EDA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "dc1f9a96",
   "metadata": {},
   "source": [
    "### Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "id": "03dafab9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import plotly.express as px\n",
    "import statsmodels.api as sm\n",
    "from scipy import stats"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "776bb36f",
   "metadata": {},
   "source": [
    "### Read the datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "id": "8954a703",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
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       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PSS10_avg</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>Trust_countrymeasure</th>\n",
       "      <th>Lon_avg</th>\n",
       "      <th>Dem_age</th>\n",
       "      <th>Dem_gender</th>\n",
       "      <th>Dem_edu</th>\n",
       "      <th>Dem_employment</th>\n",
       "      <th>Dem_Expat</th>\n",
       "      <th>...</th>\n",
       "      <th>Expl_Distress_16</th>\n",
       "      <th>Expl_Distress_17</th>\n",
       "      <th>Expl_Distress_18</th>\n",
       "      <th>Expl_Distress_19</th>\n",
       "      <th>Expl_Distress_20</th>\n",
       "      <th>Expl_Distress_21</th>\n",
       "      <th>Expl_Distress_22</th>\n",
       "      <th>Expl_Distress_23</th>\n",
       "      <th>Expl_Distress_24</th>\n",
       "      <th>Compliance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.6</td>\n",
       "      <td>56.0000</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>33</td>\n",
       "      <td>Female</td>\n",
       "      <td>College degree, bachelor, master</td>\n",
       "      <td>Full time employed</td>\n",
       "      <td>yes</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2.4</td>\n",
       "      <td>48.6667</td>\n",
       "      <td>19.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.666667</td>\n",
       "      <td>52</td>\n",
       "      <td>Female</td>\n",
       "      <td>College degree, bachelor, master</td>\n",
       "      <td>Full time employed</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.1</td>\n",
       "      <td>48.6667</td>\n",
       "      <td>19.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>47</td>\n",
       "      <td>Male</td>\n",
       "      <td>Some College, short continuing education or eq...</td>\n",
       "      <td>Self-employed</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.9</td>\n",
       "      <td>46.0000</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>46</td>\n",
       "      <td>Female</td>\n",
       "      <td>College degree, bachelor, master</td>\n",
       "      <td>Full time employed</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.7</td>\n",
       "      <td>48.6667</td>\n",
       "      <td>19.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>60</td>\n",
       "      <td>Female</td>\n",
       "      <td>PhD/Doctorate</td>\n",
       "      <td>Self-employed</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 44 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   PSS10_avg  latitude  longitude  Trust_countrymeasure   Lon_avg  Dem_age  \\\n",
       "0        1.6   56.0000       10.0                   5.0  2.333333       33   \n",
       "1        2.4   48.6667       19.5                   5.0  3.666667       52   \n",
       "2        3.1   48.6667       19.5                   5.0  2.666667       47   \n",
       "3        1.9   46.0000        2.0                   2.0  1.333333       46   \n",
       "4        2.7   48.6667       19.5                   8.0  2.333333       60   \n",
       "\n",
       "  Dem_gender                                            Dem_edu  \\\n",
       "0     Female                   College degree, bachelor, master   \n",
       "1     Female                   College degree, bachelor, master   \n",
       "2       Male  Some College, short continuing education or eq...   \n",
       "3     Female                   College degree, bachelor, master   \n",
       "4     Female                                      PhD/Doctorate   \n",
       "\n",
       "       Dem_employment Dem_Expat  ... Expl_Distress_16  Expl_Distress_17  \\\n",
       "0  Full time employed       yes  ...              2.0               4.0   \n",
       "1  Full time employed        no  ...              2.0               2.0   \n",
       "2       Self-employed        no  ...              5.0               4.0   \n",
       "3  Full time employed        no  ...              2.0               1.0   \n",
       "4       Self-employed        no  ...              1.0               2.0   \n",
       "\n",
       "  Expl_Distress_18 Expl_Distress_19  Expl_Distress_20  Expl_Distress_21  \\\n",
       "0              2.0              4.0               3.0               2.0   \n",
       "1              6.0              5.0               4.0               4.0   \n",
       "2              2.0              7.0               5.0               5.0   \n",
       "3              1.0              1.0               1.0               4.0   \n",
       "4              2.0              1.0               2.0               2.0   \n",
       "\n",
       "   Expl_Distress_22  Expl_Distress_23  Expl_Distress_24  Compliance  \n",
       "0               1.0               3.0               4.0    3.833333  \n",
       "1               4.0               4.0               5.0    4.166667  \n",
       "2               4.0               6.0               1.0    3.666667  \n",
       "3               2.0               2.0               4.0    3.000000  \n",
       "4               1.0               4.0               1.0    4.000000  \n",
       "\n",
       "[5 rows x 44 columns]"
      ]
     },
     "execution_count": 243,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_apr = pd.read_csv('COVIDiSTRESS_April_27.csv')\n",
    "df_apr.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "id": "21a08284",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PSS10_avg</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>Trust_countrymeasure</th>\n",
       "      <th>Lon_avg</th>\n",
       "      <th>Dem_age</th>\n",
       "      <th>Dem_gender</th>\n",
       "      <th>Dem_edu</th>\n",
       "      <th>Dem_employment</th>\n",
       "      <th>Dem_Expat</th>\n",
       "      <th>...</th>\n",
       "      <th>Expl_Distress_16</th>\n",
       "      <th>Expl_Distress_17</th>\n",
       "      <th>Expl_Distress_18</th>\n",
       "      <th>Expl_Distress_19</th>\n",
       "      <th>Expl_Distress_20</th>\n",
       "      <th>Expl_Distress_21</th>\n",
       "      <th>Expl_Distress_22</th>\n",
       "      <th>Expl_Distress_23</th>\n",
       "      <th>Expl_Distress_24</th>\n",
       "      <th>Compliance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2.200000</td>\n",
       "      <td>30.0000</td>\n",
       "      <td>70.0000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>20</td>\n",
       "      <td>Male</td>\n",
       "      <td>College degree, bachelor, master</td>\n",
       "      <td>Student</td>\n",
       "      <td>yes</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.333333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.600000</td>\n",
       "      <td>43.0000</td>\n",
       "      <td>25.0000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>79</td>\n",
       "      <td>Male</td>\n",
       "      <td>College degree, bachelor, master</td>\n",
       "      <td>Not employed</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2.714286</td>\n",
       "      <td>-34.0000</td>\n",
       "      <td>-64.0000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>61</td>\n",
       "      <td>Female</td>\n",
       "      <td>Some College, short continuing education or eq...</td>\n",
       "      <td>Retired</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.100000</td>\n",
       "      <td>42.8333</td>\n",
