      <td>2.69463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Iceland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>3</td>\n",
       "      <td>7.501</td>\n",
       "      <td>7.333</td>\n",
       "      <td>7.669</td>\n",
       "      <td>1.42666</td>\n",
       "      <td>1.18326</td>\n",
       "      <td>0.86733</td>\n",
       "      <td>0.56624</td>\n",
       "      <td>0.14975</td>\n",
       "      <td>0.47678</td>\n",
       "      <td>2.83137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Norway</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>4</td>\n",
       "      <td>7.498</td>\n",
       "      <td>7.421</td>\n",
       "      <td>7.575</td>\n",
       "      <td>1.57744</td>\n",
       "      <td>1.12690</td>\n",
       "      <td>0.79579</td>\n",
       "      <td>0.59609</td>\n",
       "      <td>0.35776</td>\n",
       "      <td>0.37895</td>\n",
       "      <td>2.66465</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Finland</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>5</td>\n",
       "      <td>7.413</td>\n",
       "      <td>7.351</td>\n",
       "      <td>7.475</td>\n",
       "      <td>1.40598</td>\n",
       "      <td>1.13464</td>\n",
       "      <td>0.81091</td>\n",
       "      <td>0.57104</td>\n",
       "      <td>0.41004</td>\n",
       "      <td>0.25492</td>\n",
       "      <td>2.82596</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Country          Region  Happiness Rank  Happiness Score  \\\n",
       "0      Denmark  Western Europe               1            7.526   \n",
       "1  Switzerland  Western Europe               2            7.509   \n",
       "2      Iceland  Western Europe               3            7.501   \n",
       "3       Norway  Western Europe               4            7.498   \n",
       "4      Finland  Western Europe               5            7.413   \n",
       "\n",
       "   Lower Confidence Interval  Upper Confidence Interval  \\\n",
       "0                      7.460                      7.592   \n",
       "1                      7.428                      7.590   \n",
       "2                      7.333                      7.669   \n",
       "3                      7.421                      7.575   \n",
       "4                      7.351                      7.475   \n",
       "\n",
       "   Economy (GDP per Capita)   Family  Health (Life Expectancy)  Freedom  \\\n",
       "0                   1.44178  1.16374                   0.79504  0.57941   \n",
       "1                   1.52733  1.14524                   0.86303  0.58557   \n",
       "2                   1.42666  1.18326                   0.86733  0.56624   \n",
       "3                   1.57744  1.12690                   0.79579  0.59609   \n",
       "4                   1.40598  1.13464                   0.81091  0.57104   \n",
       "\n",
       "   Trust (Government Corruption)  Generosity  Dystopia Residual  \n",
       "0                        0.44453     0.36171            2.73939  \n",
       "1                        0.41203     0.28083            2.69463  \n",
       "2                        0.14975     0.47678            2.83137  \n",
       "3                        0.35776     0.37895            2.66465  \n",
       "4                        0.41004     0.25492            2.82596  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy_2016.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country</th>\n",
       "      <th>Happiness.Rank</th>\n",
       "      <th>Happiness.Score</th>\n",
       "      <th>Whisker.high</th>\n",
       "      <th>Whisker.low</th>\n",
       "      <th>Economy..GDP.per.Capita.</th>\n",
       "      <th>Family</th>\n",
       "      <th>Health..Life.Expectancy.</th>\n",
       "      <th>Freedom</th>\n",
       "      <th>Generosity</th>\n",
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       "      <th>Dystopia.Residual</th>\n",
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       "      <th>0</th>\n",
       "      <td>Norway</td>\n",
       "      <td>1</td>\n",
       "      <td>7.537</td>\n",
       "      <td>7.594445</td>\n",
       "      <td>7.479556</td>\n",
       "      <td>1.616463</td>\n",
       "      <td>1.533524</td>\n",
       "      <td>0.796667</td>\n",
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       "      <td>0.315964</td>\n",
       "      <td>2.277027</td>\n",
       "    </tr>\n",
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       "      <th>1</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>2</td>\n",
       "      <td>7.522</td>\n",
       "      <td>7.581728</td>\n",
       "      <td>7.462272</td>\n",
       "      <td>1.482383</td>\n",
       "      <td>1.551122</td>\n",
       "      <td>0.792566</td>\n",
       "      <td>0.626007</td>\n",
       "      <td>0.355280</td>\n",
       "      <td>0.400770</td>\n",
       "      <td>2.313707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Iceland</td>\n",
       "      <td>3</td>\n",
       "      <td>7.504</td>\n",
       "      <td>7.622030</td>\n",
       "      <td>7.385970</td>\n",
       "      <td>1.480633</td>\n",
       "      <td>1.610574</td>\n",
       "      <td>0.833552</td>\n",
       "      <td>0.627163</td>\n",
       "      <td>0.475540</td>\n",
       "      <td>0.153527</td>\n",
       "      <td>2.322715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>4</td>\n",
       "      <td>7.494</td>\n",
       "      <td>7.561772</td>\n",
       "      <td>7.426227</td>\n",
       "      <td>1.564980</td>\n",
       "      <td>1.516912</td>\n",
       "      <td>0.858131</td>\n",
       "      <td>0.620071</td>\n",
       "      <td>0.290549</td>\n",
       "      <td>0.367007</td>\n",
       "      <td>2.276716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Finland</td>\n",
       "      <td>5</td>\n",
       "      <td>7.469</td>\n",
       "      <td>7.527542</td>\n",
       "      <td>7.410458</td>\n",
       "      <td>1.443572</td>\n",
       "      <td>1.540247</td>\n",
       "      <td>0.809158</td>\n",
       "      <td>0.617951</td>\n",
       "      <td>0.245483</td>\n",
       "      <td>0.382612</td>\n",
       "      <td>2.430182</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Country  Happiness.Rank  Happiness.Score  Whisker.high  Whisker.low  \\\n",
       "0       Norway               1            7.537      7.594445     7.479556   \n",
       "1      Denmark               2            7.522      7.581728     7.462272   \n",
       "2      Iceland               3            7.504      7.622030     7.385970   \n",
       "3  Switzerland               4            7.494      7.561772     7.426227   \n",
       "4      Finland               5            7.469      7.527542     7.410458   \n",
       "\n",
       "   Economy..GDP.per.Capita.    Family  Health..Life.Expectancy.   Freedom  \\\n",
