Additional_Inferences(Peoples'_Confidence_vs_Gov's_Measures).ipynb

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  "metadata": {
    "colab": {
      "name": "Additional Inferences(Peoples' Confidence vs Gov's Measures).ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DxBZKHj__UHo",
        "outputId": "ab74b7a7-d91b-4a1c-ee8a-1c18b832a541"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8MtWlNDSABrm"
      },
      "source": [
        "import pandas as pd"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Kp0DmeSsAMdr"
      },
      "source": [
        "clean_cd_df = pd.read_csv(\"/content/drive/MyDrive/DA_Project_files/All_datasets/Covidistress_final.csv\")\n",
        "health_expend_df = pd.read_csv(\"/content/drive/MyDrive/DA_Project_files/All_datasets/Healthcare_expenditure.csv\")\n",
        "string_ind_df = pd.read_csv(\"/content/drive/MyDrive/DA_Project_files/All_datasets/covid-stringency-index.csv\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "it_aWIND8gAP"
      },
      "source": [
        "# Preprocessing"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oEZD2NU6AjOr",
        "outputId": "9d5a5923-1bad-4dc5-944c-fc63bf1cbb2a"
      },
      "source": [
        "clean_cd_df.columns"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Unnamed: 0', 'Dem_age', 'Dem_gender', 'Dem_edu', 'Dem_edu_mom',\n",
              "       'Dem_employment', 'Country', 'Dem_Expat', 'Dem_state',\n",
              "       'Dem_maritalstatus', 'Dem_dependents', 'Dem_riskgroup', 'Dem_isolation',\n",
              "       'Dem_isolation_adults', 'Dem_isolation_kids', 'AD_gain', 'AD_loss',\n",
              "       'Scale_PSS10_UCLA_1', 'Scale_PSS10_UCLA_2', 'Scale_PSS10_UCLA_3',\n",
              "       'Scale_PSS10_UCLA_4', 'Scale_PSS10_UCLA_5', 'Scale_PSS10_UCLA_6',\n",
              "       'Scale_PSS10_UCLA_7', 'Scale_PSS10_UCLA_8', 'Scale_PSS10_UCLA_9',\n",
              "       'Scale_PSS10_UCLA_10', 'Scale_SLON_1', 'Scale_SLON_2', 'Scale_SLON_3',\n",
              "       'OECD_people_1', 'OECD_people_2', 'OECD_insititutions_1',\n",
              "       'OECD_insititutions_2', 'OECD_insititutions_3', 'OECD_insititutions_4',\n",
              "       'OECD_insititutions_5', 'OECD_insititutions_6', 'Corona_concerns_1',\n",
              "       'Corona_concerns_2', 'Corona_concerns_3', 'Corona_concerns_4',\n",
              "       'Corona_concerns_5', 'Trust_countrymeasure', 'Compliance_1',\n",
              "       'Compliance_2', 'Compliance_3', 'Compliance_4', 'Compliance_5',\n",
              "       'Compliance_6', 'PSS10_avg', 'Expl_Coping_1', 'Expl_Coping_2',\n",
              "       'Expl_Coping_3', 'Expl_Coping_4', 'Expl_Coping_5', 'Expl_Coping_6',\n",
              "       'Expl_Coping_7', 'Expl_Coping_8', 'Expl_Coping_9', 'Expl_Coping_10',\n",
              "       'Expl_Coping_11', 'Expl_Coping_12', 'Expl_Coping_13', 'Expl_Coping_14',\n",
              "       'Expl_Coping_15', 'Expl_Coping_16', 'Expl_media_1', 'Expl_media_2',\n",
              "       'Expl_media_3', 'Expl_media_4', 'Expl_media_5', 'Expl_media_6'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iCKVB7i7BifA"
      },
      "source": [
        "health_expend_df = health_expend_df.drop(health_expend_df.index[0])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "S2RalrACDP44"
      },
      "source": [
        "health_expend_df = health_expend_df.drop(labels = ['Unnamed: 1','Unnamed: 2', 'Unnamed: 3'] , axis = 1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "221KEpCADR6b",
        "outputId": "58182fa7-fa14-462b-b4e7-cd0f5897a46c"
      },
      "source": [
        "health_expend_df.fillna(0)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Year</th>\n",
              "      <th>2010</th>\n",
              "      <th>2011</th>\n",
              "      <th>2012</th>\n",
              "      <th>2013</th>\n",
              "      <th>2014</th>\n",
              "      <th>2015</th>\n",
              "      <th>2016</th>\n",
              "      <th>2017</th>\n",
              "      <th>2018</th>\n",
              "      <th>2019</th>\n",
              "      <th>2020</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Australia</td>\n",
              "      <td>68.6</td>\n",
              "      <td>69.2</td>\n",
              "      <td>67.5</td>\n",
              "      <td>65.0</td>\n",
              "      <td>64.7</td>\n",
              "      <td>65.8</td>\n",
              "      <td>66.0</td>\n",
              "      <td>66.3</td>\n",
              "      <td>66.6</td>\n",
              "      <td>68.7</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Austria</td>\n",
              "      <td>74.6</td>\n",
              "      <td>74.6</td>\n",
              "      <td>74.7</td>\n",
              "      <td>74.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>74.1</td>\n",
              "      <td>74.0</td>\n",
              "      <td>74.0</td>\n",
              "      <td>74.8</td>\n",
              "      <td>75.2</td>\n",
              "      <td>76.4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Belgium</td>\n",
              "      <td>76.1</td>\n",
              "      <td>76.1</td>\n",
              "      <td>76.6</td>\n",
              "      <td>76.1</td>\n",
              "      <td>76.4</td>\n",
              "      <td>75.9</td>\n",
              "      <td>77.3</td>\n",
              "      <td>77.4</td>\n",
              "      <td>76.9</td>\n",
              "      <td>76.8</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Canada</td>\n",
              "      <td>69.9</td>\n",
              "      <td>70.2</td>\n",
              "      <td>70.4</td>\n",
              "      <td>70.7</td>\n",
              "      <td>70.6</td>\n",
              "      <td>70.6</td>\n",
              "      <td>69.7</td>\n",
              "      <td>69.8</td>\n",
              "      <td>70.2</td>\n",
              "      <td>70.2</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Chile</td>\n",
              "      <td>59.0</td>\n",
              "      <td>59.5</td>\n",
              "      <td>60.0</td>\n",
              "      <td>59.4</td>\n",
              "      <td>58.9</td>\n",
              "      <td>58.7</td>\n",
              "      <td>58.5</td>\n",
              "      <td>60.1</td>\n",
              "      <td>60.3</td>\n",
              "      <td>60.6</td>\n",
              "      <td>62.8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>Colombia</td>\n",
              "      <td>74.8</td>\n",
              "      <td>76.0</td>\n",
              "      <td>73.9</td>\n",
              "      <td>75.6</td>\n",
              "      <td>76.2</td>\n",
              "      <td>76.3</td>\n",
              "      <td>76.1</td>\n",
              "      <td>76.6</td>\n",
              "      <td>77.3</td>\n",
              "      <td>77.5</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>Costa Rica</td>\n",
              "      <td>73.1</td>\n",
              "      <td>73.0</td>\n",
              "      <td>74.1</td>\n",
              "      <td>74.9</td>\n",
              "      <td>73.0</td>\n",
              "      <td>74.8</td>\n",
              "      <td>75.1</td>\n",
              "      <td>75.0</td>\n",
              "      <td>73.8</td>\n",
              "      <td>73.9</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Czech Republic</td>\n",
              "      <td>83.3</td>\n",
              "      <td>83.9</td>\n",
              "      <td>83.7</td>\n",
              "      <td>83.6</td>\n",
              "      <td>82.7</td>\n",
              "      <td>82.4</td>\n",
              "      <td>82.0</td>\n",
              "      <td>82.1</td>\n",
              "      <td>83.0</td>\n",
              "      <td>81.8</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>83.9</td>\n",
              "      <td>83.6</td>\n",
              "      <td>84.0</td>\n",
              "      <td>84.3</td>\n",
              "      <td>84.2</td>\n",
              "      <td>84.2</td>\n",
              "      <td>84.1</td>\n",
              "      <td>84.0</td>\n",
              "      <td>83.9</td>\n",
              "      <td>83.3</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Estonia</td>\n",
              "      <td>76.3</td>\n",
              "      <td>76.7</td>\n",
              "      <td>76.7</td>\n",
              "      <td>75.6</td>\n",
              "      <td>75.7</td>\n",
              "      <td>75.6</td>\n",
              "      <td>75.7</td>\n",
              "      <td>73.6</td>\n",
              "      <td>73.7</td>\n",
              "      <td>74.5</td>\n",
              "      <td>78.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Finland</td>\n",
              "      <td>77.1</td>\n",
              "      <td>77.6</td>\n",
              "      <td>78.2</td>\n",