       "      <td>12.8333</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>68</td>\n",
       "      <td>Male</td>\n",
       "      <td>College degree, bachelor, master</td>\n",
       "      <td>Retired</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.300000</td>\n",
       "      <td>-34.0000</td>\n",
       "      <td>-64.0000</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>29</td>\n",
       "      <td>Other/would rather not say</td>\n",
       "      <td>Some College, short continuing education or eq...</td>\n",
       "      <td>Part time employed</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.166667</td>\n",
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       "</table>\n",
       "<p>5 rows × 44 columns</p>\n",
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      ],
      "text/plain": [
       "   PSS10_avg  latitude  longitude  Trust_countrymeasure   Lon_avg  Dem_age  \\\n",
       "0   2.200000   30.0000    70.0000                   5.0  2.333333       20   \n",
       "1   3.600000   43.0000    25.0000                   5.0  4.000000       79   \n",
       "2   2.714286  -34.0000   -64.0000                   5.0  1.000000       61   \n",
       "3   2.100000   42.8333    12.8333                   5.0  2.333333       68   \n",
       "4   2.300000  -34.0000   -64.0000                   5.0  2.666667       29   \n",
       "\n",
       "                   Dem_gender  \\\n",
       "0                        Male   \n",
       "1                        Male   \n",
       "2                      Female   \n",
       "3                        Male   \n",
       "4  Other/would rather not say   \n",
       "\n",
       "                                             Dem_edu      Dem_employment  \\\n",
       "0                   College degree, bachelor, master             Student   \n",
       "1                   College degree, bachelor, master        Not employed   \n",
       "2  Some College, short continuing education or eq...             Retired   \n",
       "3                   College degree, bachelor, master             Retired   \n",
       "4  Some College, short continuing education or eq...  Part time employed   \n",
       "\n",
       "  Dem_Expat  ... Expl_Distress_16  Expl_Distress_17 Expl_Distress_18  \\\n",
       "0       yes  ...              5.0               5.0              4.0   \n",
       "1        no  ...              2.0               NaN              3.0   \n",
       "2        no  ...              6.0               2.0              5.0   \n",
       "3        no  ...              4.0               4.0              4.0   \n",
       "4        no  ...              4.0               2.0              4.0   \n",
       "\n",
       "  Expl_Distress_19  Expl_Distress_20  Expl_Distress_21  Expl_Distress_22  \\\n",
       "0              4.0               1.0               2.0               2.0   \n",
       "1              3.0               3.0               3.0               2.0   \n",
       "2              6.0               4.0               6.0               5.0   \n",
       "3              4.0               4.0               5.0               4.0   \n",
       "4              5.0               7.0               2.0               5.0   \n",
       "\n",
       "   Expl_Distress_23  Expl_Distress_24  Compliance  \n",
       "0               4.0               7.0    3.333333  \n",
       "1               5.0               7.0    3.500000  \n",
       "2               7.0               5.0    5.200000  \n",
       "3               4.0               3.0    4.000000  \n",
       "4               4.0               5.0    4.166667  \n",
       "\n",
       "[5 rows x 44 columns]"
      ]
     },
     "execution_count": 244,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_may = pd.read_csv('COVIDiSTRESS_May_30.csv')\n",
    "df_may.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "id": "c1616057",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PSS10_avg</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>Trust_countrymeasure</th>\n",
       "      <th>Lon_avg</th>\n",
       "      <th>Dem_age</th>\n",
       "      <th>Dem_gender</th>\n",
       "      <th>Dem_edu</th>\n",
       "      <th>Dem_employment</th>\n",
       "      <th>Dem_Expat</th>\n",
       "      <th>...</th>\n",
       "      <th>Expl_Distress_16</th>\n",
       "      <th>Expl_Distress_17</th>\n",
       "      <th>Expl_Distress_18</th>\n",
       "      <th>Expl_Distress_19</th>\n",
       "      <th>Expl_Distress_20</th>\n",
       "      <th>Expl_Distress_21</th>\n",
       "      <th>Expl_Distress_22</th>\n",
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       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2.4</td>\n",
       "      <td>52.5</td>\n",
       "      <td>5.75</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.666667</td>\n",
       "      <td>48</td>\n",
       "      <td>Female</td>\n",
       "      <td>College degree, bachelor, master</td>\n",
       "      <td>Full time employed</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.7</td>\n",
       "      <td>52.0</td>\n",
       "      <td>20.00</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>36</td>\n",
       "      <td>Female</td>\n",
       "      <td>College degree, bachelor, master</td>\n",
       "      <td>Full time employed</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.7</td>\n",
       "      <td>64.0</td>\n",
       "      <td>26.00</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>45</td>\n",
       "      <td>Female</td>\n",
       "      <td>College degree, bachelor, master</td>\n",
       "      <td>Full time employed</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2.9</td>\n",
       "      <td>23.0</td>\n",
       "      <td>-102.00</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.333333</td>\n",
       "      <td>35</td>\n",
       "      <td>Female</td>\n",
       "      <td>PhD/Doctorate</td>\n",
       "      <td>Self-employed</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2.8</td>\n",
       "      <td>23.0</td>\n",
       "      <td>-102.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.333333</td>\n",
       "      <td>46</td>\n",
       "      <td>Female</td>\n",
       "      <td>College degree, bachelor, master</td>\n",
       "      <td>Full time employed</td>\n",
       "      <td>no</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 44 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   PSS10_avg  latitude  longitude  Trust_countrymeasure   Lon_avg  Dem_age  \\\n",
       "0        2.4      52.5       5.75                   4.0  2.666667       48   \n",
       "1        1.7      52.0      20.00                  10.0  1.000000       36   \n",
       "2        1.7      64.0      26.00                   5.0  2.000000       45   \n",
       "3        2.9      23.0    -102.00                   6.0  1.333333       35   \n",
       "4        2.8      23.0    -102.00                   0.0  2.333333       46   \n",
       "\n",
       "  Dem_gender                           Dem_edu      Dem_employment Dem_Expat  \\\n",
       "0     Female  College degree, bachelor, master  Full time employed        no   \n",
       "1     Female  College degree, bachelor, master  Full time employed        no   \n",
       "2     Female  College degree, bachelor, master  Full time employed        no   \n",
       "3     Female                     PhD/Doctorate       Self-employed        no   \n",
       "4     Female  College degree, bachelor, master  Full time employed        no   \n",
       "\n",
       "   ... Expl_Distress_16  Expl_Distress_17 Expl_Distress_18 Expl_Distress_19  \\\n",
       "0  ...              4.0               1.0              2.0              4.0   \n",
       "1  ...              1.0               1.0              1.0              2.0   \n",
       "2  ...              2.0               2.0              2.0              2.0   \n",