       "0                  1.616463  1.533524                  0.796667  0.635423   \n",
       "1                  1.482383  1.551122                  0.792566  0.626007   \n",
       "2                  1.480633  1.610574                  0.833552  0.627163   \n",
       "3                  1.564980  1.516912                  0.858131  0.620071   \n",
       "4                  1.443572  1.540247                  0.809158  0.617951   \n",
       "\n",
       "   Generosity  Trust..Government.Corruption.  Dystopia.Residual  \n",
       "0    0.362012                       0.315964           2.277027  \n",
       "1    0.355280                       0.400770           2.313707  \n",
       "2    0.475540                       0.153527           2.322715  \n",
       "3    0.290549                       0.367007           2.276716  \n",
       "4    0.245483                       0.382612           2.430182  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy_2017.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, the three csv files all have the different columns, and some of the columns we do not want to use. Thus we consider to clean up the data in order to do the modeling."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cleaning the dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We first consider to drop some of the columns which will not be used for. We need to analyze the main factors of making people happy so we eliminate the Happiness Rank, Standard Error, Lower Confidence Interval, Upper Confidence Interval, Whisker.high, and Whisker.low columns. If we keep these columns, these columns will cause a lot of distraction to our logistic regression model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "happy_2015=happy_2015.drop(columns=['Happiness Rank','Standard Error'])\n",
    "happy_2016=happy_2016.drop(columns=['Happiness Rank','Lower Confidence Interval','Upper Confidence Interval'])\n",
    "happy_2017=happy_2017.drop(columns=['Whisker.high','Happiness.Rank','Whisker.low'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are the shapes of each cleaned dataframe are displayed. We wish to use these to check if we concatenate the dataframes successful."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(158, 10)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy_2015.head()\n",
    "happy_2015.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(157, 10)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy_2016.head()\n",
    "happy_2016.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(155, 9)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy_2017.head()\n",
    "happy_2017.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We rename the columns in happy_2017 in order to make the variable names in this dataframe the same with other two dataframes, so that we can concatenate these dataframes into one final dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "happy_2017=happy_2017.rename(index=str, columns={\"Happiness.Score\": \"Happiness Score\", \"Economy..GDP.per.Capita.\": \"Economy (GDP per Capita)\",\"Health..Life.Expectancy.\":\"Health (Life Expectancy)\",\"Trust..Government.Corruption.\":\"Trust (Government Corruption)\",\"Dystopia.Residual\":\"Dystopia Residual\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>Happiness Score</th>\n",
       "      <th>Economy (GDP per Capita)</th>\n",
       "      <th>Family</th>\n",
       "      <th>Health (Life Expectancy)</th>\n",
       "      <th>Freedom</th>\n",
       "      <th>Generosity</th>\n",
       "      <th>Trust (Government Corruption)</th>\n",
       "      <th>Dystopia Residual</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Norway</td>\n",
       "      <td>7.537</td>\n",
       "      <td>1.616463</td>\n",
       "      <td>1.533524</td>\n",
       "      <td>0.796667</td>\n",
       "      <td>0.635423</td>\n",
       "      <td>0.362012</td>\n",
       "      <td>0.315964</td>\n",
       "      <td>2.277027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>7.522</td>\n",
       "      <td>1.482383</td>\n",
       "      <td>1.551122</td>\n",
       "      <td>0.792566</td>\n",
       "      <td>0.626007</td>\n",
       "      <td>0.355280</td>\n",
       "      <td>0.400770</td>\n",
       "      <td>2.313707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Iceland</td>\n",
       "      <td>7.504</td>\n",
       "      <td>1.480633</td>\n",
       "      <td>1.610574</td>\n",
       "      <td>0.833552</td>\n",
       "      <td>0.627163</td>\n",
       "      <td>0.475540</td>\n",
       "      <td>0.153527</td>\n",
       "      <td>2.322715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>7.494</td>\n",
       "      <td>1.564980</td>\n",
       "      <td>1.516912</td>\n",
       "      <td>0.858131</td>\n",
       "      <td>0.620071</td>\n",
       "      <td>0.290549</td>\n",
       "      <td>0.367007</td>\n",
       "      <td>2.276716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Finland</td>\n",
       "      <td>7.469</td>\n",
       "      <td>1.443572</td>\n",
       "      <td>1.540247</td>\n",
       "      <td>0.809158</td>\n",
       "      <td>0.617951</td>\n",
       "      <td>0.245483</td>\n",
       "      <td>0.382612</td>\n",
       "      <td>2.430182</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Country  Happiness Score  Economy (GDP per Capita)    Family  \\\n",
       "0       Norway            7.537                  1.616463  1.533524   \n",
       "1      Denmark            7.522                  1.482383  1.551122   \n",
       "2      Iceland            7.504                  1.480633  1.610574   \n",
       "3  Switzerland            7.494                  1.564980  1.516912   \n",
       "4      Finland            7.469                  1.443572  1.540247   \n",
       "\n",
       "   Health (Life Expectancy)   Freedom  Generosity  \\\n",
       "0                  0.796667  0.635423    0.362012   \n",
       "1                  0.792566  0.626007    0.355280   \n",
       "2                  0.833552  0.627163    0.475540   \n",
       "3                  0.858131  0.620071    0.290549   \n",
       "4                  0.809158  0.617951    0.245483   \n",
       "\n",
       "   Trust (Government Corruption)  Dystopia Residual  \n",
       "0                       0.315964           2.277027  \n",
       "1                       0.400770           2.313707  \n",
       "2                       0.153527           2.322715  \n",
       "3                       0.367007           2.276716  \n",