              "      <td>78.0</td>\n",
              "      <td>78.0</td>\n",
              "      <td>76.9</td>\n",
              "      <td>76.2</td>\n",
              "      <td>76.4</td>\n",
              "      <td>76.9</td>\n",
              "      <td>77.8</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>France</td>\n",
              "      <td>76.3</td>\n",
              "      <td>76.0</td>\n",
              "      <td>76.1</td>\n",
              "      <td>76.2</td>\n",
              "      <td>76.5</td>\n",
              "      <td>76.6</td>\n",
              "      <td>83.0</td>\n",
              "      <td>83.2</td>\n",
              "      <td>83.5</td>\n",
              "      <td>83.7</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Germany</td>\n",
              "      <td>83.2</td>\n",
              "      <td>83.1</td>\n",
              "      <td>83.0</td>\n",
              "      <td>83.8</td>\n",
              "      <td>84.2</td>\n",
              "      <td>84.2</td>\n",
              "      <td>84.3</td>\n",
              "      <td>84.5</td>\n",
              "      <td>84.5</td>\n",
              "      <td>84.6</td>\n",
              "      <td>85.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Greece</td>\n",
              "      <td>68.9</td>\n",
              "      <td>65.7</td>\n",
              "      <td>66.1</td>\n",
              "      <td>61.7</td>\n",
              "      <td>57.7</td>\n",
              "      <td>57.6</td>\n",
              "      <td>60.7</td>\n",
              "      <td>60.5</td>\n",
              "      <td>58.4</td>\n",
              "      <td>59.8</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>Hungary</td>\n",
              "      <td>67.1</td>\n",
              "      <td>66.5</td>\n",
              "      <td>65.5</td>\n",
              "      <td>66.6</td>\n",
              "      <td>67.1</td>\n",
              "      <td>68.2</td>\n",
              "      <td>68.1</td>\n",
              "      <td>68.8</td>\n",
              "      <td>69.9</td>\n",
              "      <td>68.3</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Iceland</td>\n",
              "      <td>79.9</td>\n",
              "      <td>80.0</td>\n",
              "      <td>79.9</td>\n",
              "      <td>80.2</td>\n",
              "      <td>80.5</td>\n",
              "      <td>80.8</td>\n",
              "      <td>81.5</td>\n",
              "      <td>82.0</td>\n",
              "      <td>82.5</td>\n",
              "      <td>82.9</td>\n",
              "      <td>83.8</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>Ireland</td>\n",
              "      <td>76.2</td>\n",
              "      <td>71.9</td>\n",
              "      <td>71.7</td>\n",
              "      <td>70.6</td>\n",
              "      <td>71.0</td>\n",
              "      <td>72.0</td>\n",
              "      <td>72.7</td>\n",
              "      <td>73.0</td>\n",
              "      <td>74.1</td>\n",
              "      <td>74.6</td>\n",
              "      <td>77.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>Israel</td>\n",
              "      <td>62.8</td>\n",
              "      <td>62.6</td>\n",
              "      <td>62.6</td>\n",
              "      <td>63.4</td>\n",
              "      <td>63.1</td>\n",
              "      <td>63.4</td>\n",
              "      <td>63.3</td>\n",
              "      <td>63.9</td>\n",
              "      <td>64.6</td>\n",
              "      <td>64.8</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>Italy</td>\n",
              "      <td>78.5</td>\n",
              "      <td>77.0</td>\n",
              "      <td>75.9</td>\n",
              "      <td>75.8</td>\n",
              "      <td>75.4</td>\n",
              "      <td>74.4</td>\n",
              "      <td>74.4</td>\n",
              "      <td>73.7</td>\n",
              "      <td>73.8</td>\n",
              "      <td>73.9</td>\n",
              "      <td>76.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>Japan</td>\n",
              "      <td>81.9</td>\n",
              "      <td>83.7</td>\n",
              "      <td>83.9</td>\n",
              "      <td>84.3</td>\n",
              "      <td>84.1</td>\n",
              "      <td>84.1</td>\n",
              "      <td>84.0</td>\n",
              "      <td>84.2</td>\n",
              "      <td>83.8</td>\n",
              "      <td>83.9</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>Korea</td>\n",
              "      <td>60.9</td>\n",
              "      <td>60.0</td>\n",
              "      <td>59.1</td>\n",
              "      <td>59.1</td>\n",
              "      <td>58.8</td>\n",
              "      <td>58.9</td>\n",
              "      <td>59.0</td>\n",
              "      <td>59.6</td>\n",
              "      <td>60.1</td>\n",
              "      <td>61</td>\n",
              "      <td>62.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>Lithuania</td>\n",
              "      <td>71.7</td>\n",
              "      <td>71.0</td>\n",
              "      <td>67.3</td>\n",
              "      <td>66.2</td>\n",
              "      <td>67.6</td>\n",
              "      <td>67.1</td>\n",
              "      <td>66.6</td>\n",
              "      <td>66.1</td>\n",
              "      <td>67.2</td>\n",
              "      <td>66.4</td>\n",
              "      <td>66.4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>Latvia</td>\n",
              "      <td>60.2</td>\n",
              "      <td>63.5</td>\n",
              "      <td>60.3</td>\n",
              "      <td>60.0</td>\n",
              "      <td>59.7</td>\n",
              "      <td>58.7</td>\n",
              "      <td>55.9</td>\n",
              "      <td>57.3</td>\n",
              "      <td>59.9</td>\n",
              "      <td>61.5</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>Luxembourg</td>\n",
              "      <td>84.9</td>\n",
              "      <td>83.2</td>\n",
              "      <td>82.8</td>\n",
              "      <td>83.1</td>\n",
              "      <td>83.5</td>\n",
              "      <td>83.7</td>\n",
              "      <td>83.6</td>\n",
              "      <td>84.0</td>\n",
              "      <td>84.1</td>\n",
              "      <td>85</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>Mexico</td>\n",
              "      <td>50.2</td>\n",
              "      <td>52.8</td>\n",
              "      <td>53.1</td>\n",
              "      <td>53.8</td>\n",
              "      <td>52.1</td>\n",
              "      <td>52.2</td>\n",
              "      <td>51.3</td>\n",
              "      <td>50.5</td>\n",
              "      <td>49.7</td>\n",
              "      <td>49.3</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>Netherlands</td>\n",
              "      <td>83.4</td>\n",
              "      <td>82.7</td>\n",
              "      <td>82.1</td>\n",
              "      <td>81.1</td>\n",
              "      <td>81.1</td>\n",
              "      <td>81.4</td>\n",
              "      <td>81.1</td>\n",
              "      <td>81.7</td>\n",
              "      <td>82.1</td>\n",
              "      <td>82.6</td>\n",
              "      <td>84.6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>New Zealand</td>\n",
              "      <td>81.2</td>\n",
              "      <td>80.9</td>\n",
              "      <td>80.5</td>\n",
              "      <td>80.1</td>\n",
              "      <td>79.6</td>\n",
              "      <td>79.0</td>\n",
              "      <td>78.7</td>\n",
              "      <td>78.6</td>\n",
              "      <td>79.2</td>\n",
              "      <td>79.7</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>Norway</td>\n",
              "      <td>84.7</td>\n",
              "      <td>84.4</td>\n",
              "      <td>84.8</td>\n",
              "      <td>85.0</td>\n",
              "      <td>85.3</td>\n",
              "      <td>85.5</td>\n",
              "      <td>85.4</td>\n",
              "      <td>85.1</td>\n",
              "      <td>85.7</td>\n",
              "      <td>85.8</td>\n",
              "      <td>86</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>Poland</td>\n",
              "      <td>71.7</td>\n",
              "      <td>70.9</td>\n",
              "      <td>70.0</td>\n",
              "      <td>70.7</td>\n",
              "      <td>70.7</td>\n",
              "      <td>69.7</td>\n",
              "      <td>69.3</td>\n",
              "      <td>69.3</td>\n",
              "      <td>71.5</td>\n",
              "      <td>71.8</td>\n",
              "      <td>73.3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>Portugal</td>\n",
              "      <td>66.6</td>\n",
              "      <td>64.6</td>\n",
              "      <td>61.3</td>\n",
              "      <td>62.3</td>\n",