       "3  ...              4.0               2.0              1.0              2.0   \n",
       "4  ...              2.0               2.0              5.0              4.0   \n",
       "\n",
       "   Expl_Distress_20  Expl_Distress_21  Expl_Distress_22  Expl_Distress_23  \\\n",
       "0               5.0               2.0               1.0               5.0   \n",
       "1               1.0               1.0               2.0               6.0   \n",
       "2               2.0               4.0               2.0               4.0   \n",
       "3               2.0               4.0               3.0               5.0   \n",
       "4               4.0               4.0               4.0               5.0   \n",
       "\n",
       "   Expl_Distress_24  Compliance  \n",
       "0               2.0    4.666667  \n",
       "1               5.0    3.500000  \n",
       "2               2.0    4.500000  \n",
       "3               2.0    3.833333  \n",
       "4               2.0    4.000000  \n",
       "\n",
       "[5 rows x 44 columns]"
      ]
     },
     "execution_count": 245,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_june = pd.read_csv('COVIDiSTRESS_June_17.csv')\n",
    "df_june.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "48bae65b",
   "metadata": {},
   "source": [
    "### Correlation Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "id": "5e81e35d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PSS10_avg</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>Trust_countrymeasure</th>\n",
       "      <th>Lon_avg</th>\n",
       "      <th>Dem_age</th>\n",
       "      <th>Dem_dependents</th>\n",
       "      <th>Corona_concerns_1</th>\n",
       "      <th>Corona_concerns_2</th>\n",
       "      <th>Corona_concerns_3</th>\n",
       "      <th>...</th>\n",
       "      <th>Expl_Distress_16</th>\n",
       "      <th>Expl_Distress_17</th>\n",
       "      <th>Expl_Distress_18</th>\n",
       "      <th>Expl_Distress_19</th>\n",
       "      <th>Expl_Distress_20</th>\n",
       "      <th>Expl_Distress_21</th>\n",
       "      <th>Expl_Distress_22</th>\n",
       "      <th>Expl_Distress_23</th>\n",
       "      <th>Expl_Distress_24</th>\n",
       "      <th>Compliance</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>PSS10_avg</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.137514</td>\n",
       "      <td>0.037350</td>\n",
       "      <td>-0.118942</td>\n",
       "      <td>0.555751</td>\n",
       "      <td>-0.267412</td>\n",
       "      <td>-0.021427</td>\n",
       "      <td>0.221650</td>\n",
       "      <td>0.237641</td>\n",
       "      <td>0.191968</td>\n",
       "      <td>...</td>\n",
       "      <td>0.278918</td>\n",
       "      <td>0.259041</td>\n",
       "      <td>0.413067</td>\n",
       "      <td>0.340917</td>\n",
       "      <td>0.258823</td>\n",
       "      <td>0.297455</td>\n",
       "      <td>0.266498</td>\n",
       "      <td>0.386538</td>\n",
       "      <td>0.148609</td>\n",
       "      <td>0.020569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>latitude</th>\n",
       "      <td>-0.137514</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.155661</td>\n",
       "      <td>0.023121</td>\n",
       "      <td>0.034559</td>\n",
       "      <td>0.125807</td>\n",
       "      <td>0.001491</td>\n",
       "      <td>-0.112835</td>\n",
       "      <td>-0.118950</td>\n",
       "      <td>-0.116720</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.087731</td>\n",
       "      <td>-0.132066</td>\n",
       "      <td>-0.022051</td>\n",
       "      <td>-0.045323</td>\n",
       "      <td>-0.082513</td>\n",
       "      <td>-0.131495</td>\n",
       "      <td>-0.275277</td>\n",
       "      <td>-0.065254</td>\n",
       "      <td>-0.036369</td>\n",
       "      <td>-0.062477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>longitude</th>\n",
       "      <td>0.037350</td>\n",
       "      <td>0.155661</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.053725</td>\n",
       "      <td>-0.036753</td>\n",
       "      <td>0.024265</td>\n",
       "      <td>0.018838</td>\n",
       "      <td>-0.053781</td>\n",
       "      <td>-0.143161</td>\n",
       "      <td>-0.118218</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000310</td>\n",
       "      <td>-0.035262</td>\n",
       "      <td>-0.022370</td>\n",
       "      <td>-0.000716</td>\n",
       "      <td>0.005208</td>\n",
       "      <td>0.059142</td>\n",
       "      <td>0.015484</td>\n",
       "      <td>-0.062976</td>\n",
       "      <td>-0.014050</td>\n",
       "      <td>-0.114496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Trust_countrymeasure</th>\n",
       "      <td>-0.118942</td>\n",
       "      <td>0.023121</td>\n",
       "      <td>0.053725</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.037937</td>\n",
       "      <td>0.076471</td>\n",
       "      <td>0.045452</td>\n",
       "      <td>-0.130973</td>\n",
       "      <td>-0.146787</td>\n",
       "      <td>-0.126501</td>\n",
       "      <td>...</td>\n",
       "      <td>0.038850</td>\n",
       "      <td>-0.016301</td>\n",
       "      <td>-0.007861</td>\n",
       "      <td>0.012541</td>\n",
       "      <td>-0.036279</td>\n",
       "      <td>-0.119311</td>\n",
       "      <td>-0.085734</td>\n",
       "      <td>-0.001087</td>\n",
       "      <td>0.057470</td>\n",
       "      <td>0.120119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lon_avg</th>\n",
       "      <td>0.555751</td>\n",
       "      <td>0.034559</td>\n",
       "      <td>-0.036753</td>\n",
       "      <td>-0.037937</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.171932</td>\n",
       "      <td>-0.057465</td>\n",
       "      <td>0.133134</td>\n",
       "      <td>0.156927</td>\n",
       "      <td>0.138395</td>\n",
       "      <td>...</td>\n",
       "      <td>0.291830</td>\n",
       "      <td>0.188791</td>\n",
       "      <td>0.577580</td>\n",
       "      <td>0.391643</td>\n",
       "      <td>0.228245</td>\n",
       "      <td>0.172503</td>\n",
       "      <td>0.123688</td>\n",
       "      <td>0.340578</td>\n",
       "      <td>0.181209</td>\n",
       "      <td>0.100452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dem_age</th>\n",
       "      <td>-0.267412</td>\n",
       "      <td>0.125807</td>\n",
       "      <td>0.024265</td>\n",
       "      <td>0.076471</td>\n",
       "      <td>-0.171932</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.171107</td>\n",
       "      <td>0.105621</td>\n",
       "      <td>-0.070797</td>\n",
       "      <td>0.027118</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.047051</td>\n",
       "      <td>-0.104660</td>\n",
       "      <td>-0.150079</td>\n",
       "      <td>-0.121926</td>\n",
       "      <td>-0.048034</td>\n",
       "      <td>-0.080918</td>\n",
       "      <td>-0.040711</td>\n",
       "      <td>-0.143712</td>\n",
       "      <td>-0.038873</td>\n",
       "      <td>0.012477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Dem_dependents</th>\n",
       "      <td>-0.021427</td>\n",
       "      <td>0.001491</td>\n",
       "      <td>0.018838</td>\n",
       "      <td>0.045452</td>\n",
       "      <td>-0.057465</td>\n",
       "      <td>0.171107</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.051397</td>\n",
       "      <td>-0.028864</td>\n",
       "      <td>0.005876</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008722</td>\n",
       "      <td>-0.005889</td>\n",
       "      <td>-0.073827</td>\n",
       "      <td>-0.013277</td>\n",
       "      <td>-0.018745</td>\n",
       "      <td>-0.005996</td>\n",
       "      <td>0.006922</td>\n",
       "      <td>-0.011008</td>\n",
       "      <td>-0.028183</td>\n",
       "      <td>0.050429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corona_concerns_1</th>\n",
       "      <td>0.221650</td>\n",
       "      <td>-0.112835</td>\n",