       "4                       0.382612           2.430182  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy_2017.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We concatenate all dataframes together into one final dataframe named 'happy', can see there are 470 columns in total, which is the sum of rows from above three dataframes, so that we know the concatenation succeeded."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(470, 10)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy = pd.concat([happy_2015,happy_2016,happy_2017],sort=True)\n",
    "happy.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the dataframe happy_2017, it does not have the Region column. So when we concatenate all of the, the Region column for those rows from csv_2017 shows NaN. Therefore we fill the missing Region values by using the same Regions for country from the dataframe happy_2015 and happy_2016. \n",
    "\n",
    "This is how we deal with missing data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "g = happy.dropna(subset=['Region']).drop_duplicates('Country').set_index('Country')['Region']\n",
    "happy['Region'] = happy['Region'].fillna(happy['Country'].map(g))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But after checking NANs, there are still two rows have no 'Region' value. We display them and find they are Taiwan and Hongkong, so we add them with 'Eastern Asia' Region manually."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>Dystopia Residual</th>\n",
       "      <th>Economy (GDP per Capita)</th>\n",
       "      <th>Family</th>\n",
       "      <th>Freedom</th>\n",
       "      <th>Generosity</th>\n",
       "      <th>Happiness Score</th>\n",
       "      <th>Health (Life Expectancy)</th>\n",
       "      <th>Region</th>\n",
       "      <th>Trust (Government Corruption)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Taiwan Province of China</td>\n",
       "      <td>2.126607</td>\n",
       "      <td>1.433627</td>\n",
       "      <td>1.384565</td>\n",
       "      <td>0.361467</td>\n",
       "      <td>0.258360</td>\n",
       "      <td>6.422</td>\n",
       "      <td>0.793984</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.063829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Hong Kong S.A.R., China</td>\n",
       "      <td>0.554633</td>\n",
       "      <td>1.551675</td>\n",
       "      <td>1.262791</td>\n",
       "      <td>0.490969</td>\n",
       "      <td>0.374466</td>\n",
       "      <td>5.472</td>\n",
       "      <td>0.943062</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.293934</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Country  Dystopia Residual  Economy (GDP per Capita)  \\\n",
       "32  Taiwan Province of China           2.126607                  1.433627   \n",
       "70   Hong Kong S.A.R., China           0.554633                  1.551675   \n",
       "\n",
       "      Family   Freedom  Generosity  Happiness Score  Health (Life Expectancy)  \\\n",
       "32  1.384565  0.361467    0.258360            6.422                  0.793984   \n",
       "70  1.262791  0.490969    0.374466            5.472                  0.943062   \n",
       "\n",
       "   Region  Trust (Government Corruption)  \n",
       "32    NaN                       0.063829  \n",
       "70    NaN                       0.293934  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy1 = happy[happy.isna().any(axis=1)]\n",
    "happy1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country</th>\n",
       "      <th>Dystopia Residual</th>\n",
       "      <th>Economy (GDP per Capita)</th>\n",
       "      <th>Family</th>\n",
       "      <th>Freedom</th>\n",
       "      <th>Generosity</th>\n",
       "      <th>Happiness Score</th>\n",
       "      <th>Health (Life Expectancy)</th>\n",
       "      <th>Region</th>\n",
       "      <th>Trust (Government Corruption)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>2.51738</td>\n",
       "      <td>1.39651</td>\n",
       "      <td>1.34951</td>\n",
       "      <td>0.66557</td>\n",
       "      <td>0.29678</td>\n",
       "      <td>7.587</td>\n",
       "      <td>0.94143</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>0.41978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Iceland</td>\n",
       "      <td>2.70201</td>\n",
       "      <td>1.30232</td>\n",
       "      <td>1.40223</td>\n",
       "      <td>0.62877</td>\n",
       "      <td>0.43630</td>\n",
       "      <td>7.561</td>\n",
       "      <td>0.94784</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>0.14145</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>2.49204</td>\n",
       "      <td>1.32548</td>\n",
       "      <td>1.36058</td>\n",
       "      <td>0.64938</td>\n",
       "      <td>0.34139</td>\n",
       "      <td>7.527</td>\n",
       "      <td>0.87464</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>0.48357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Norway</td>\n",
       "      <td>2.46531</td>\n",
       "      <td>1.45900</td>\n",
       "      <td>1.33095</td>\n",
       "      <td>0.66973</td>\n",
       "      <td>0.34699</td>\n",
       "      <td>7.522</td>\n",
       "      <td>0.88521</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>0.36503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Canada</td>\n",
       "      <td>2.45176</td>\n",
       "      <td>1.32629</td>\n",
       "      <td>1.32261</td>\n",
       "      <td>0.63297</td>\n",
       "      <td>0.45811</td>\n",
       "      <td>7.427</td>\n",
       "      <td>0.90563</td>\n",
       "      <td>North America</td>\n",
       "      <td>0.32957</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Country  Dystopia Residual  Economy (GDP per Capita)   Family  Freedom  \\\n",
       "0  Switzerland            2.51738                   1.39651  1.34951  0.66557   \n",
       "1      Iceland            2.70201                   1.30232  1.40223  0.62877   \n",
       "2      Denmark            2.49204                   1.32548  1.36058  0.64938   \n",
       "3       Norway            2.46531                   1.45900  1.33095  0.66973   \n",
       "4       Canada            2.45176                   1.32629  1.32261  0.63297   \n",
       "\n",
       "   Generosity  Happiness Score  Health (Life Expectancy)          Region  \\\n",
       "0     0.29678            7.587                   0.94143  Western Europe   \n",
       "1     0.43630            7.561                   0.94784  Western Europe   \n",
       "2     0.34139            7.527                   0.87464  Western Europe   \n",
       "3     0.34699            7.522                   0.88521  Western Europe   \n",
       "4     0.45811            7.427                   0.90563   North America   \n",
       "\n",
       "   Trust (Government Corruption)  \n",
       "0                        0.41978  \n",
       "1                        0.14145  \n",
       "2                        0.48357  \n",
       "3                        0.36503  \n",
       "4                        0.32957  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy = happy.fillna(\"Eastern Asia\")\n",