              "      <td>61.8</td>\n",
              "      <td>61.7</td>\n",
              "      <td>61.7</td>\n",
              "      <td>61.2</td>\n",
              "      <td>61.2</td>\n",
              "      <td>61</td>\n",
              "      <td>65.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>Slovak Republic</td>\n",
              "      <td>71.9</td>\n",
              "      <td>73.8</td>\n",
              "      <td>72.2</td>\n",
              "      <td>74.2</td>\n",
              "      <td>80.2</td>\n",
              "      <td>79.7</td>\n",
              "      <td>80.4</td>\n",
              "      <td>79.9</td>\n",
              "      <td>80.1</td>\n",
              "      <td>79.8</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>Slovenia</td>\n",
              "      <td>73.4</td>\n",
              "      <td>73.4</td>\n",
              "      <td>72.0</td>\n",
              "      <td>71.4</td>\n",
              "      <td>71.1</td>\n",
              "      <td>71.8</td>\n",
              "      <td>72.7</td>\n",
              "      <td>72.2</td>\n",
              "      <td>72.8</td>\n",
              "      <td>72.8</td>\n",
              "      <td>76.2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>Spain</td>\n",
              "      <td>74.4</td>\n",
              "      <td>73.5</td>\n",
              "      <td>72.1</td>\n",
              "      <td>71.0</td>\n",
              "      <td>70.3</td>\n",
              "      <td>71.3</td>\n",
              "      <td>71.6</td>\n",
              "      <td>70.5</td>\n",
              "      <td>70.3</td>\n",
              "      <td>70.6</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>Sweden</td>\n",
              "      <td>82.5</td>\n",
              "      <td>84.5</td>\n",
              "      <td>84.2</td>\n",
              "      <td>84.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>84.0</td>\n",
              "      <td>84.3</td>\n",
              "      <td>84.7</td>\n",
              "      <td>84.8</td>\n",
              "      <td>84.9</td>\n",
              "      <td>85.1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>Switzerland</td>\n",
              "      <td>64.3</td>\n",
              "      <td>64.8</td>\n",
              "      <td>66.2</td>\n",
              "      <td>67.0</td>\n",
              "      <td>66.1</td>\n",
              "      <td>66.2</td>\n",
              "      <td>65.5</td>\n",
              "      <td>65.9</td>\n",
              "      <td>65.7</td>\n",
              "      <td>66.8</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>Turkey</td>\n",
              "      <td>78.0</td>\n",
              "      <td>79.1</td>\n",
              "      <td>79.2</td>\n",
              "      <td>78.4</td>\n",
              "      <td>77.6</td>\n",
              "      <td>78.1</td>\n",
              "      <td>78.4</td>\n",
              "      <td>77.7</td>\n",
              "      <td>77.4</td>\n",
              "      <td>77.9</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>United Kingdom</td>\n",
              "      <td>81.7</td>\n",
              "      <td>81.4</td>\n",
              "      <td>80.7</td>\n",
              "      <td>79.3</td>\n",
              "      <td>79.4</td>\n",
              "      <td>79.4</td>\n",
              "      <td>79.6</td>\n",
              "      <td>78.9</td>\n",
              "      <td>78.5</td>\n",
              "      <td>78.5</td>\n",
              "      <td>81.7</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>United States</td>\n",
              "      <td>48.7</td>\n",
              "      <td>48.8</td>\n",
              "      <td>48.7</td>\n",
              "      <td>49.4</td>\n",
              "      <td>82.6</td>\n",
              "      <td>82.7</td>\n",
              "      <td>82.6</td>\n",
              "      <td>82.6</td>\n",
              "      <td>82.8</td>\n",
              "      <td>82.7</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>China (People's Republic of)</td>\n",
              "      <td>51.9</td>\n",
              "      <td>53.7</td>\n",
              "      <td>55.7</td>\n",
              "      <td>57.1</td>\n",
              "      <td>58.4</td>\n",
              "      <td>60.2</td>\n",
              "      <td>58.1</td>\n",
              "      <td>56.7</td>\n",
              "      <td>56.6</td>\n",
              "      <td>..</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>India</td>\n",
              "      <td>25.5</td>\n",
              "      <td>28.0</td>\n",
              "      <td>27.1</td>\n",
              "      <td>22.1</td>\n",
              "      <td>22.9</td>\n",
              "      <td>25.8</td>\n",
              "      <td>27.0</td>\n",
              "      <td>27.5</td>\n",
              "      <td>27.2</td>\n",
              "      <td>..</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>Indonesia</td>\n",
              "      <td>26.3</td>\n",
              "      <td>27.6</td>\n",
              "      <td>30.5</td>\n",
              "      <td>31.9</td>\n",
              "      <td>36.1</td>\n",
              "      <td>41.6</td>\n",
              "      <td>46.4</td>\n",
              "      <td>47.2</td>\n",
              "      <td>49.9</td>\n",
              "      <td>..</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>Russia</td>\n",
              "      <td>61.4</td>\n",
              "      <td>62.7</td>\n",
              "      <td>63.7</td>\n",
              "      <td>62.4</td>\n",
              "      <td>61.8</td>\n",
              "      <td>58.7</td>\n",
              "      <td>57.0</td>\n",
              "      <td>57.1</td>\n",
              "      <td>59.5</td>\n",
              "      <td>61.2</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>South Africa</td>\n",
              "      <td>40.9</td>\n",
              "      <td>42.5</td>\n",
              "      <td>43.3</td>\n",
              "      <td>43.2</td>\n",
              "      <td>43.0</td>\n",
              "      <td>42.7</td>\n",
              "      <td>42.9</td>\n",
              "      <td>42.8</td>\n",
              "      <td>43.1</td>\n",
              "      <td>..</td>\n",
              "      <td>..</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                            Year  2010  2011  2012  ...  2017  2018  2019  2020\n",
              "1                      Australia  68.6  69.2  67.5  ...  66.3  66.6  68.7    ..\n",
              "2                        Austria  74.6  74.6  74.7  ...  74.0  74.8  75.2  76.4\n",
              "3                        Belgium  76.1  76.1  76.6  ...  77.4  76.9  76.8    ..\n",
              "4                         Canada  69.9  70.2  70.4  ...  69.8  70.2  70.2    ..\n",
              "5                          Chile  59.0  59.5  60.0  ...  60.1  60.3  60.6  62.8\n",
              "6                       Colombia  74.8  76.0  73.9  ...  76.6  77.3  77.5    ..\n",
              "7                     Costa Rica  73.1  73.0  74.1  ...  75.0  73.8  73.9    ..\n",
              "8                 Czech Republic  83.3  83.9  83.7  ...  82.1  83.0  81.8    ..\n",
              "9                        Denmark  83.9  83.6  84.0  ...  84.0  83.9  83.3    ..\n",
              "10                       Estonia  76.3  76.7  76.7  ...  73.6  73.7  74.5  78.2\n",
              "11                       Finland  77.1  77.6  78.2  ...  76.4  76.9  77.8    ..\n",
              "12                        France  76.3  76.0  76.1  ...  83.2  83.5  83.7    ..\n",
              "13                       Germany  83.2  83.1  83.0  ...  84.5  84.5  84.6  85.1\n",
              "14                        Greece  68.9  65.7  66.1  ...  60.5  58.4  59.8    ..\n",
              "15                       Hungary  67.1  66.5  65.5  ...  68.8  69.9  68.3    ..\n",
              "16                       Iceland  79.9  80.0  79.9  ...  82.0  82.5  82.9  83.8\n",
              "17                       Ireland  76.2  71.9  71.7  ...  73.0  74.1  74.6  77.1\n",
              "18                        Israel  62.8  62.6  62.6  ...  63.9  64.6  64.8    ..\n",
              "19                         Italy  78.5  77.0  75.9  ...  73.7  73.8  73.9  76.3\n",
              "20                         Japan  81.9  83.7  83.9  ...  84.2  83.8  83.9    ..\n",
              "21                         Korea  60.9  60.0  59.1  ...  59.6  60.1    61  62.2\n",
              "22                     Lithuania  71.7  71.0  67.3  ...  66.1  67.2  66.4  66.4\n",
              "23                        Latvia  60.2  63.5  60.3  ...  57.3  59.9  61.5    ..\n",
              "24                    Luxembourg  84.9  83.2  82.8  ...  84.0  84.1    85    ..\n",
              "25                        Mexico  50.2  52.8  53.1  ...  50.5  49.7  49.3    ..\n",