       "      <td>-0.053781</td>\n",
       "      <td>-0.130973</td>\n",
       "      <td>0.133134</td>\n",
       "      <td>0.105621</td>\n",
       "      <td>0.051397</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.583806</td>\n",
       "      <td>0.639666</td>\n",
       "      <td>...</td>\n",
       "      <td>0.120447</td>\n",
       "      <td>0.124805</td>\n",
       "      <td>0.137333</td>\n",
       "      <td>0.131109</td>\n",
       "      <td>0.200970</td>\n",
       "      <td>0.222359</td>\n",
       "      <td>0.202422</td>\n",
       "      <td>0.183661</td>\n",
       "      <td>0.054308</td>\n",
       "      <td>0.158821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corona_concerns_2</th>\n",
       "      <td>0.237641</td>\n",
       "      <td>-0.118950</td>\n",
       "      <td>-0.143161</td>\n",
       "      <td>-0.146787</td>\n",
       "      <td>0.156927</td>\n",
       "      <td>-0.070797</td>\n",
       "      <td>-0.028864</td>\n",
       "      <td>0.583806</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.697798</td>\n",
       "      <td>...</td>\n",
       "      <td>0.088505</td>\n",
       "      <td>0.103402</td>\n",
       "      <td>0.141613</td>\n",
       "      <td>0.122896</td>\n",
       "      <td>0.173656</td>\n",
       "      <td>0.193199</td>\n",
       "      <td>0.145721</td>\n",
       "      <td>0.187505</td>\n",
       "      <td>0.034249</td>\n",
       "      <td>0.169348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corona_concerns_3</th>\n",
       "      <td>0.191968</td>\n",
       "      <td>-0.116720</td>\n",
       "      <td>-0.118218</td>\n",
       "      <td>-0.126501</td>\n",
       "      <td>0.138395</td>\n",
       "      <td>0.027118</td>\n",
       "      <td>0.005876</td>\n",
       "      <td>0.639666</td>\n",
       "      <td>0.697798</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.111083</td>\n",
       "      <td>0.114222</td>\n",
       "      <td>0.142828</td>\n",
       "      <td>0.129900</td>\n",
       "      <td>0.178987</td>\n",
       "      <td>0.208647</td>\n",
       "      <td>0.173654</td>\n",
       "      <td>0.183010</td>\n",
       "      <td>0.057563</td>\n",
       "      <td>0.180537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corona_concerns_4</th>\n",
       "      <td>0.100333</td>\n",
       "      <td>-0.067365</td>\n",
       "      <td>-0.112809</td>\n",
       "      <td>-0.047545</td>\n",
       "      <td>0.081416</td>\n",
       "      <td>-0.004918</td>\n",
       "      <td>-0.006794</td>\n",
       "      <td>0.387401</td>\n",
       "      <td>0.433513</td>\n",
       "      <td>0.471950</td>\n",
       "      <td>...</td>\n",
       "      <td>0.073405</td>\n",
       "      <td>0.062274</td>\n",
       "      <td>0.094349</td>\n",
       "      <td>0.094013</td>\n",
       "      <td>0.106009</td>\n",
       "      <td>0.105005</td>\n",
       "      <td>0.061610</td>\n",
       "      <td>0.172644</td>\n",
       "      <td>0.034990</td>\n",
       "      <td>0.170831</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Corona_concerns_5</th>\n",
       "      <td>0.042881</td>\n",
       "      <td>-0.010970</td>\n",
       "      <td>-0.007488</td>\n",
       "      <td>-0.042076</td>\n",
       "      <td>0.025825</td>\n",
       "      <td>0.050238</td>\n",
       "      <td>-0.011298</td>\n",
       "      <td>0.274663</td>\n",
       "      <td>0.278843</td>\n",
       "      <td>0.347749</td>\n",
       "      <td>...</td>\n",
       "      <td>0.049171</td>\n",
       "      <td>0.036657</td>\n",
       "      <td>0.055808</td>\n",
       "      <td>0.051692</td>\n",
       "      <td>0.084032</td>\n",
       "      <td>0.074639</td>\n",
       "      <td>0.034106</td>\n",
       "      <td>0.110464</td>\n",
       "      <td>0.032692</td>\n",
       "      <td>0.145182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_1</th>\n",
       "      <td>0.305482</td>\n",
       "      <td>-0.162681</td>\n",
       "      <td>-0.030619</td>\n",
       "      <td>-0.039173</td>\n",
       "      <td>0.197311</td>\n",
       "      <td>-0.119290</td>\n",
       "      <td>-0.011996</td>\n",
       "      <td>0.194395</td>\n",
       "      <td>0.167708</td>\n",
       "      <td>0.172280</td>\n",
       "      <td>...</td>\n",
       "      <td>0.226927</td>\n",
       "      <td>0.216358</td>\n",
       "      <td>0.225269</td>\n",
       "      <td>0.218682</td>\n",
       "      <td>0.211564</td>\n",
       "      <td>0.236433</td>\n",
       "      <td>0.240974</td>\n",
       "      <td>0.264952</td>\n",
       "      <td>0.173793</td>\n",
       "      <td>0.052214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_2</th>\n",
       "      <td>0.305450</td>\n",
       "      <td>-0.065220</td>\n",
       "      <td>-0.065133</td>\n",
       "      <td>-0.025506</td>\n",
       "      <td>0.226126</td>\n",
       "      <td>-0.083348</td>\n",
       "      <td>-0.030109</td>\n",
       "      <td>0.143714</td>\n",
       "      <td>0.149318</td>\n",
       "      <td>0.145529</td>\n",
       "      <td>...</td>\n",
       "      <td>0.291046</td>\n",
       "      <td>0.248518</td>\n",
       "      <td>0.273438</td>\n",
       "      <td>0.262089</td>\n",
       "      <td>0.237335</td>\n",
       "      <td>0.182785</td>\n",
       "      <td>0.178953</td>\n",
       "      <td>0.284110</td>\n",
       "      <td>0.159695</td>\n",
       "      <td>0.094765</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_3</th>\n",
       "      <td>0.149337</td>\n",
       "      <td>-0.035140</td>\n",
       "      <td>-0.073181</td>\n",
       "      <td>-0.012382</td>\n",
       "      <td>0.153396</td>\n",
       "      <td>-0.174333</td>\n",
       "      <td>-0.243756</td>\n",
       "      <td>0.052557</td>\n",
       "      <td>0.128205</td>\n",
       "      <td>0.101097</td>\n",
       "      <td>...</td>\n",
       "      <td>0.165751</td>\n",
       "      <td>0.162465</td>\n",
       "      <td>0.210633</td>\n",
       "      <td>0.184648</td>\n",
       "      <td>0.183800</td>\n",
       "      <td>0.116886</td>\n",
       "      <td>0.089950</td>\n",
       "      <td>0.191396</td>\n",
       "      <td>0.177816</td>\n",
       "      <td>0.058447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_4</th>\n",
       "      <td>0.277168</td>\n",
       "      <td>-0.124439</td>\n",
       "      <td>-0.048244</td>\n",
       "      <td>-0.029284</td>\n",
       "      <td>0.205888</td>\n",
       "      <td>-0.039225</td>\n",
       "      <td>-0.061854</td>\n",
       "      <td>0.192561</td>\n",
       "      <td>0.170236</td>\n",
       "      <td>0.176029</td>\n",
       "      <td>...</td>\n",
       "      <td>0.234534</td>\n",
       "      <td>0.217740</td>\n",
       "      <td>0.241323</td>\n",
       "      <td>0.233784</td>\n",
       "      <td>0.219428</td>\n",
       "      <td>0.218554</td>\n",
       "      <td>0.212041</td>\n",
       "      <td>0.276559</td>\n",
       "      <td>0.201265</td>\n",
       "      <td>0.066826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_5</th>\n",
       "      <td>0.312398</td>\n",
       "      <td>-0.269170</td>\n",
       "      <td>-0.064306</td>\n",
       "      <td>-0.113622</td>\n",
       "      <td>0.179197</td>\n",
       "      <td>-0.074442</td>\n",
       "      <td>0.036247</td>\n",
       "      <td>0.274862</td>\n",
       "      <td>0.224534</td>\n",
       "      <td>0.232364</td>\n",
       "      <td>...</td>\n",
       "      <td>0.244561</td>\n",
       "      <td>0.273412</td>\n",
       "      <td>0.230025</td>\n",
       "      <td>0.247172</td>\n",
       "      <td>0.274073</td>\n",
       "      <td>0.309587</td>\n",
       "      <td>0.372411</td>\n",
       "      <td>0.273043</td>\n",
       "      <td>0.166215</td>\n",
       "      <td>0.086316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_6</th>\n",