    "happy.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We add a new column called \"happy sad\". This column is a binary column. The value based on the \"Happiness Score\" column. Firstly, we find the mean score of \"Happiness Score\". Then, based on the mean score we put 1 or 0 in \"happy sad\" column. If the score is less than mean score we put 0 in it which means unhappy, else we put 1 in it for happy. \n",
    "This is the variable we use as Response Variable to do the logistic regression."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = happy[\"Happiness Score\"].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country</th>\n",
       "      <th>Dystopia Residual</th>\n",
       "      <th>Economy (GDP per Capita)</th>\n",
       "      <th>Family</th>\n",
       "      <th>Freedom</th>\n",
       "      <th>Generosity</th>\n",
       "      <th>Happiness Score</th>\n",
       "      <th>Health (Life Expectancy)</th>\n",
       "      <th>Region</th>\n",
       "      <th>Trust (Government Corruption)</th>\n",
       "      <th>happy sad</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>2.51738</td>\n",
       "      <td>1.39651</td>\n",
       "      <td>1.34951</td>\n",
       "      <td>0.66557</td>\n",
       "      <td>0.29678</td>\n",
       "      <td>7.587</td>\n",
       "      <td>0.94143</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>0.41978</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Iceland</td>\n",
       "      <td>2.70201</td>\n",
       "      <td>1.30232</td>\n",
       "      <td>1.40223</td>\n",
       "      <td>0.62877</td>\n",
       "      <td>0.43630</td>\n",
       "      <td>7.561</td>\n",
       "      <td>0.94784</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>0.14145</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>2.49204</td>\n",
       "      <td>1.32548</td>\n",
       "      <td>1.36058</td>\n",
       "      <td>0.64938</td>\n",
       "      <td>0.34139</td>\n",
       "      <td>7.527</td>\n",
       "      <td>0.87464</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>0.48357</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Norway</td>\n",
       "      <td>2.46531</td>\n",
       "      <td>1.45900</td>\n",
       "      <td>1.33095</td>\n",
       "      <td>0.66973</td>\n",
       "      <td>0.34699</td>\n",
       "      <td>7.522</td>\n",
       "      <td>0.88521</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>0.36503</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Canada</td>\n",
       "      <td>2.45176</td>\n",
       "      <td>1.32629</td>\n",
       "      <td>1.32261</td>\n",
       "      <td>0.63297</td>\n",
       "      <td>0.45811</td>\n",
       "      <td>7.427</td>\n",
       "      <td>0.90563</td>\n",
       "      <td>North America</td>\n",
       "      <td>0.32957</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       Country  Dystopia Residual  Economy (GDP per Capita)   Family  Freedom  \\\n",
       "0  Switzerland            2.51738                   1.39651  1.34951  0.66557   \n",
       "1      Iceland            2.70201                   1.30232  1.40223  0.62877   \n",
       "2      Denmark            2.49204                   1.32548  1.36058  0.64938   \n",
       "3       Norway            2.46531                   1.45900  1.33095  0.66973   \n",
       "4       Canada            2.45176                   1.32629  1.32261  0.63297   \n",
       "\n",
       "   Generosity  Happiness Score  Health (Life Expectancy)          Region  \\\n",
       "0     0.29678            7.587                   0.94143  Western Europe   \n",
       "1     0.43630            7.561                   0.94784  Western Europe   \n",
       "2     0.34139            7.527                   0.87464  Western Europe   \n",
       "3     0.34699            7.522                   0.88521  Western Europe   \n",
       "4     0.45811            7.427                   0.90563   North America   \n",
       "\n",
       "   Trust (Government Corruption)  happy sad  \n",
       "0                        0.41978          1  \n",
       "1                        0.14145          1  \n",
       "2                        0.48357          1  \n",
       "3                        0.36503          1  \n",
       "4                        0.32957          1  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def add_happy(row):\n",
    "    if row[\"Happiness Score\"] <= m:\n",
    "        return 0\n",
    "    else:\n",
    "        return 1\n",
    "happy[\"happy sad\"] = happy.apply (lambda row: add_happy(row), axis=1)\n",
    "happy.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are the statistical summary of our cleaned dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>Dystopia Residual</th>\n",
       "      <th>Economy (GDP per Capita)</th>\n",
       "      <th>Family</th>\n",
       "      <th>Freedom</th>\n",
       "      <th>Generosity</th>\n",
       "      <th>Happiness Score</th>\n",
       "      <th>Health (Life Expectancy)</th>\n",
       "      <th>Region</th>\n",
       "      <th>Trust (Government Corruption)</th>\n",
       "      <th>happy sad</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>470</td>\n",
       "      <td>470.000000</td>\n",
       "      <td>470.000000</td>\n",
       "      <td>470.000000</td>\n",
       "      <td>470.000000</td>\n",
       "      <td>470.000000</td>\n",
       "      <td>470.000000</td>\n",
       "      <td>470.000000</td>\n",
       "      <td>470</td>\n",
       "      <td>470.000000</td>\n",
       "      <td>470.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>166</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>117</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.092717</td>\n",
       "      <td>0.927830</td>\n",
       "      <td>0.990347</td>\n",
       "      <td>0.402828</td>\n",
       "      <td>0.242241</td>\n",
       "      <td>5.370728</td>\n",
       "      <td>0.579968</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.134790</td>\n",
       "      <td>0.478723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.565772</td>\n",
       "      <td>0.415584</td>\n",
       "      <td>0.318707</td>\n",
       "      <td>0.150356</td>\n",
       "      <td>0.131543</td>\n",
       "      <td>1.136998</td>\n",
       "      <td>0.240161</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.111313</td>\n",
       "      <td>0.500079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>NaN</td>\n",
       "      <td>0.328580</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.693000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>1.737975</td>\n",
       "      <td>0.605292</td>\n",
       "      <td>0.793000</td>\n",
       "      <td>0.297615</td>\n",
       "      <td>0.152831</td>\n",