              "26                   Netherlands  83.4  82.7  82.1  ...  81.7  82.1  82.6  84.6\n",
              "27                   New Zealand  81.2  80.9  80.5  ...  78.6  79.2  79.7    ..\n",
              "28                        Norway  84.7  84.4  84.8  ...  85.1  85.7  85.8    86\n",
              "29                        Poland  71.7  70.9  70.0  ...  69.3  71.5  71.8  73.3\n",
              "30                      Portugal  66.6  64.6  61.3  ...  61.2  61.2    61  65.1\n",
              "31               Slovak Republic  71.9  73.8  72.2  ...  79.9  80.1  79.8    ..\n",
              "32                      Slovenia  73.4  73.4  72.0  ...  72.2  72.8  72.8  76.2\n",
              "33                         Spain  74.4  73.5  72.1  ...  70.5  70.3  70.6    ..\n",
              "34                        Sweden  82.5  84.5  84.2  ...  84.7  84.8  84.9  85.1\n",
              "35                   Switzerland  64.3  64.8  66.2  ...  65.9  65.7  66.8    ..\n",
              "36                        Turkey  78.0  79.1  79.2  ...  77.7  77.4  77.9    ..\n",
              "37                United Kingdom  81.7  81.4  80.7  ...  78.9  78.5  78.5  81.7\n",
              "38                 United States  48.7  48.8  48.7  ...  82.6  82.8  82.7    ..\n",
              "39  China (People's Republic of)  51.9  53.7  55.7  ...  56.7  56.6    ..    ..\n",
              "40                         India  25.5  28.0  27.1  ...  27.5  27.2    ..    ..\n",
              "41                     Indonesia  26.3  27.6  30.5  ...  47.2  49.9    ..    ..\n",
              "42                        Russia  61.4  62.7  63.7  ...  57.1  59.5  61.2    ..\n",
              "43                  South Africa  40.9  42.5  43.3  ...  42.8  43.1    ..    ..\n",
              "\n",
              "[43 rows x 12 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ns6U0SrEDcRE"
      },
      "source": [
        "health_expend_df = health_expend_df.replace('..', int(0))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "72jJhxJ0Dj7h"
      },
      "source": [
        "health_expend_df  = health_expend_df.astype({'2019':'float64'})"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9ov5e4AdDoZ1"
      },
      "source": [
        "health_expend_new_df = pd.DataFrame()\n",
        "health_expend_new_df['Country'] = health_expend_df['Year']\n",
        "\n",
        "health_expend_new_df['Avg_10-19'] = health_expend_df.mean(axis = 1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s-csPbN5GWqA"
      },
      "source": [
        "combined_new_df = pd.DataFrame()\n",
        "combined_new_df = pd.merge(left = clean_cd_df, right = health_expend_new_df, how = 'left', left_on = 'Country', right_on = 'Country')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 608
        },
        "id": "TaEKoGPqGbg_",
        "outputId": "d141b701-1ff1-47d9-b536-489c0086231f"
      },
      "source": [
        "combined_new_df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Unnamed: 0</th>\n",
              "      <th>Dem_age</th>\n",
              "      <th>Dem_gender</th>\n",
              "      <th>Dem_edu</th>\n",
              "      <th>Dem_edu_mom</th>\n",
              "      <th>Dem_employment</th>\n",
              "      <th>Country</th>\n",
              "      <th>Dem_Expat</th>\n",
              "      <th>Dem_state</th>\n",
              "      <th>Dem_maritalstatus</th>\n",
              "      <th>Dem_dependents</th>\n",
              "      <th>Dem_riskgroup</th>\n",
              "      <th>Dem_isolation</th>\n",
              "      <th>Dem_isolation_adults</th>\n",
              "      <th>Dem_isolation_kids</th>\n",
              "      <th>AD_gain</th>\n",
              "      <th>AD_loss</th>\n",
              "      <th>Scale_PSS10_UCLA_1</th>\n",
              "      <th>Scale_PSS10_UCLA_2</th>\n",
              "      <th>Scale_PSS10_UCLA_3</th>\n",
              "      <th>Scale_PSS10_UCLA_4</th>\n",
              "      <th>Scale_PSS10_UCLA_5</th>\n",
              "      <th>Scale_PSS10_UCLA_6</th>\n",
              "      <th>Scale_PSS10_UCLA_7</th>\n",
              "      <th>Scale_PSS10_UCLA_8</th>\n",
              "      <th>Scale_PSS10_UCLA_9</th>\n",
              "      <th>Scale_PSS10_UCLA_10</th>\n",
              "      <th>Scale_SLON_1</th>\n",
              "      <th>Scale_SLON_2</th>\n",
              "      <th>Scale_SLON_3</th>\n",
              "      <th>OECD_people_1</th>\n",
              "      <th>OECD_people_2</th>\n",
              "      <th>OECD_insititutions_1</th>\n",
              "      <th>OECD_insititutions_2</th>\n",
              "      <th>OECD_insititutions_3</th>\n",
              "      <th>OECD_insititutions_4</th>\n",
              "      <th>OECD_insititutions_5</th>\n",
              "      <th>OECD_insititutions_6</th>\n",
              "      <th>Corona_concerns_1</th>\n",
              "      <th>Corona_concerns_2</th>\n",
              "      <th>Corona_concerns_3</th>\n",
              "      <th>Corona_concerns_4</th>\n",
              "      <th>Corona_concerns_5</th>\n",
              "      <th>Trust_countrymeasure</th>\n",
              "      <th>Compliance_1</th>\n",
              "      <th>Compliance_2</th>\n",
              "      <th>Compliance_3</th>\n",
              "      <th>Compliance_4</th>\n",
              "      <th>Compliance_5</th>\n",
              "      <th>Compliance_6</th>\n",
              "      <th>PSS10_avg</th>\n",
              "      <th>Expl_Coping_1</th>\n",
              "      <th>Expl_Coping_2</th>\n",
              "      <th>Expl_Coping_3</th>\n",
              "      <th>Expl_Coping_4</th>\n",
              "      <th>Expl_Coping_5</th>\n",
              "      <th>Expl_Coping_6</th>\n",
              "      <th>Expl_Coping_7</th>\n",
              "      <th>Expl_Coping_8</th>\n",
              "      <th>Expl_Coping_9</th>\n",
              "      <th>Expl_Coping_10</th>\n",
              "      <th>Expl_Coping_11</th>\n",
              "      <th>Expl_Coping_12</th>\n",
              "      <th>Expl_Coping_13</th>\n",
              "      <th>Expl_Coping_14</th>\n",
              "      <th>Expl_Coping_15</th>\n",
              "      <th>Expl_Coping_16</th>\n",
              "      <th>Expl_media_1</th>\n",
              "      <th>Expl_media_2</th>\n",
              "      <th>Expl_media_3</th>\n",
              "      <th>Expl_media_4</th>\n",
              "      <th>Expl_media_5</th>\n",
              "      <th>Expl_media_6</th>\n",
              "      <th>Avg_10-19</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0</td>\n",
              "      <td>29</td>\n",
              "      <td>Female</td>\n",
              "      <td>College degree, bachelor, master</td>\n",
              "      <td>Some College or equivalent</td>\n",
              "      <td>Not employed</td>\n",
              "      <td>Argentina</td>\n",
              "      <td>yes</td>\n",
              "      <td>Tucumán</td>\n",
              "      <td>Single</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Isolated</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>2</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>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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2.900000</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>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>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>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1</td>\n",
              "      <td>20</td>\n",
              "      <td>Male</td>\n",
              "      <td>College degree, bachelor, master</td>\n",
              "      <td>None</td>\n",
              "      <td>Student</td>\n",
              "      <td>Pakistan</td>\n",
              "      <td>yes</td>\n",
              "      <td>&lt;U+0622&gt;&lt;U+0632&gt;&lt;U+0627&gt;&lt;U+062F&gt; &lt;U+06A9&gt;&lt;U+06...</td>\n",
              "      <td>Single</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Life carries on with minor changes</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>10</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>2.200000</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>2</td>\n",
              "      <td>47</td>\n",
              "      <td>Female</td>\n",
              "      <td>Some College, short continuing education or eq...</td>\n",
              "      <td>Some College or equivalent</td>\n",
              "      <td>Self-employed</td>\n",
              "      <td>Argentina</td>\n",
              "      <td>no</td>\n",
              "      <td>Córdoba</td>\n",
              "      <td>Single</td>\n",
              "      <td>0.0</td>\n",
              "      <td>No</td>\n",