       "      <td>0.259715</td>\n",
       "      <td>0.014964</td>\n",
       "      <td>0.001148</td>\n",
       "      <td>0.046205</td>\n",
       "      <td>0.374695</td>\n",
       "      <td>-0.099192</td>\n",
       "      <td>-0.037327</td>\n",
       "      <td>0.080925</td>\n",
       "      <td>0.071982</td>\n",
       "      <td>0.093354</td>\n",
       "      <td>...</td>\n",
       "      <td>0.404200</td>\n",
       "      <td>0.237020</td>\n",
       "      <td>0.464089</td>\n",
       "      <td>0.447190</td>\n",
       "      <td>0.277737</td>\n",
       "      <td>0.183157</td>\n",
       "      <td>0.149141</td>\n",
       "      <td>0.424846</td>\n",
       "      <td>0.371956</td>\n",
       "      <td>0.150402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_7</th>\n",
       "      <td>0.081989</td>\n",
       "      <td>-0.054786</td>\n",
       "      <td>-0.018223</td>\n",
       "      <td>0.029634</td>\n",
       "      <td>0.095272</td>\n",
       "      <td>-0.040469</td>\n",
       "      <td>-0.056556</td>\n",
       "      <td>0.039084</td>\n",
       "      <td>0.032701</td>\n",
       "      <td>0.053965</td>\n",
       "      <td>...</td>\n",
       "      <td>0.187399</td>\n",
       "      <td>0.182896</td>\n",
       "      <td>0.184660</td>\n",
       "      <td>0.161709</td>\n",
       "      <td>0.157682</td>\n",
       "      <td>0.089214</td>\n",
       "      <td>0.119560</td>\n",
       "      <td>0.115217</td>\n",
       "      <td>0.216931</td>\n",
       "      <td>0.068305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_8</th>\n",
       "      <td>0.224187</td>\n",
       "      <td>-0.067246</td>\n",
       "      <td>0.001826</td>\n",
       "      <td>-0.012241</td>\n",
       "      <td>0.246798</td>\n",
       "      <td>-0.045413</td>\n",
       "      <td>-0.094725</td>\n",
       "      <td>0.096843</td>\n",
       "      <td>0.105534</td>\n",
       "      <td>0.106932</td>\n",
       "      <td>...</td>\n",
       "      <td>0.227971</td>\n",
       "      <td>0.201814</td>\n",
       "      <td>0.294709</td>\n",
       "      <td>0.238173</td>\n",
       "      <td>0.270802</td>\n",
       "      <td>0.156137</td>\n",
       "      <td>0.176822</td>\n",
       "      <td>0.197192</td>\n",
       "      <td>0.161326</td>\n",
       "      <td>0.043219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_9</th>\n",
       "      <td>0.104611</td>\n",
       "      <td>0.035145</td>\n",
       "      <td>-0.040583</td>\n",
       "      <td>0.009293</td>\n",
       "      <td>0.130729</td>\n",
       "      <td>-0.048545</td>\n",
       "      <td>-0.217255</td>\n",
       "      <td>0.034124</td>\n",
       "      <td>0.088436</td>\n",
       "      <td>0.066026</td>\n",
       "      <td>...</td>\n",
       "      <td>0.140081</td>\n",
       "      <td>0.133435</td>\n",
       "      <td>0.189928</td>\n",
       "      <td>0.156829</td>\n",
       "      <td>0.165096</td>\n",
       "      <td>0.074630</td>\n",
       "      <td>0.034033</td>\n",
       "      <td>0.145562</td>\n",
       "      <td>0.158328</td>\n",
       "      <td>0.060555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_10</th>\n",
       "      <td>0.132823</td>\n",
       "      <td>-0.033926</td>\n",
       "      <td>-0.059452</td>\n",
       "      <td>0.059776</td>\n",
       "      <td>0.110035</td>\n",
       "      <td>0.047707</td>\n",
       "      <td>0.034649</td>\n",
       "      <td>0.159385</td>\n",
       "      <td>0.131938</td>\n",
       "      <td>0.139817</td>\n",
       "      <td>...</td>\n",
       "      <td>0.152405</td>\n",
       "      <td>0.100327</td>\n",
       "      <td>0.131293</td>\n",
       "      <td>0.165119</td>\n",
       "      <td>0.152133</td>\n",
       "      <td>0.160366</td>\n",
       "      <td>0.109730</td>\n",
       "      <td>0.308494</td>\n",
       "      <td>0.154067</td>\n",
       "      <td>0.100729</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_11</th>\n",
       "      <td>0.273936</td>\n",
       "      <td>-0.247338</td>\n",
       "      <td>-0.095823</td>\n",
       "      <td>-0.092565</td>\n",
       "      <td>0.159678</td>\n",
       "      <td>-0.061655</td>\n",
       "      <td>-0.008280</td>\n",
       "      <td>0.198191</td>\n",
       "      <td>0.190296</td>\n",
       "      <td>0.204561</td>\n",
       "      <td>...</td>\n",
       "      <td>0.255900</td>\n",
       "      <td>0.256911</td>\n",
       "      <td>0.224161</td>\n",
       "      <td>0.231267</td>\n",
       "      <td>0.259695</td>\n",
       "      <td>0.300369</td>\n",
       "      <td>0.323001</td>\n",
       "      <td>0.280537</td>\n",
       "      <td>0.184120</td>\n",
       "      <td>0.067217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_12</th>\n",
       "      <td>0.268345</td>\n",
       "      <td>-0.075528</td>\n",
       "      <td>-0.074049</td>\n",
       "      <td>-0.138178</td>\n",
       "      <td>0.168242</td>\n",
       "      <td>-0.019505</td>\n",
       "      <td>0.004835</td>\n",
       "      <td>0.434004</td>\n",
       "      <td>0.490857</td>\n",
       "      <td>0.444343</td>\n",
       "      <td>...</td>\n",
       "      <td>0.159658</td>\n",
       "      <td>0.180475</td>\n",
       "      <td>0.205379</td>\n",
       "      <td>0.181715</td>\n",
       "      <td>0.276238</td>\n",
       "      <td>0.304156</td>\n",
       "      <td>0.247197</td>\n",
       "      <td>0.281958</td>\n",
       "      <td>0.084265</td>\n",
       "      <td>0.154418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_13</th>\n",
       "      <td>0.261948</td>\n",
       "      <td>-0.042358</td>\n",
       "      <td>-0.074080</td>\n",
       "      <td>-0.141195</td>\n",
       "      <td>0.168441</td>\n",
       "      <td>-0.032459</td>\n",
       "      <td>0.000386</td>\n",
       "      <td>0.388366</td>\n",
       "      <td>0.476567</td>\n",
       "      <td>0.415442</td>\n",
       "      <td>...</td>\n",
       "      <td>0.144014</td>\n",
       "      <td>0.171336</td>\n",
       "      <td>0.202640</td>\n",
       "      <td>0.167235</td>\n",
       "      <td>0.253214</td>\n",
       "      <td>0.280402</td>\n",
       "      <td>0.218360</td>\n",
       "      <td>0.262119</td>\n",
       "      <td>0.076133</td>\n",
       "      <td>0.144768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_14</th>\n",
       "      <td>0.238248</td>\n",
       "      <td>-0.105001</td>\n",
       "      <td>-0.091094</td>\n",
       "      <td>-0.076579</td>\n",
       "      <td>0.179466</td>\n",
       "      <td>-0.029969</td>\n",
       "      <td>-0.015699</td>\n",
       "      <td>0.262998</td>\n",
       "      <td>0.357580</td>\n",
       "      <td>0.359570</td>\n",
       "      <td>...</td>\n",
       "      <td>0.198379</td>\n",
       "      <td>0.183700</td>\n",
       "      <td>0.231473</td>\n",
       "      <td>0.219664</td>\n",
       "      <td>0.250152</td>\n",
       "      <td>0.250719</td>\n",
       "      <td>0.204019</td>\n",
       "      <td>0.273823</td>\n",
       "      <td>0.183347</td>\n",
       "      <td>0.172285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_15</th>\n",
       "      <td>0.212946</td>\n",
       "      <td>-0.053689</td>\n",
       "      <td>-0.016046</td>\n",
       "      <td>0.013778</td>\n",
       "      <td>0.178419</td>\n",
       "      <td>-0.026519</td>\n",
       "      <td>-0.035390</td>\n",
       "      <td>0.097842</td>\n",
       "      <td>0.084774</td>\n",
       "      <td>0.096611</td>\n",
       "      <td>...</td>\n",
       "      <td>0.443487</td>\n",
       "      <td>0.233694</td>\n",
       "      <td>0.251377</td>\n",
       "      <td>0.243421</td>\n",
       "      <td>0.221375</td>\n",
       "      <td>0.146921</td>\n",
       "      <td>0.161471</td>\n",
       "      <td>0.232182</td>\n",
       "      <td>0.173402</td>\n",