       "      <td>4.509000</td>\n",
       "      <td>0.402301</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.059777</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.094640</td>\n",
       "      <td>0.995439</td>\n",
       "      <td>1.025665</td>\n",
       "      <td>0.418347</td>\n",
       "      <td>0.223140</td>\n",
       "      <td>5.282500</td>\n",
       "      <td>0.630053</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.099502</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.455575</td>\n",
       "      <td>1.252443</td>\n",
       "      <td>1.228745</td>\n",
       "      <td>0.516850</td>\n",
       "      <td>0.315824</td>\n",
       "      <td>6.233750</td>\n",
       "      <td>0.768298</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.173161</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>NaN</td>\n",
       "      <td>3.837720</td>\n",
       "      <td>1.870766</td>\n",
       "      <td>1.610574</td>\n",
       "      <td>0.669730</td>\n",
       "      <td>0.838075</td>\n",
       "      <td>7.587000</td>\n",
       "      <td>1.025250</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.551910</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Country  Dystopia Residual  Economy (GDP per Capita)      Family  \\\n",
       "count        470         470.000000                470.000000  470.000000   \n",
       "unique       166                NaN                       NaN         NaN   \n",
       "top     Portugal                NaN                       NaN         NaN   \n",
       "freq           3                NaN                       NaN         NaN   \n",
       "mean         NaN           2.092717                  0.927830    0.990347   \n",
       "std          NaN           0.565772                  0.415584    0.318707   \n",
       "min          NaN           0.328580                  0.000000    0.000000   \n",
       "25%          NaN           1.737975                  0.605292    0.793000   \n",
       "50%          NaN           2.094640                  0.995439    1.025665   \n",
       "75%          NaN           2.455575                  1.252443    1.228745   \n",
       "max          NaN           3.837720                  1.870766    1.610574   \n",
       "\n",
       "           Freedom  Generosity  Happiness Score  Health (Life Expectancy)  \\\n",
       "count   470.000000  470.000000       470.000000                470.000000   \n",
       "unique         NaN         NaN              NaN                       NaN   \n",
       "top            NaN         NaN              NaN                       NaN   \n",
       "freq           NaN         NaN              NaN                       NaN   \n",
       "mean      0.402828    0.242241         5.370728                  0.579968   \n",
       "std       0.150356    0.131543         1.136998                  0.240161   \n",
       "min       0.000000    0.000000         2.693000                  0.000000   \n",
       "25%       0.297615    0.152831         4.509000                  0.402301   \n",
       "50%       0.418347    0.223140         5.282500                  0.630053   \n",
       "75%       0.516850    0.315824         6.233750                  0.768298   \n",
       "max       0.669730    0.838075         7.587000                  1.025250   \n",
       "\n",
       "                    Region  Trust (Government Corruption)   happy sad  \n",
       "count                  470                     470.000000  470.000000  \n",
       "unique                  10                            NaN         NaN  \n",
       "top     Sub-Saharan Africa                            NaN         NaN  \n",
       "freq                   117                            NaN         NaN  \n",
       "mean                   NaN                       0.134790    0.478723  \n",
       "std                    NaN                       0.111313    0.500079  \n",
       "min                    NaN                       0.000000    0.000000  \n",
       "25%                    NaN                       0.059777    0.000000  \n",
       "50%                    NaN                       0.099502    0.000000  \n",
       "75%                    NaN                       0.173161    1.000000  \n",
       "max                    NaN                       0.551910    1.000000  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy.describe(include = 'all')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the summary, we can see that all of our data are numerical, so we could find the mean, standard deviation, min value, 25 percent quantile, 50 percent quantile, 75 percent quantile, and max value. We could see the mean score of \"Happiness Score\". We use it as a guide to create the \"happy sad\" column. There are duplicate value for \"Region\" because we are using 3 years of data for all countries. Thus we consider to keep to duplicate in order to create the model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are the Histogram for each variables.  We can find that all other variables other than 'happy sad'( which is the binary variable) follow Normal Distribution. so we conclude that the data is good for doing the logistic regression."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x864 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "happy.hist(bins=100, figsize=(20, 12))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From this graph we can see that people from 'Middle East and Northern Africa' have the most  diverse happiness situation. These data are good for our model."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Also, People from 'North America' and 'Australia and New Zealand' are least diverse, all of them are above 7, which means very happy. However, since north America and Australia and New Zealand does not have many countries, so the data is not effective to our model. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g1 = sns.catplot(x='Region', y=\"Happiness Score\", jitter=False, data=happy, s=6)\n",
    "g1.fig.set_size_inches(30,5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g2 = sns.catplot(x='Region', y=\"Happiness Score\", kind='box', data=happy)\n",
    "g2.fig.set_size_inches(30,20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " PairPlot shows relationship between any two variables, it's good to check if there is correlation between them.  From the graph, for example, we can see that 'Health' and 'GDP' are correlated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7f2f25745358>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(happy.drop(columns=['Happiness Score','happy sad']))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we use the binary variable 'happy sad' to see people's happiness from different Region clearer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f2f25b899b0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(30,5))\n",