              "      <td>Isolated</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</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>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>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>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>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>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>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>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>3</td>\n",
              "      <td>79</td>\n",
              "      <td>Male</td>\n",
              "      <td>College degree, bachelor, master</td>\n",
              "      <td>College degree</td>\n",
              "      <td>Not employed</td>\n",
              "      <td>Bulgaria</td>\n",
              "      <td>no</td>\n",
              "      <td>Lovech</td>\n",
              "      <td>Divorced/widowed</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Life carries on with minor changes</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>3.600000</td>\n",
              "      <td>4.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>4</td>\n",
              "      <td>61</td>\n",
              "      <td>Female</td>\n",
              "      <td>Some College, short continuing education or eq...</td>\n",
              "      <td>Up to 12 years of school</td>\n",
              "      <td>Retired</td>\n",
              "      <td>Argentina</td>\n",
              "      <td>no</td>\n",
              "      <td>Mendoza</td>\n",
              "      <td>Married/cohabiting</td>\n",
              "      <td>0.0</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Isolated</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>9</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>9</td>\n",
              "      <td>6</td>\n",
              "      <td>9</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2.714286</td>\n",
              "      <td>6.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   Unnamed: 0  Dem_age Dem_gender  ... Expl_media_5 Expl_media_6 Avg_10-19\n",
              "0           0       29     Female  ...          NaN          NaN       NaN\n",
              "1           1       20       Male  ...          2.0          3.0       NaN\n",
              "2           2       47     Female  ...          NaN          NaN       NaN\n",
              "3           3       79       Male  ...          5.0          4.0       NaN\n",
              "4           4       61     Female  ...          2.0          6.0       NaN\n",
              "\n",
              "[5 rows x 74 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kI0yvpgdGbzt"
      },
      "source": [
        "string_ind_df[\"Day\"]=pd.to_datetime(string_ind_df[\"Day\"])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hlLGokEsGpAQ"
      },
      "source": [
        "string_ind_df=string_ind_df[(pd.DatetimeIndex(string_ind_df[\"Day\"]).year==2020)&(pd.DatetimeIndex(string_ind_df[\"Day\"]).month<6)]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3BdRTyDdMHFE"
      },
      "source": [
        "string_ind_df = string_ind_df.groupby(\"Entity\")[\"stringency_index\"].mean()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OPQ_fgUPMK-B"
      },
      "source": [
        "combined_new_df = pd.merge(left = combined_new_df, right = string_ind_df, how = 'left', left_on= 'Country', right_on = 'Entity')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1IPOWRDOMNNH",
        "outputId": "b98b754e-9124-4035-b297-b710f52130de"
      },
      "source": [
        "combined_new_df.columns"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Index(['Unnamed: 0', 'Dem_age', 'Dem_gender', 'Dem_edu', 'Dem_edu_mom',\n",
              "       'Dem_employment', 'Country', 'Dem_Expat', 'Dem_state',\n",
              "       'Dem_maritalstatus', 'Dem_dependents', 'Dem_riskgroup', 'Dem_isolation',\n",
              "       'Dem_isolation_adults', 'Dem_isolation_kids', 'AD_gain', 'AD_loss',\n",
              "       'Scale_PSS10_UCLA_1', 'Scale_PSS10_UCLA_2', 'Scale_PSS10_UCLA_3',\n",
              "       'Scale_PSS10_UCLA_4', 'Scale_PSS10_UCLA_5', 'Scale_PSS10_UCLA_6',\n",
              "       'Scale_PSS10_UCLA_7', 'Scale_PSS10_UCLA_8', 'Scale_PSS10_UCLA_9',\n",
              "       'Scale_PSS10_UCLA_10', 'Scale_SLON_1', 'Scale_SLON_2', 'Scale_SLON_3',\n",
              "       'OECD_people_1', 'OECD_people_2', 'OECD_insititutions_1',\n",
              "       'OECD_insititutions_2', 'OECD_insititutions_3', 'OECD_insititutions_4',\n",
              "       'OECD_insititutions_5', 'OECD_insititutions_6', 'Corona_concerns_1',\n",
              "       'Corona_concerns_2', 'Corona_concerns_3', 'Corona_concerns_4',\n",
              "       'Corona_concerns_5', 'Trust_countrymeasure', 'Compliance_1',\n",
              "       'Compliance_2', 'Compliance_3', 'Compliance_4', 'Compliance_5',\n",
              "       'Compliance_6', 'PSS10_avg', 'Expl_Coping_1', 'Expl_Coping_2',\n",
              "       'Expl_Coping_3', 'Expl_Coping_4', 'Expl_Coping_5', 'Expl_Coping_6',\n",
              "       'Expl_Coping_7', 'Expl_Coping_8', 'Expl_Coping_9', 'Expl_Coping_10',\n",
              "       'Expl_Coping_11', 'Expl_Coping_12', 'Expl_Coping_13', 'Expl_Coping_14',\n",
              "       'Expl_Coping_15', 'Expl_Coping_16', 'Expl_media_1', 'Expl_media_2',\n",
              "       'Expl_media_3', 'Expl_media_4', 'Expl_media_5', 'Expl_media_6',\n",
              "       'Avg_10-19', 'stringency_index'],\n",
              "      dtype='object')"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PkK1h-HpMhtO"
      },
      "source": [
        "all_col_delete = ['Unnamed: 0', 'Dem_age', 'Dem_gender', 'Dem_edu', 'Dem_edu_mom',\n",
        "       'Dem_employment','Dem_Expat', 'Dem_state',\n",
        "       'Dem_maritalstatus', 'Dem_dependents', 'Dem_riskgroup', 'Dem_isolation',\n",
        "       'Dem_isolation_adults', 'Dem_isolation_kids', 'AD_gain', 'AD_loss',\n",
        "       'Scale_PSS10_UCLA_1', 'Scale_PSS10_UCLA_2', 'Scale_PSS10_UCLA_3',\n",
        "       'Scale_PSS10_UCLA_4', 'Scale_PSS10_UCLA_5', 'Scale_PSS10_UCLA_6',\n",
        "       'Scale_PSS10_UCLA_7', 'Scale_PSS10_UCLA_8', 'Scale_PSS10_UCLA_9',\n",
        "       'Scale_PSS10_UCLA_10', 'Scale_SLON_1', 'Scale_SLON_2', 'Scale_SLON_3','Corona_concerns_1',\n",
        "       'Corona_concerns_2', 'Corona_concerns_3', 'Corona_concerns_4',\n",
        "       'Corona_concerns_5', 'Expl_Coping_1', 'Expl_Coping_2',\n",
        "       'Expl_Coping_3', 'Expl_Coping_4', 'Expl_Coping_5', 'Expl_Coping_6',\n",
        "       'Expl_Coping_7', 'Expl_Coping_8', 'Expl_Coping_9', 'Expl_Coping_10',\n",
        "       'Expl_Coping_11', 'Expl_Coping_12', 'Expl_Coping_13', 'Expl_Coping_14',\n",
        "       'Expl_Coping_15', 'Expl_media_2',\n",
        "       'Expl_media_3', 'Expl_media_4', 'Expl_media_5', 'Expl_media_6',]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_ovIJcqxMTS8"
      },
      "source": [
        "combined_new_df = combined_new_df.drop(all_col_delete, axis = 1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 461
        },
        "id": "XMUOPyrROsZK",
        "outputId": "aefdb564-d5f7-451e-90d4-723346e30011"
      },
      "source": [
        "combined_new_df"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\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>OECD_people_1</th>\n",
              "      <th>OECD_people_2</th>\n",
              "      <th>OECD_insititutions_1</th>\n",
              "      <th>OECD_insititutions_2</th>\n",
              "      <th>OECD_insititutions_3</th>\n",
              "      <th>OECD_insititutions_4</th>\n",
              "      <th>OECD_insititutions_5</th>\n",
              "      <th>OECD_insititutions_6</th>\n",
              "      <th>Trust_countrymeasure</th>\n",
              "      <th>Compliance_1</th>\n",
              "      <th>Compliance_2</th>\n",
              "      <th>Compliance_3</th>\n",
              "      <th>Compliance_4</th>\n",
              "      <th>Compliance_5</th>\n",
              "      <th>Compliance_6</th>\n",
              "      <th>PSS10_avg</th>\n",
              "      <th>Expl_Coping_16</th>\n",
              "      <th>Expl_media_1</th>\n",
              "      <th>Avg_10-19</th>\n",
              "      <th>stringency_index</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Argentina</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2.900000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>58.915227</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Pakistan</td>\n",
              "      <td>3</td>\n",
              "      <td>10</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>2.200000</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>56.985985</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Argentina</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>58.915227</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Bulgaria</td>\n",