       "      <td>0.051737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_16</th>\n",
       "      <td>0.278918</td>\n",
       "      <td>-0.087731</td>\n",
       "      <td>0.000310</td>\n",
       "      <td>0.038850</td>\n",
       "      <td>0.291830</td>\n",
       "      <td>-0.047051</td>\n",
       "      <td>0.008722</td>\n",
       "      <td>0.120447</td>\n",
       "      <td>0.088505</td>\n",
       "      <td>0.111083</td>\n",
       "      <td>...</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.283210</td>\n",
       "      <td>0.384200</td>\n",
       "      <td>0.397074</td>\n",
       "      <td>0.283628</td>\n",
       "      <td>0.195640</td>\n",
       "      <td>0.246520</td>\n",
       "      <td>0.336221</td>\n",
       "      <td>0.262868</td>\n",
       "      <td>0.105477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_17</th>\n",
       "      <td>0.259041</td>\n",
       "      <td>-0.132066</td>\n",
       "      <td>-0.035262</td>\n",
       "      <td>-0.016301</td>\n",
       "      <td>0.188791</td>\n",
       "      <td>-0.104660</td>\n",
       "      <td>-0.005889</td>\n",
       "      <td>0.124805</td>\n",
       "      <td>0.103402</td>\n",
       "      <td>0.114222</td>\n",
       "      <td>...</td>\n",
       "      <td>0.283210</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.278831</td>\n",
       "      <td>0.255100</td>\n",
       "      <td>0.283257</td>\n",
       "      <td>0.218891</td>\n",
       "      <td>0.286098</td>\n",
       "      <td>0.235984</td>\n",
       "      <td>0.188091</td>\n",
       "      <td>0.062838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_18</th>\n",
       "      <td>0.413067</td>\n",
       "      <td>-0.022051</td>\n",
       "      <td>-0.022370</td>\n",
       "      <td>-0.007861</td>\n",
       "      <td>0.577580</td>\n",
       "      <td>-0.150079</td>\n",
       "      <td>-0.073827</td>\n",
       "      <td>0.137333</td>\n",
       "      <td>0.141613</td>\n",
       "      <td>0.142828</td>\n",
       "      <td>...</td>\n",
       "      <td>0.384200</td>\n",
       "      <td>0.278831</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.469179</td>\n",
       "      <td>0.317466</td>\n",
       "      <td>0.200843</td>\n",
       "      <td>0.203700</td>\n",
       "      <td>0.380680</td>\n",
       "      <td>0.251445</td>\n",
       "      <td>0.135037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_19</th>\n",
       "      <td>0.340917</td>\n",
       "      <td>-0.045323</td>\n",
       "      <td>-0.000716</td>\n",
       "      <td>0.012541</td>\n",
       "      <td>0.391643</td>\n",
       "      <td>-0.121926</td>\n",
       "      <td>-0.013277</td>\n",
       "      <td>0.131109</td>\n",
       "      <td>0.122896</td>\n",
       "      <td>0.129900</td>\n",
       "      <td>...</td>\n",
       "      <td>0.397074</td>\n",
       "      <td>0.255100</td>\n",
       "      <td>0.469179</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.303519</td>\n",
       "      <td>0.202594</td>\n",
       "      <td>0.204140</td>\n",
       "      <td>0.391499</td>\n",
       "      <td>0.290146</td>\n",
       "      <td>0.135112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_20</th>\n",
       "      <td>0.258823</td>\n",
       "      <td>-0.082513</td>\n",
       "      <td>0.005208</td>\n",
       "      <td>-0.036279</td>\n",
       "      <td>0.228245</td>\n",
       "      <td>-0.048034</td>\n",
       "      <td>-0.018745</td>\n",
       "      <td>0.200970</td>\n",
       "      <td>0.173656</td>\n",
       "      <td>0.178987</td>\n",
       "      <td>...</td>\n",
       "      <td>0.283628</td>\n",
       "      <td>0.283257</td>\n",
       "      <td>0.317466</td>\n",
       "      <td>0.303519</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.243593</td>\n",
       "      <td>0.262470</td>\n",
       "      <td>0.273718</td>\n",
       "      <td>0.201361</td>\n",
       "      <td>0.095086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_21</th>\n",
       "      <td>0.297455</td>\n",
       "      <td>-0.131495</td>\n",
       "      <td>0.059142</td>\n",
       "      <td>-0.119311</td>\n",
       "      <td>0.172503</td>\n",
       "      <td>-0.080918</td>\n",
       "      <td>-0.005996</td>\n",
       "      <td>0.222359</td>\n",
       "      <td>0.193199</td>\n",
       "      <td>0.208647</td>\n",
       "      <td>...</td>\n",
       "      <td>0.195640</td>\n",
       "      <td>0.218891</td>\n",
       "      <td>0.200843</td>\n",
       "      <td>0.202594</td>\n",
       "      <td>0.243593</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.395966</td>\n",
       "      <td>0.312899</td>\n",
       "      <td>0.156617</td>\n",
       "      <td>0.030406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_22</th>\n",
       "      <td>0.266498</td>\n",
       "      <td>-0.275277</td>\n",
       "      <td>0.015484</td>\n",
       "      <td>-0.085734</td>\n",
       "      <td>0.123688</td>\n",
       "      <td>-0.040711</td>\n",
       "      <td>0.006922</td>\n",
       "      <td>0.202422</td>\n",
       "      <td>0.145721</td>\n",
       "      <td>0.173654</td>\n",
       "      <td>...</td>\n",
       "      <td>0.246520</td>\n",
       "      <td>0.286098</td>\n",
       "      <td>0.203700</td>\n",
       "      <td>0.204140</td>\n",
       "      <td>0.262470</td>\n",
       "      <td>0.395966</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.227472</td>\n",
       "      <td>0.152416</td>\n",
       "      <td>-0.025698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_23</th>\n",
       "      <td>0.386538</td>\n",
       "      <td>-0.065254</td>\n",
       "      <td>-0.062976</td>\n",
       "      <td>-0.001087</td>\n",
       "      <td>0.340578</td>\n",
       "      <td>-0.143712</td>\n",
       "      <td>-0.011008</td>\n",
       "      <td>0.183661</td>\n",
       "      <td>0.187505</td>\n",
       "      <td>0.183010</td>\n",
       "      <td>...</td>\n",
       "      <td>0.336221</td>\n",
       "      <td>0.235984</td>\n",
       "      <td>0.380680</td>\n",
       "      <td>0.391499</td>\n",
       "      <td>0.273718</td>\n",
       "      <td>0.312899</td>\n",
       "      <td>0.227472</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.278976</td>\n",
       "      <td>0.125833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Expl_Distress_24</th>\n",
       "      <td>0.148609</td>\n",
       "      <td>-0.036369</td>\n",
       "      <td>-0.014050</td>\n",
       "      <td>0.057470</td>\n",
       "      <td>0.181209</td>\n",
       "      <td>-0.038873</td>\n",
       "      <td>-0.028183</td>\n",
       "      <td>0.054308</td>\n",
       "      <td>0.034249</td>\n",
       "      <td>0.057563</td>\n",
       "      <td>...</td>\n",
       "      <td>0.262868</td>\n",
       "      <td>0.188091</td>\n",
       "      <td>0.251445</td>\n",
       "      <td>0.290146</td>\n",
       "      <td>0.201361</td>\n",
       "      <td>0.156617</td>\n",
       "      <td>0.152416</td>\n",
       "      <td>0.278976</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.099836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Compliance</th>\n",
       "      <td>0.020569</td>\n",
       "      <td>-0.062477</td>\n",
       "      <td>-0.114496</td>\n",
       "      <td>0.120119</td>\n",
       "      <td>0.100452</td>\n",
       "      <td>0.012477</td>\n",
       "      <td>0.050429</td>\n",
       "      <td>0.158821</td>\n",
       "      <td>0.169348</td>\n",
       "      <td>0.180537</td>\n",
       "      <td>...</td>\n",
       "      <td>0.105477</td>\n",
       "      <td>0.062838</td>\n",
       "      <td>0.135037</td>\n",
       "      <td>0.135112</td>\n",
       "      <td>0.095086</td>\n",
       "      <td>0.030406</td>\n",
       "      <td>-0.025698</td>\n",
       "      <td>0.125833</td>\n",