    "sns.countplot(x=\"Region\", hue=\"happy sad\", data=happy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Outlier Detection"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Determine the outliers with ratio 1:100, so for our dataset, there are about 4 to 5 outliers will be shown.  However, we don't remove any outlier because this dataset is not an experimental dataset but a research question dataset based on each country, not a single person.  We believe every result from every single country is meaningful, so we just display the result here without any action."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "happy_outlier = happy.drop(columns=['Country','Happiness Score','Region','happy sad'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc= StandardScaler()\n",
    "sc.fit(happy_outlier)\n",
    "\n",
    "happy_outlier_rsc = sc.transform(happy_outlier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PCA(copy=True, iterated_power='auto', n_components=2, random_state=None,\n",
       "  svd_solver='auto', tol=0.0, whiten=False)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca = PCA(n_components=2)\n",
    "pca.fit(happy_outlier_rsc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(470, 7)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy_outlier_rsc.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(470, 2)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy_outlier_pca = pca.transform(happy_outlier_rsc)\n",
    "happy_outlier_pca.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.39697826, 0.19213648])"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pca.explained_variance_ratio_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.covariance import EllipticEnvelope"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "cov_est= EllipticEnvelope(contamination=.01, assume_centered=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "EllipticEnvelope(assume_centered=True, contamination=0.01, random_state=None,\n",
       "         store_precision=True, support_fraction=None)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cov_est.fit(happy_outlier_pca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "predict = cov_est.predict(happy_outlier_pca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "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>PCA1</th>\n",
       "      <th>PCA2</th>\n",
       "      <th>is_outlier</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-3.474930</td>\n",
       "      <td>0.718583</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-2.673978</td>\n",
       "      <td>0.265933</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-3.477281</td>\n",
       "      <td>1.284755</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-3.320556</td>\n",
       "      <td>0.822015</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-3.123528</td>\n",
       "      <td>1.259323</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       PCA1      PCA2  is_outlier\n",
       "0 -3.474930  0.718583           1\n",
       "1 -2.673978  0.265933           1\n",
       "2 -3.477281  1.284755           1\n",
       "3 -3.320556  0.822015           1\n",
       "4 -3.123528  1.259323           1"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy_outlier_df= pd.DataFrame(happy_outlier_pca, columns=['PCA1', 'PCA2'])\n",
    "happy_outlier_df['is_outlier'] = predict\n",
    "happy_outlier_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x7f2f240f8da0>"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 413.375x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(\"PCA1\", \"PCA2\", fit_reg=False, hue=\"is_outlier\", data=happy_outlier_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Modelling"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we make Region as a dunmmy variable to create our model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "happy_region = pd.get_dummies(happy['Region'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "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>Dystopia Residual</th>\n",
       "      <th>Economy (GDP per Capita)</th>\n",
       "      <th>Family</th>\n",
       "      <th>Freedom</th>\n",
       "      <th>Generosity</th>\n",
       "      <th>Happiness Score</th>\n",
       "      <th>Health (Life Expectancy)</th>\n",
       "      <th>Region</th>\n",
       "      <th>Trust (Government Corruption)</th>\n",
       "      <th>...</th>\n",
       "      <th>Australia and New Zealand</th>\n",
       "      <th>Central and Eastern Europe</th>\n",
       "      <th>Eastern Asia</th>\n",
       "      <th>Latin America and Caribbean</th>\n",
       "      <th>Middle East and Northern Africa</th>\n",
       "      <th>North America</th>\n",
       "      <th>Southeastern Asia</th>\n",
       "      <th>Southern Asia</th>\n",
       "      <th>Sub-Saharan Africa</th>\n",
       "      <th>Western Europe</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>2.51738</td>\n",
       "      <td>1.39651</td>\n",
       "      <td>1.34951</td>\n",
       "      <td>0.66557</td>\n",
       "      <td>0.29678</td>\n",
       "      <td>7.587</td>\n",
       "      <td>0.94143</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>0.41978</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Iceland</td>\n",
       "      <td>2.70201</td>\n",
       "      <td>1.30232</td>\n",
       "      <td>1.40223</td>\n",
       "      <td>0.62877</td>\n",
       "      <td>0.43630</td>\n",
       "      <td>7.561</td>\n",
       "      <td>0.94784</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>0.14145</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>2.49204</td>\n",
       "      <td>1.32548</td>\n",
       "      <td>1.36058</td>\n",
       "      <td>0.64938</td>\n",
       "      <td>0.34139</td>\n",
       "      <td>7.527</td>\n",
       "      <td>0.87464</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>0.48357</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Norway</td>\n",
       "      <td>2.46531</td>\n",
       "      <td>1.45900</td>\n",
       "      <td>1.33095</td>\n",
       "      <td>0.66973</td>\n",
       "      <td>0.34699</td>\n",
       "      <td>7.522</td>\n",
       "      <td>0.88521</td>\n",
       "      <td>Western Europe</td>\n",
       "      <td>0.36503</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Canada</td>\n",
       "      <td>2.45176</td>\n",
       "      <td>1.32629</td>\n",
       "      <td>1.32261</td>\n",
       "      <td>0.63297</td>\n",
       "      <td>0.45811</td>\n",
       "      <td>7.427</td>\n",
       "      <td>0.90563</td>\n",
       "      <td>North America</td>\n",
       "      <td>0.32957</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Country  Dystopia Residual  Economy (GDP per Capita)   Family  Freedom  \\\n",