              "      <td>4</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>3.600000</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>43.891288</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Argentina</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>9</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>9</td>\n",
              "      <td>6</td>\n",
              "      <td>9</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>2.714286</td>\n",
              "      <td>3.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>58.915227</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125301</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>8</td>\n",
              "      <td>10</td>\n",
              "      <td>7</td>\n",
              "      <td>9</td>\n",
              "      <td>6</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>4</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>1.400000</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>83.95</td>\n",
              "      <td>44.100833</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125302</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>7</td>\n",
              "      <td>9</td>\n",
              "      <td>8</td>\n",
              "      <td>9</td>\n",
              "      <td>9</td>\n",
              "      <td>8</td>\n",
              "      <td>9</td>\n",
              "      <td>8</td>\n",
              "      <td>4</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>6.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>83.95</td>\n",
              "      <td>44.100833</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125303</th>\n",
              "      <td>Denmark</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>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>83.95</td>\n",
              "      <td>44.100833</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125304</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>7</td>\n",
              "      <td>9</td>\n",
              "      <td>7</td>\n",
              "      <td>8</td>\n",
              "      <td>8</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>8</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>1.900000</td>\n",
              "      <td>5.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>83.95</td>\n",
              "      <td>44.100833</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>125305</th>\n",
              "      <td>Denmark</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>10</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>3.600000</td>\n",
              "      <td>5.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>83.95</td>\n",
              "      <td>44.100833</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>125306 rows × 21 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          Country  OECD_people_1  ...  Avg_10-19  stringency_index\n",
              "0       Argentina              0  ...        NaN         58.915227\n",
              "1        Pakistan              3  ...        NaN         56.985985\n",
              "2       Argentina              0  ...        NaN         58.915227\n",
              "3        Bulgaria              4  ...        NaN         43.891288\n",
              "4       Argentina              8  ...        NaN         58.915227\n",
              "...           ...            ...  ...        ...               ...\n",
              "125301    Denmark              8  ...      83.95         44.100833\n",
              "125302    Denmark              7  ...      83.95         44.100833\n",
              "125303    Denmark              0  ...      83.95         44.100833\n",
              "125304    Denmark              7  ...      83.95         44.100833\n",
              "125305    Denmark              5  ...      83.95         44.100833\n",
              "\n",
              "[125306 rows x 21 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ycsGbkWXOtzN",
        "outputId": "b094d924-0d2d-4835-c2ea-d1c89b99d642"
      },
      "source": [
        "combined_new_df.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(125306, 21)"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iGi_rsg3S5Mi"
      },
      "source": [
        "combined_new_df = combined_new_df.fillna(combined_new_df.mean())"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RWyFVXoPa1-l",
        "outputId": "693a8beb-1270-448d-e7df-3fda249c98a8"
      },
      "source": [
        "combined_new_df.isnull().any()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Country                  True\n",
              "OECD_people_1           False\n",
              "OECD_people_2           False\n",
              "OECD_insititutions_1    False\n",
              "OECD_insititutions_2    False\n",
              "OECD_insititutions_3    False\n",
              "OECD_insititutions_4    False\n",
              "OECD_insititutions_5    False\n",
              "OECD_insititutions_6    False\n",
              "Trust_countrymeasure    False\n",
              "Compliance_1            False\n",
              "Compliance_2            False\n",
              "Compliance_3            False\n",
              "Compliance_4            False\n",
              "Compliance_5            False\n",
              "Compliance_6            False\n",
              "PSS10_avg               False\n",
              "Expl_Coping_16          False\n",
              "Expl_media_1            False\n",
              "Avg_10-19               False\n",
              "stringency_index        False\n",
              "dtype: bool"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ibH4AbqVbKLi"
      },
      "source": [
        "combined_new_df = combined_new_df.dropna(how = \"any\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KW-oxwgsYt36"
      },
      "source": [
        "grouped_df = ((combined_new_df.groupby('Country')).mean()).reset_index()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yiw6ili2bic0"
      },
      "source": [
        "grouped_df = grouped_df[grouped_df.Country != 'other']"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 338
        },
        "id": "av5aHtUhcXVs",
        "outputId": "e710526c-e8ee-49b5-e62b-e7eeececffb8"
      },
      "source": [
        "grouped_df.describe()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    }\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>OECD_people_1</th>\n",
              "      <th>OECD_people_2</th>\n",
              "      <th>OECD_insititutions_1</th>\n",
              "      <th>OECD_insititutions_2</th>\n",
              "      <th>OECD_insititutions_3</th>\n",
              "      <th>OECD_insititutions_4</th>\n",
              "      <th>OECD_insititutions_5</th>\n",
              "      <th>OECD_insititutions_6</th>\n",
              "      <th>Trust_countrymeasure</th>\n",
              "      <th>Compliance_1</th>\n",
              "      <th>Compliance_2</th>\n",
              "      <th>Compliance_3</th>\n",
              "      <th>Compliance_4</th>\n",
              "      <th>Compliance_5</th>\n",
              "      <th>Compliance_6</th>\n",
              "      <th>PSS10_avg</th>\n",
              "      <th>Expl_Coping_16</th>\n",
              "      <th>Expl_media_1</th>\n",
              "      <th>Avg_10-19</th>\n",
              "      <th>stringency_index</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "      <td>176.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>4.365300</td>\n",
              "      <td>5.930923</td>\n",
              "      <td>3.663561</td>\n",
              "      <td>4.031630</td>\n",
              "      <td>4.015205</td>\n",
              "      <td>4.312331</td>\n",
              "      <td>4.955593</td>\n",
              "      <td>4.578740</td>\n",
              "      <td>3.790106</td>\n",
              "      <td>4.003328</td>\n",
              "      <td>4.065959</td>\n",
              "      <td>4.043953</td>\n",
              "      <td>2.367188</td>\n",
              "      <td>2.971660</td>\n",
              "      <td>2.514546</td>\n",
              "      <td>2.727686</td>\n",
              "      <td>4.154014</td>\n",
              "      <td>4.183834</td>\n",
              "      <td>73.110612</td>\n",
              "      <td>47.302009</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>1.697715</td>\n",
              "      <td>2.015192</td>\n",
              "      <td>1.949059</td>\n",
              "      <td>2.075212</td>\n",
              "      <td>1.901852</td>\n",
              "      <td>2.175752</td>\n",
              "      <td>2.031808</td>\n",
              "      <td>2.168252</td>\n",
              "      <td>1.758695</td>\n",
              "      <td>1.346529</td>\n",
              "      <td>1.293367</td>\n",