       "      <td>0.099836</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>37 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      PSS10_avg  latitude  longitude  Trust_countrymeasure  \\\n",
       "PSS10_avg              1.000000 -0.137514   0.037350             -0.118942   \n",
       "latitude              -0.137514  1.000000   0.155661              0.023121   \n",
       "longitude              0.037350  0.155661   1.000000              0.053725   \n",
       "Trust_countrymeasure  -0.118942  0.023121   0.053725              1.000000   \n",
       "Lon_avg                0.555751  0.034559  -0.036753             -0.037937   \n",
       "Dem_age               -0.267412  0.125807   0.024265              0.076471   \n",
       "Dem_dependents        -0.021427  0.001491   0.018838              0.045452   \n",
       "Corona_concerns_1      0.221650 -0.112835  -0.053781             -0.130973   \n",
       "Corona_concerns_2      0.237641 -0.118950  -0.143161             -0.146787   \n",
       "Corona_concerns_3      0.191968 -0.116720  -0.118218             -0.126501   \n",
       "Corona_concerns_4      0.100333 -0.067365  -0.112809             -0.047545   \n",
       "Corona_concerns_5      0.042881 -0.010970  -0.007488             -0.042076   \n",
       "Expl_Distress_1        0.305482 -0.162681  -0.030619             -0.039173   \n",
       "Expl_Distress_2        0.305450 -0.065220  -0.065133             -0.025506   \n",
       "Expl_Distress_3        0.149337 -0.035140  -0.073181             -0.012382   \n",
       "Expl_Distress_4        0.277168 -0.124439  -0.048244             -0.029284   \n",
       "Expl_Distress_5        0.312398 -0.269170  -0.064306             -0.113622   \n",
       "Expl_Distress_6        0.259715  0.014964   0.001148              0.046205   \n",
       "Expl_Distress_7        0.081989 -0.054786  -0.018223              0.029634   \n",
       "Expl_Distress_8        0.224187 -0.067246   0.001826             -0.012241   \n",
       "Expl_Distress_9        0.104611  0.035145  -0.040583              0.009293   \n",
       "Expl_Distress_10       0.132823 -0.033926  -0.059452              0.059776   \n",
       "Expl_Distress_11       0.273936 -0.247338  -0.095823             -0.092565   \n",
       "Expl_Distress_12       0.268345 -0.075528  -0.074049             -0.138178   \n",
       "Expl_Distress_13       0.261948 -0.042358  -0.074080             -0.141195   \n",
       "Expl_Distress_14       0.238248 -0.105001  -0.091094             -0.076579   \n",
       "Expl_Distress_15       0.212946 -0.053689  -0.016046              0.013778   \n",
       "Expl_Distress_16       0.278918 -0.087731   0.000310              0.038850   \n",
       "Expl_Distress_17       0.259041 -0.132066  -0.035262             -0.016301   \n",
       "Expl_Distress_18       0.413067 -0.022051  -0.022370             -0.007861   \n",
       "Expl_Distress_19       0.340917 -0.045323  -0.000716              0.012541   \n",
       "Expl_Distress_20       0.258823 -0.082513   0.005208             -0.036279   \n",
       "Expl_Distress_21       0.297455 -0.131495   0.059142             -0.119311   \n",
       "Expl_Distress_22       0.266498 -0.275277   0.015484             -0.085734   \n",
       "Expl_Distress_23       0.386538 -0.065254  -0.062976             -0.001087   \n",
       "Expl_Distress_24       0.148609 -0.036369  -0.014050              0.057470   \n",
       "Compliance             0.020569 -0.062477  -0.114496              0.120119   \n",
       "\n",
       "                       Lon_avg   Dem_age  Dem_dependents  Corona_concerns_1  \\\n",
       "PSS10_avg             0.555751 -0.267412       -0.021427           0.221650   \n",
       "latitude              0.034559  0.125807        0.001491          -0.112835   \n",
       "longitude            -0.036753  0.024265        0.018838          -0.053781   \n",
       "Trust_countrymeasure -0.037937  0.076471        0.045452          -0.130973   \n",
       "Lon_avg               1.000000 -0.171932       -0.057465           0.133134   \n",
       "Dem_age              -0.171932  1.000000        0.171107           0.105621   \n",
       "Dem_dependents       -0.057465  0.171107        1.000000           0.051397   \n",
       "Corona_concerns_1     0.133134  0.105621        0.051397           1.000000   \n",
       "Corona_concerns_2     0.156927 -0.070797       -0.028864           0.583806   \n",
       "Corona_concerns_3     0.138395  0.027118        0.005876           0.639666   \n",
       "Corona_concerns_4     0.081416 -0.004918       -0.006794           0.387401   \n",
       "Corona_concerns_5     0.025825  0.050238       -0.011298           0.274663   \n",
       "Expl_Distress_1       0.197311 -0.119290       -0.011996           0.194395   \n",
       "Expl_Distress_2       0.226126 -0.083348       -0.030109           0.143714   \n",
       "Expl_Distress_3       0.153396 -0.174333       -0.243756           0.052557   \n",
       "Expl_Distress_4       0.205888 -0.039225       -0.061854           0.192561   \n",
       "Expl_Distress_5       0.179197 -0.074442        0.036247           0.274862   \n",
       "Expl_Distress_6       0.374695 -0.099192       -0.037327           0.080925   \n",
       "Expl_Distress_7       0.095272 -0.040469       -0.056556           0.039084   \n",
       "Expl_Distress_8       0.246798 -0.045413       -0.094725           0.096843   \n",
       "Expl_Distress_9       0.130729 -0.048545       -0.217255           0.034124   \n",
       "Expl_Distress_10      0.110035  0.047707        0.034649           0.159385   \n",
       "Expl_Distress_11      0.159678 -0.061655       -0.008280           0.198191   \n",
       "Expl_Distress_12      0.168242 -0.019505        0.004835           0.434004   \n",
       "Expl_Distress_13      0.168441 -0.032459        0.000386           0.388366   \n",
       "Expl_Distress_14      0.179466 -0.029969       -0.015699           0.262998   \n",
       "Expl_Distress_15      0.178419 -0.026519       -0.035390           0.097842   \n",
       "Expl_Distress_16      0.291830 -0.047051        0.008722           0.120447   \n",
       "Expl_Distress_17      0.188791 -0.104660       -0.005889           0.124805   \n",
       "Expl_Distress_18      0.577580 -0.150079       -0.073827           0.137333   \n",
       "Expl_Distress_19      0.391643 -0.121926       -0.013277           0.131109   \n",
       "Expl_Distress_20      0.228245 -0.048034       -0.018745           0.200970   \n",
       "Expl_Distress_21      0.172503 -0.080918       -0.005996           0.222359   \n",
       "Expl_Distress_22      0.123688 -0.040711        0.006922           0.202422   \n",
       "Expl_Distress_23      0.340578 -0.143712       -0.011008           0.183661   \n",
       "Expl_Distress_24      0.181209 -0.038873       -0.028183           0.054308   \n",
       "Compliance            0.100452  0.012477        0.050429           0.158821   \n",
       "\n",
       "                      Corona_concerns_2  Corona_concerns_3  ...  \\\n",
       "PSS10_avg                      0.237641           0.191968  ...   \n",
       "latitude                      -0.118950          -0.116720  ...   \n",
       "longitude                     -0.143161          -0.118218  ...   \n",
       "Trust_countrymeasure          -0.146787          -0.126501  ...   \n",
       "Lon_avg                        0.156927           0.138395  ...   \n",
       "Dem_age                       -0.070797           0.027118  ...   \n",
       "Dem_dependents                -0.028864           0.005876  ...   \n",
       "Corona_concerns_1              0.583806           0.639666  ...   \n",
       "Corona_concerns_2              1.000000           0.697798  ...   \n",
       "Corona_concerns_3              0.697798           1.000000  ...   \n",
       "Corona_concerns_4              0.433513           0.471950  ...   \n",
       "Corona_concerns_5              0.278843           0.347749  ...   \n",