       "0  Switzerland            2.51738                   1.39651  1.34951  0.66557   \n",
       "1      Iceland            2.70201                   1.30232  1.40223  0.62877   \n",
       "2      Denmark            2.49204                   1.32548  1.36058  0.64938   \n",
       "3       Norway            2.46531                   1.45900  1.33095  0.66973   \n",
       "4       Canada            2.45176                   1.32629  1.32261  0.63297   \n",
       "\n",
       "   Generosity  Happiness Score  Health (Life Expectancy)          Region  \\\n",
       "0     0.29678            7.587                   0.94143  Western Europe   \n",
       "1     0.43630            7.561                   0.94784  Western Europe   \n",
       "2     0.34139            7.527                   0.87464  Western Europe   \n",
       "3     0.34699            7.522                   0.88521  Western Europe   \n",
       "4     0.45811            7.427                   0.90563   North America   \n",
       "\n",
       "   Trust (Government Corruption)  ...  Australia and New Zealand  \\\n",
       "0                        0.41978  ...                          0   \n",
       "1                        0.14145  ...                          0   \n",
       "2                        0.48357  ...                          0   \n",
       "3                        0.36503  ...                          0   \n",
       "4                        0.32957  ...                          0   \n",
       "\n",
       "   Central and Eastern Europe  Eastern Asia  Latin America and Caribbean  \\\n",
       "0                           0             0                            0   \n",
       "1                           0             0                            0   \n",
       "2                           0             0                            0   \n",
       "3                           0             0                            0   \n",
       "4                           0             0                            0   \n",
       "\n",
       "   Middle East and Northern Africa  North America  Southeastern Asia  \\\n",
       "0                                0              0                  0   \n",
       "1                                0              0                  0   \n",
       "2                                0              0                  0   \n",
       "3                                0              0                  0   \n",
       "4                                0              1                  0   \n",
       "\n",
       "   Southern Asia  Sub-Saharan Africa  Western Europe  \n",
       "0              0                   0               1  \n",
       "1              0                   0               1  \n",
       "2              0                   0               1  \n",
       "3              0                   0               1  \n",
       "4              0                   0               0  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy = pd.concat([happy, happy_region], axis=1)\n",
    "happy.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are the sum of our data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Country                            SwitzerlandIcelandDenmarkNorwayCanadaFinlandNe...\n",
       "Dystopia Residual                                                            983.577\n",
       "Economy (GDP per Capita)                                                      436.08\n",
       "Family                                                                       465.463\n",
       "Freedom                                                                      189.329\n",
       "Generosity                                                                   113.853\n",
       "Happiness Score                                                              2524.24\n",
       "Health (Life Expectancy)                                                     272.585\n",
       "Trust (Government Corruption)                                                63.3512\n",
       "happy sad                                                                        225\n",
       "Australia and New Zealand                                                          6\n",
       "Central and Eastern Europe                                                        87\n",
       "Eastern Asia                                                                      16\n",
       "Latin America and Caribbean                                                       68\n",
       "Middle East and Northern Africa                                                   58\n",
       "North America                                                                      6\n",
       "Southeastern Asia                                                                 26\n",
       "Southern Asia                                                                     21\n",
       "Sub-Saharan Africa                                                               117\n",
       "Western Europe                                                                    63\n",
       "dtype: object"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "happy.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since 'Australia and New Zealand' and 'North America' have not enough observation so we remove these two column."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we split the dataFrame into X as independent variables and y as dependent variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = happy.drop(columns=['Country','Happiness Score','Region','happy sad', 'Australia and New Zealand', 'North America'])\n",
    "y = happy['happy sad']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Dystopia Residual                  983.576820\n",
       "Economy (GDP per Capita)           436.080131\n",
       "Family                             465.462921\n",
       "Freedom                            189.329026\n",
       "Generosity                         113.853308\n",
       "Health (Life Expectancy)           272.584981\n",
       "Trust (Government Corruption)       63.351214\n",
       "Central and Eastern Europe          87.000000\n",
       "Eastern Asia                        16.000000\n",
       "Latin America and Caribbean         68.000000\n",
       "Middle East and Northern Africa     58.000000\n",
       "Southeastern Asia                   26.000000\n",
       "Southern Asia                       21.000000\n",
       "Sub-Saharan Africa                 117.000000\n",
       "Western Europe                      63.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X.sum()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we do the train-test split with 0.2, 0.8 ratio.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "random_state= 2\n",