              "      <td>1.302353</td>\n",
              "      <td>1.047903</td>\n",
              "      <td>1.129930</td>\n",
              "      <td>1.042679</td>\n",
              "      <td>0.361630</td>\n",
              "      <td>0.585510</td>\n",
              "      <td>0.530308</td>\n",
              "      <td>6.768086</td>\n",
              "      <td>9.253256</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.600000</td>\n",
              "      <td>2.297528</td>\n",
              "      <td>2.500000</td>\n",
              "      <td>23.310000</td>\n",
              "      <td>10.291970</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>3.674070</td>\n",
              "      <td>5.525000</td>\n",
              "      <td>2.396050</td>\n",
              "      <td>2.869213</td>\n",
              "      <td>2.975564</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>4.156668</td>\n",
              "      <td>3.342629</td>\n",
              "      <td>2.907448</td>\n",
              "      <td>3.729167</td>\n",
              "      <td>3.748397</td>\n",
              "      <td>3.754167</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>2.523842</td>\n",
              "      <td>2.130714</td>\n",
              "      <td>2.558787</td>\n",
              "      <td>3.958726</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>73.985865</td>\n",
              "      <td>44.117197</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>4.545714</td>\n",
              "      <td>6.219922</td>\n",
              "      <td>3.658914</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>4.038514</td>\n",
              "      <td>4.359481</td>\n",
              "      <td>5.064387</td>\n",
              "      <td>4.722230</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>4.307723</td>\n",
              "      <td>4.419102</td>\n",
              "      <td>4.351956</td>\n",
              "      <td>2.400000</td>\n",
              "      <td>3.104713</td>\n",
              "      <td>2.543385</td>\n",
              "      <td>2.684299</td>\n",
              "      <td>4.190110</td>\n",
              "      <td>4.161091</td>\n",
              "      <td>73.985865</td>\n",
              "      <td>47.543356</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>5.177083</td>\n",
              "      <td>6.957940</td>\n",
              "      <td>4.732955</td>\n",
              "      <td>5.247929</td>\n",
              "      <td>5.240978</td>\n",
              "      <td>6.005274</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>6.184161</td>\n",
              "      <td>4.939306</td>\n",
              "      <td>4.727904</td>\n",
              "      <td>4.660839</td>\n",
              "      <td>4.720343</td>\n",
              "      <td>2.736607</td>\n",
              "      <td>3.585289</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>2.857073</td>\n",
              "      <td>4.392228</td>\n",
              "      <td>4.446521</td>\n",
              "      <td>73.985865</td>\n",
              "      <td>53.086894</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>10.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>4.100000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>6.000000</td>\n",
              "      <td>85.170000</td>\n",
              "      <td>71.297955</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "       OECD_people_1  OECD_people_2  ...   Avg_10-19  stringency_index\n",
              "count     176.000000     176.000000  ...  176.000000        176.000000\n",
              "mean        4.365300       5.930923  ...   73.110612         47.302009\n",
              "std         1.697715       2.015192  ...    6.768086          9.253256\n",
              "min         0.000000       0.000000  ...   23.310000         10.291970\n",
              "25%         3.674070       5.525000  ...   73.985865         44.117197\n",
              "50%         4.545714       6.219922  ...   73.985865         47.543356\n",
              "75%         5.177083       6.957940  ...   73.985865         53.086894\n",
              "max        10.000000      10.000000  ...   85.170000         71.297955\n",
              "\n",
              "[8 rows x 20 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tSZRnIlLdEh6",
        "outputId": "fdcff816-04ea-4328-9023-38de5e35049d"
      },
      "source": [
        "grouped_df.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(176, 21)"
            ]
          },
          "metadata": {},
          "execution_count": 28
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YD9ShdfXlTPt"
      },
      "source": [
        "renamed_cols = {'OECD_people_1':'Trust_people_general', 'Avg_10-19':'Health_Expend_10-19','OECD_people_2':'Trust_people_personal','OECD_insititutions_1':'Trust_government','OECD_insititutions_2':'Trust_police','OECD_insititutions_3':'Trust_civilService','OECD_insititutions_4':'Trust_healthSystem','OECD_insititutions_5':'Trust_WHO', 'OECD_insititutions_6':'Trust_government_effort_corona', 'PSS10_avg':'Avg_stress', 'Expl_Coping_16':'CopingBy_Knowing_GovCivil_Action',  'Expl_media_1':'Sought_Info_Gov_More'}"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UzwXtgv5ofdu"
      },
      "source": [
        "grouped_df = grouped_df.rename(columns = renamed_cols)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VrWBhZSFpsh8"
      },
      "source": [
        "bins = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]\n",
        "labels = [1,2,3,4,5,6,7, 8, 9, 10, 11,12]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rikEbw-GrVCD"
      },
      "source": [
        "the_cols = ['Avg_stress','Health_Expend_10-19', 'stringency_index']"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Du526zVbrGJB"
      },
      "source": [
        "grouped_df_binned = pd.DataFrame()\n",
        "for i in grouped_df.columns:\n",
        "  if (str(grouped_df[i].dtype) == 'float64') & (i not in the_cols):\n",
        "    grouped_df_binned[i] = pd.cut(grouped_df[i], bins = bins, labels =labels)\n",
        "  else:\n",
        "    grouped_df_binned[i] = grouped_df[i]"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FhDorDpwyxis"
      },
      "source": [
        "grouped_df_binned = grouped_df_binned.fillna(grouped_df_binned.mode().iloc[0])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "N6e8QTbQwven"
      },
      "source": [
        "for i in grouped_df_binned.columns:\n",
        "  if (str(grouped_df_binned[i].dtype) == 'category'):\n",
        "    grouped_df_binned = grouped_df_binned.astype({i: 'int64'})"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TTcDnolw8PC3"
      },
      "source": [
        "# Correlation (Kendall) when grouped by country "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "t_Q8re2jg16E",
        "outputId": "97977239-ff39-448b-929d-fc7119f4c1a9"
      },
      "source": [
        "# import modules\n",
        "import matplotlib.pyplot as mp\n",
        "import pandas as pd\n",
        "import seaborn as sb\n",
        "from matplotlib.pyplot import figure\n",
        "figure(figsize=(15, 15), dpi=80)\n",
        "\n",
        "\n",
        "# prints data that will be plotted\n",
        "# columns shown here are selected by corr() since\n",
        "# they are ideal for the plot\n",
        "\n",
        "\n",
        "# plotting correlation heatmap\n",
        "dataplot = sb.heatmap(grouped_df_binned.corr(method = 'kendall'), cmap=\"YlGnBu\", annot=True)\n",
        "\n",
        "# displaying heatmap\n",
        "mp.show()\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x1200 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sEWA5ti61UOW"
      },
      "source": [
        "NOTE : The feature 'Trust_Countrymeasure' is described as a measure of trust in one's own country's preventive measures. It seems to be most correlated to stringency index with a score of 0.16. It is weakly correlated but relatively higher than other features in the dataset. This suggests that the more rigid and unyielding governments were about the pandemic regulations the more trust the individuals, or at least, the individuals in this dataset had in their governments. Another interesting observation is 'Sought_Info_Gov_More' is relatively highly correlated to 'Trust_Countrymeasure' with a score of 0.21. 'Sought_Info_Gov_More' was a self-reported  measure of the likeliness of one's media sources being the government. "
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "id": "wWS1vHqdd9h8",
        "outputId": "8d2f2148-bb45-45cf-b5fb-22ab409410ce"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "y = grouped_df_binned['stringency_index']\n",
        "x = grouped_df_binned['Trust_countrymeasure']\n",
        "plt.title(\"stringency_index vs Trust_countrymeasure\")\n",
        "plt.xlabel(\"Trust_countrymeasure\")\n",