    "X_train, X_val, y_train, y_val = train_test_split(X,y, test_size=.2, random_state= random_state)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "we use logistic regression cross validation with 5-folds to train the data and predict the y_values  using test data of X."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are the predict data of \"happy sad\"."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/zex0012/Desktop/COMP-4448/python/dst1_env/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:758: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n",
      "  \"of iterations.\", ConvergenceWarning)\n",
      "/Users/zex0012/Desktop/COMP-4448/python/dst1_env/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:758: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n",
      "  \"of iterations.\", ConvergenceWarning)\n",
      "/Users/zex0012/Desktop/COMP-4448/python/dst1_env/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:758: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n",
      "  \"of iterations.\", ConvergenceWarning)\n",
      "/Users/zex0012/Desktop/COMP-4448/python/dst1_env/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:758: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n",
      "  \"of iterations.\", ConvergenceWarning)\n",
      "/Users/zex0012/Desktop/COMP-4448/python/dst1_env/lib/python3.7/site-packages/sklearn/linear_model/logistic.py:758: ConvergenceWarning: lbfgs failed to converge. Increase the number of iterations.\n",
      "  \"of iterations.\", ConvergenceWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array([1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0, 1, 0, 1, 0,\n",
       "       1, 0, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1,\n",
       "       0, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1,\n",
       "       0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1,\n",
       "       1, 1, 1, 1, 0, 0])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegressionCV\n",
    "clf = LogisticRegressionCV(cv=5, max_iter=200)\n",
    "clf.fit(X_train, y_train)\n",
    "y_pred = clf.predict(X_val)\n",
    "y_pred"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are the mean squared error and mean absolute error."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.010638297872340425"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import mean_squared_error\n",
    "mean_squared_error(y_val, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.010638297872340425"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import mean_absolute_error\n",
    "mean_absolute_error(y_val, y_pred)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the score of the model, we see that our model have a really high score. Thus we could use this model to predict the future result of happiness. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9893617021276596"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf.score(X_val, y_val)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are the the coefficients of the outcome model "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[56.09825047, 55.11510964, 58.12762676, 54.44410667, 60.64429371,\n",
       "        51.30881057, 55.77209828, -1.0986341 , -0.24109249, -4.1516567 ,\n",
       "        -4.38041884, -2.77329095, -5.31113199,  0.50958287, -1.52535518]])"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf.coef_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are the Confusion Matrix and Heatmap. From the result the model shows a very good performace."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "confm = confusion_matrix(y_val, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(33.0, 0.5, 'True class')"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax= sns.heatmap(confm, annot=True, cmap=plt.cm.Blues)\n",
    "ax.set_xlabel('Predcited class')\n",
    "ax.set_ylabel('True class')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here are the probability each predict value fall in its tag"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([1.00000000e+00, 2.30633088e-24, 1.00000000e+00, 4.58857068e-06,\n",
       "       5.69005431e-04, 4.83034251e-49, 1.00000000e+00, 9.99999929e-01,\n",
       "       2.82248917e-01, 2.18931241e-19, 1.07878111e-40, 6.63640650e-35,\n",
       "       1.00000000e+00, 9.96057866e-01, 8.65465093e-04, 1.00000000e+00,\n",
       "       9.00820272e-31, 1.08552179e-27, 1.00000000e+00, 6.01348323e-29,\n",
       "       9.99994924e-01, 7.58022177e-16, 1.00000000e+00, 1.45755485e-44,\n",
       "       1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 2.68352512e-05,\n",
       "       1.00000000e+00, 2.71693006e-27, 9.97086710e-01, 1.81756164e-40,\n",
       "       5.34347761e-48, 1.00000000e+00, 1.00000000e+00, 9.99768645e-01,\n",
       "       8.66753699e-19, 5.50405143e-05, 9.99682736e-01, 1.00000000e+00,\n",
       "       1.00000000e+00, 1.00000000e+00, 9.33866329e-27, 9.99959506e-01,\n",
       "       5.28949638e-12, 1.00000000e+00, 4.62446314e-16, 1.00000000e+00,\n",
       "       1.24420048e-58, 1.00000000e+00, 2.39689166e-45, 9.99999950e-01,\n",
       "       1.00000000e+00, 1.00000000e+00, 9.99999978e-01, 6.40231421e-11,\n",
       "       3.69767201e-27, 1.00000000e+00, 9.99977600e-01, 2.44715745e-08,\n",
       "       5.87989705e-02, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00,\n",
       "       9.89467668e-01, 1.00000000e+00, 9.54388779e-11, 9.88397280e-13,\n",
       "       2.31863731e-23, 1.29228013e-18, 9.99982433e-01, 1.00000000e+00,\n",
       "       2.31448550e-17, 2.12205232e-59, 1.00000000e+00, 1.00000000e+00,\n",
       "       1.00000000e+00, 2.22680882e-18, 1.00000000e+00, 1.00000000e+00,\n",
       "       5.18068473e-17, 1.00000000e+00, 1.00000000e+00, 6.85808824e-19,\n",
       "       1.00000000e+00, 1.08805125e-14, 1.03332461e-24, 1.00000000e+00,\n",
       "       1.00000000e+00, 1.00000000e+00, 1.00000000e+00, 1.00000000e+00,\n",
       "       5.64440405e-59, 3.22018842e-19])"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prob = clf.predict_proba(X_val)[:, 1]\n",
    "clf.predict_proba(X_val)[:, 1]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From the coefficients of the final model, Our conclusion is that Region has a huge effect on people’s happiness even though they have the same Income, health, family situations.  However, we cannot tell in all other factors which factor is more important, because these factors are transferred to numerical using different methods, we are unsure about how they are measured.\n",
    "\n",
    "The model we got is 'clf', it is a relatively good model which is tested can precisely predict a country's 'happy or not’.  With enough data for a person or people from a country, we can predict if he or she is happy or not since it is a accurate model."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}