        "plt.ylabel(\"stringency_index\")\n",
        "plt.scatter(x, y)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "id": "IgLibS8e3wk_",
        "outputId": "f6c2c811-fbc7-4986-8ac2-58e13a17ed4e"
      },
      "source": [
        "y = grouped_df_binned['stringency_index']\n",
        "x = grouped_df_binned['Sought_Info_Gov_More']\n",
        "plt.title(\"stringency_index vs Sought_Info_Gov_More\")\n",
        "plt.xlabel(\"Sought_Info_Gov_More\")\n",
        "plt.ylabel(\"stringency_index\")\n",
        "plt.scatter(x, y)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "VnI76dQr41Kx",
        "outputId": "2c2a4093-421b-452f-8543-6467f569059f"
      },
      "source": [
        "y = grouped_df_binned['stringency_index']\n",
        "x = grouped_df_binned['CopingBy_Knowing_GovCivil_Action']\n",
        "plt.scatter(x, y)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "ZCj52geV5AyD",
        "outputId": "2ef9bad7-b37c-4313-b32f-8dbba9236566"
      },
      "source": [
        "y = grouped_df_binned['Health_Expend_10-19']\n",
        "x = grouped_df_binned['Compliance_5']\n",
        "plt.scatter(x, y)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "haYho0_f5ggH",
        "outputId": "affe42d4-41bf-4d25-d038-89a9ceb13b4f"
      },
      "source": [
        "y = grouped_df_binned['Health_Expend_10-19']\n",
        "x = grouped_df_binned['Trust_government']\n",
        "plt.scatter(x, y)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aH9haD5M8EaL"
      },
      "source": [
        "# Correlation when Not grouped by country"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "vSVJzugP51d8",
        "outputId": "696e61d3-e2eb-417c-881a-71cbad53ec75"
      },
      "source": [
        "# import modules\n",
        "import matplotlib.pyplot as mp\n",
        "import pandas as pd\n",
        "import seaborn as sb\n",
        "from matplotlib.pyplot import figure\n",
        "figure(figsize=(15, 15), dpi=80)\n",
        "\n",
        "\n",
        "# prints data that will be plotted\n",
        "# columns shown here are selected by corr() since\n",
        "# they are ideal for the plot\n",
        "\n",
        "\n",
        "# plotting correlation heatmap\n",
        "dataplot = sb.heatmap(combined_new_df.corr(method = 'kendall'), cmap=\"YlGnBu\", annot=True)\n",
        "\n",
        "# displaying heatmap\n",
        "mp.show()\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x1200 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "MbCZlyAD5kgN",
        "outputId": "48d36aa0-1721-4f34-c59e-087f28403050"
      },
      "source": [
        "y = combined_new_df['stringency_index']\n",
        "x = combined_new_df['Compliance_3']\n",
        "plt.scatter(x, y)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "pxzXdghu6v9Q",
        "outputId": "32af2b04-dd7b-44a1-8b67-78bacfa9a691"
      },
      "source": [
        "y_1 = combined_new_df['Avg_10-19']\n",
        "x_1 = combined_new_df['OECD_insititutions_1']\n",
        "plt.scatter(x_1, y_1)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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xfyLiFxFxb6t+cUQMRcTLEfHdiJhf/7iSpA/NZA/8GHBNZn4WuAy4PiKuBL4GfD0zPw28DdxW35iSpHbTBniO+7+tzTNafxK4BnisVd8KrKtlQknSpGZ0DDwi+iLiZ8AhYCfwCnA4Mz9o3eUAsLSeESVJk5lRgGfmWGZeBlwAXAGsnGmDiLgjIoYjYnh0dPQ0x5QktevoLJTMPAz8CLgKWBQRH15P/AJgZIrHbMnMwcwcHBgY+FjDSpJ+YyZnoQxExKLW7X5gLfAi40H+pdbd1gNP1DWkJGmimbwjz3nA1ojoYzzwv5eZP4iIF4DvRMR9wG7g4RrnlCS1mTbAM/N54PJJ6q8yfjxcktQAfxNTkgplgEtSoQxwSSqUAS5JhTLAJalQBrgkFcoAl6RCGeCSVCgDXJIKZYBLUqEMcEkqlAEuSYUywCWpUDO5nGyjlm344YTaaw/cWHvfe7bvYdvQ64xl0hfBzasv5L51q2rv22Tv1Zt3cvCd4ye2l5w1n6GNa2vvC3Dpph0cOTZ2YvvsM/t4/t7ra+/b1NcXwMqNT/HeWJ7YXtAX7N18Q+19m3qtobk13/Ktn/DjV359YnvNJYt59Parau+79qFn2Xfo3RPby89dyM47r67s+Wf1Hvhk31wfVa/KPdv38Mhz+xnL8S+0sUweeW4/92zfU2vfJnu3hzfAwXeOs3rzzlr7wsRAAThybIxLN+2otW9TX18wMcgA3htLVm58qta+Tb3W0Nya28Mb4Mev/JpbvvWTWvu2hzfAvkPvsvahZyvrMasDvCnbhl7vqN4LvdvDe7p6ldoDZbp6L2gPsunqVWnytW5qze3hPV29Ku3hPV39dBjgk/hw73em9V7pLaksBvgk+iI6qvdKb0llMcAncfPqCzuq90LvJWfN76hepbPP7Ouo3gsW9E3+D/JU9ao0+Vo3teY1lyzuqF6V5ecu7Kh+OmZ1gE91NkDdZwnct24Vt1550Ym93r4Ibr3yoq6cCdJU76GNayeEdbfOQnn+3usnBEg3zoxo6usLYO/mGyYEVzfOyGjqtYbm1vzo7VdNCOtunIWy886rJ4R11WehRHbx2Org4GAODw93rZ8k9YKI2JWZg+31Wb0HLkmamgEuSYUywCWpUAa4JBXKAJekQnX1LJSIGAV+dZoPPwf4uwrHKYFrnhtcc+/7uOv9Z5k50F7saoB/HBExPNlpNL3MNc8Nrrn31bVeD6FIUqEMcEkqVEkBvqXpARrgmucG19z7allvMcfAJUmnKmkPXJJ0EgNckgpVRIBHxPUR8VJEvBwRG5qep04RcWFE/CgiXoiIX0TEV5ueqVsioi8idkfED5qepRsiYlFEPBYReyPixYio/112GxYRf9L6uv55RGyLiAVNz1S1iPjLiDgUET8/qbY4InZGxL7Wx09W0WvWB3hE9AH/Bfg94DPAzRHxmWanqtUHwH/IzM8AVwL/rsfXe7KvAi82PUQXfRPYkZkrgc/S42uPiKXAHwGDmfnbQB/wlWanqsV/A9ovsL4BeCYzlwPPtLY/tlkf4MAVwMuZ+WpmHge+A9zU8Ey1ycw3M/OnrdvvMP5NvbTZqeoXERcANwLfbnqWboiI3wJ+F3gYIDOPZ+bhZqfqinlAf0TMAz4BvNHwPJXLzP8FtL9j8k3A1tbtrcC6KnqVEOBLgZPfkv0AcyDQACJiGXA5MNTsJF3xDeBPgX9sepAuuRgYBf6qddjo2xFR3XttzUKZOQL8ObAfeBP4h8z8n81O1TVLMvPN1u23gCVVPGkJAT4nRcQ/Bf4H8MeZeaTpeeoUEZ8HDmXmrqZn6aJ5wO8Af5GZlwPvUtF/q2er1nHfmxj/x+t8YGFE3NrsVN2X4+duV3L+dgkBPgKc/I6+F7RqPSsizmA8vB/NzMebnqcL1gBfiIjXGD9Edk1EPNLsSLU7ABzIzA//d/UY44Heyz4H/DIzRzPzfeBx4F80PFO3HIyI8wBaHw9V8aQlBPjfAssj4uKImM/4Dz2ebHim2kREMH5c9MXMfKjpebohM+/OzAsycxnjn9+/ycye3jPLzLeA1yNiRat0LfBCgyN1w37gyoj4ROvr/Fp6/Ae3J3kSWN+6vR54ooonnVfFk9QpMz+IiH8PPM34T63/MjN/0fBYdVoD/BtgT0T8rFX7T5n5VIMzqR5/CDza2jF5Ffi3Dc9Tq8wciojHgJ8yfrbVbnrwV+ojYhtwNXBORBwANgEPAN+LiNsYv6T2lyvp5a/SS1KZSjiEIkmahAEuSYUywCWpUAa4JBXKAJekQhngklQoA1ySCvX/AS+AmfZ//cHwAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "qI_NMD2g7EVk",
        "outputId": "92d4cbe1-8320-419f-d6b3-5b52d672a548"
      },
      "source": [
        "y_2 = combined_new_df['Avg_10-19']\n",
        "x_2 = combined_new_df['OECD_insititutions_2']\n",
        "plt.scatter(x_2, y_2)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "ztfRfTt97FBD",
        "outputId": "10c5d845-636a-49f0-c459-95d232365bbd"
      },
      "source": [
        "y = combined_new_df['Avg_10-19']\n",
        "x = combined_new_df['OECD_insititutions_3']\n",
        "plt.scatter(x, y)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "vuSfSGwm7GBJ",
        "outputId": "7c26cff7-6d5d-4554-9a36-eeaf4874f27d"
      },
      "source": [
        "y = combined_new_df['Avg_10-19']\n",
        "x = combined_new_df['OECD_insititutions_4']\n",
        "plt.scatter(x, y)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "_qjxErT_7FqY",
        "outputId": "5b6d9fe0-e7b8-4148-cf92-c2264348eeb9"
      },
      "source": [
        "y = combined_new_df['Avg_10-19']\n",
        "x = combined_new_df['OECD_insititutions_6']\n",
        "plt.scatter(x, y)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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NwFlT1J9m4ni4JKkB/iamJBXKAJekQhngklQoA1ySCmWAS1KhDHBJKpQBLkmFMsAlqVAGuCQVygCXpEIZ4JJUKANckgplgEtSobp5O9lGLVh+16Tas9df0sAk9bn8hge4/6mX926f95GjueWL51be95p1m1k78gLjmQxEcNmiE7lu6ccr79tk70WrNrBj95692/OPmMPIisWV9wU4feV6Xn1zfO/2kYcMsOnaJZX3bfI5ddqKu3ljPPduzx0Itqy6uG/7Vn1fz+o98KkW/371ftAe3gD3P/Uyl9/wQKV9r1m3mZsffJ7xnHiQj2dy84PPc826zZX2bbJ3e3gD7Ni9h0WrNlTaFyaHN8Crb45z+sr1lfZt8jnVHqIAb4wnp624uy/71nFfz+oAPxi1h3eneq+sHXlhRvV+6N0e3p3qvdQe3p3q/aA9RDvVS+9bBwNcAHv3frut90tvqWQGuAAYiJhRvV96SyUzwGeZ8z5y9IzqvXLZohNnVO+H3vOPmDOjei8decjAjOr9YO7A1P8gT1cvvW8dZnWAT/dqbT+fhXLLF8+dFNZ1nIVy3dKP84VzTtq71zsQwRfOOamWM0Ga6j2yYvGksK7rLJRN1y6ZFNZ1nIXS5HNqy6qLJ4VmHWeDNNW3jvs6ssbjjMPDwzk6OlpbP0nqBxGxMTOH2+uzeg9ckjQ9A1ySCmWAS1KhDHBJKpQBLkmFqvUslIgYA57bz5sfA/ymh+OUwDUfHFxz/zvQ9f5RZg61F2sN8AMREaNTnUbTz1zzwcE197+q1ushFEkqlAEuSYUqKcBXNz1AA1zzwcE1979K1lvMMXBJ0nuVtAcuSdqHAS5JhSoiwCNiSUQ8ERFbI2J50/NUKSJOjIhfRMRjEfFoRHyl6ZnqEhEDEfFwRPy86VnqEBHzIuK2iNgSEY9HRPWfXN2wiPha63H9SESsjYi5Tc/UaxHxo4jYGRGP7FM7OiI2RMSTra9H9aLXrA/wiBgA/gn4FPBR4LKI+GizU1XqbeBvM/OjwDnAX/f5evf1FeDxpoeo0Q+A9Zl5GnAGfb72iDge+DIwnJkfAwaAzzc7VSX+FWh/Y/flwL2ZeQpwb2v7gM36AAfOBrZm5tOZuQf4MXBpwzNVJjNfzMyHWpd3M/GkPr7ZqaoXEScAlwA3Nj1LHSLig8AngZsAMnNPZu5qdqpaDAKHRsQgcBjw64bn6bnM/C+g/VPILwXWtC6vAZb2olcJAX48sO/Hk2/jIAg0gIhYAJwFjDQ7SS2+D3wd+H3Tg9RkITAG/EvrsNGNEXF400NVKTO3A98BngdeBH6Xmf/R7FS1mZ+ZL7YuvwTM78U3LSHAD0oR8YfAvwNfzcxXm56nShHxaWBnZm5sepYaDQKfAH6YmWcBr9Gj/1bPVq3jvpcy8Y/XccDhEfGFZqeqX06cu92T87dLCPDtwL6fbntCq9a3IuIDTIT3LZl5e9Pz1OA84DMR8SwTh8guiIibmx2pctuAbZn5zv+ubmMi0PvZRcAzmTmWmW8BtwN/0vBMddkREccCtL7u7MU3LSHAfwmcEhELI2IOEy963NnwTJWJiGDiuOjjmfndpuepQ2ZenZknZOYCJn6+/5mZfb1nlpkvAS9ExKmt0oXAYw2OVIfngXMi4rDW4/xC+vyF233cCSxrXV4G3NGLbzrYi29Spcx8OyL+BriHiVetf5SZjzY8VpXOA/4S2BwRv2rV/iEz725wJlXjS8AtrR2Tp4G/anieSmXmSETcBjzExNlWD9OHv1IfEWuB84FjImIbsBK4HvhJRFzBxFtqf64nvfxVekkqUwmHUCRJUzDAJalQBrgkFcoAl6RCGeCSVCgDXJIKZYBLUqH+H58tnyrMm3SEAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "y3pQyCRe7Zm9",
        "outputId": "5ff064bb-5d9e-4959-9892-113495886038"
      },
      "source": [
        "y_9 = combined_new_df['Avg_10-19']\n",
        "x_9 = combined_new_df['Compliance_6']\n",
        "plt.scatter(x_9, y_9)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NdnIbHlp79kb"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}