       "Expl_Distress_1                0.167708           0.172280  ...   \n",
       "Expl_Distress_2                0.149318           0.145529  ...   \n",
       "Expl_Distress_3                0.128205           0.101097  ...   \n",
       "Expl_Distress_4                0.170236           0.176029  ...   \n",
       "Expl_Distress_5                0.224534           0.232364  ...   \n",
       "Expl_Distress_6                0.071982           0.093354  ...   \n",
       "Expl_Distress_7                0.032701           0.053965  ...   \n",
       "Expl_Distress_8                0.105534           0.106932  ...   \n",
       "Expl_Distress_9                0.088436           0.066026  ...   \n",
       "Expl_Distress_10               0.131938           0.139817  ...   \n",
       "Expl_Distress_11               0.190296           0.204561  ...   \n",
       "Expl_Distress_12               0.490857           0.444343  ...   \n",
       "Expl_Distress_13               0.476567           0.415442  ...   \n",
       "Expl_Distress_14               0.357580           0.359570  ...   \n",
       "Expl_Distress_15               0.084774           0.096611  ...   \n",
       "Expl_Distress_16               0.088505           0.111083  ...   \n",
       "Expl_Distress_17               0.103402           0.114222  ...   \n",
       "Expl_Distress_18               0.141613           0.142828  ...   \n",
       "Expl_Distress_19               0.122896           0.129900  ...   \n",
       "Expl_Distress_20               0.173656           0.178987  ...   \n",
       "Expl_Distress_21               0.193199           0.208647  ...   \n",
       "Expl_Distress_22               0.145721           0.173654  ...   \n",
       "Expl_Distress_23               0.187505           0.183010  ...   \n",
       "Expl_Distress_24               0.034249           0.057563  ...   \n",
       "Compliance                     0.169348           0.180537  ...   \n",
       "\n",
       "                      Expl_Distress_16  Expl_Distress_17  Expl_Distress_18  \\\n",
       "PSS10_avg                     0.278918          0.259041          0.413067   \n",
       "latitude                     -0.087731         -0.132066         -0.022051   \n",
       "longitude                     0.000310         -0.035262         -0.022370   \n",
       "Trust_countrymeasure          0.038850         -0.016301         -0.007861   \n",
       "Lon_avg                       0.291830          0.188791          0.577580   \n",
       "Dem_age                      -0.047051         -0.104660         -0.150079   \n",
       "Dem_dependents                0.008722         -0.005889         -0.073827   \n",
       "Corona_concerns_1             0.120447          0.124805          0.137333   \n",
       "Corona_concerns_2             0.088505          0.103402          0.141613   \n",
       "Corona_concerns_3             0.111083          0.114222          0.142828   \n",
       "Corona_concerns_4             0.073405          0.062274          0.094349   \n",
       "Corona_concerns_5             0.049171          0.036657          0.055808   \n",
       "Expl_Distress_1               0.226927          0.216358          0.225269   \n",
       "Expl_Distress_2               0.291046          0.248518          0.273438   \n",
       "Expl_Distress_3               0.165751          0.162465          0.210633   \n",
       "Expl_Distress_4               0.234534          0.217740          0.241323   \n",
       "Expl_Distress_5               0.244561          0.273412          0.230025   \n",
       "Expl_Distress_6               0.404200          0.237020          0.464089   \n",
       "Expl_Distress_7               0.187399          0.182896          0.184660   \n",
       "Expl_Distress_8               0.227971          0.201814          0.294709   \n",
       "Expl_Distress_9               0.140081          0.133435          0.189928   \n",
       "Expl_Distress_10              0.152405          0.100327          0.131293   \n",
       "Expl_Distress_11              0.255900          0.256911          0.224161   \n",
       "Expl_Distress_12              0.159658          0.180475          0.205379   \n",
       "Expl_Distress_13              0.144014          0.171336          0.202640   \n",
       "Expl_Distress_14              0.198379          0.183700          0.231473   \n",
       "Expl_Distress_15              0.443487          0.233694          0.251377   \n",
       "Expl_Distress_16              1.000000          0.283210          0.384200   \n",
       "Expl_Distress_17              0.283210          1.000000          0.278831   \n",
       "Expl_Distress_18              0.384200          0.278831          1.000000   \n",
       "Expl_Distress_19              0.397074          0.255100          0.469179   \n",
       "Expl_Distress_20              0.283628          0.283257          0.317466   \n",
       "Expl_Distress_21              0.195640          0.218891          0.200843   \n",
       "Expl_Distress_22              0.246520          0.286098          0.203700   \n",
       "Expl_Distress_23              0.336221          0.235984          0.380680   \n",
       "Expl_Distress_24              0.262868          0.188091          0.251445   \n",
       "Compliance                    0.105477          0.062838          0.135037   \n",
       "\n",
       "                      Expl_Distress_19  Expl_Distress_20  Expl_Distress_21  \\\n",
       "PSS10_avg                     0.340917          0.258823          0.297455   \n",
       "latitude                     -0.045323         -0.082513         -0.131495   \n",
       "longitude                    -0.000716          0.005208          0.059142   \n",
       "Trust_countrymeasure          0.012541         -0.036279         -0.119311   \n",
       "Lon_avg                       0.391643          0.228245          0.172503   \n",
       "Dem_age                      -0.121926         -0.048034         -0.080918   \n",
       "Dem_dependents               -0.013277         -0.018745         -0.005996   \n",
       "Corona_concerns_1             0.131109          0.200970          0.222359   \n",
       "Corona_concerns_2             0.122896          0.173656          0.193199   \n",
       "Corona_concerns_3             0.129900          0.178987          0.208647   \n",
       "Corona_concerns_4             0.094013          0.106009          0.105005   \n",
       "Corona_concerns_5             0.051692          0.084032          0.074639   \n",
       "Expl_Distress_1               0.218682          0.211564          0.236433   \n",
       "Expl_Distress_2               0.262089          0.237335          0.182785   \n",
       "Expl_Distress_3               0.184648          0.183800          0.116886   \n",
       "Expl_Distress_4               0.233784          0.219428          0.218554   \n",
       "Expl_Distress_5               0.247172          0.274073          0.309587   \n",
       "Expl_Distress_6               0.447190          0.277737          0.183157   \n",
       "Expl_Distress_7               0.161709          0.157682          0.089214   \n",
       "Expl_Distress_8               0.238173          0.270802          0.156137   \n",
       "Expl_Distress_9               0.156829          0.165096          0.074630   \n",
       "Expl_Distress_10              0.165119          0.152133          0.160366   \n",
       "Expl_Distress_11              0.231267          0.259695          0.300369   \n",
       "Expl_Distress_12              0.181715          0.276238          0.304156   \n",
       "Expl_Distress_13              0.167235          0.253214          0.280402   \n",
       "Expl_Distress_14              0.219664          0.250152          0.250719   \n",
       "Expl_Distress_15              0.243421          0.221375          0.146921   \n",
       "Expl_Distress_16              0.397074          0.283628          0.195640   \n",
       "Expl_Distress_17              0.255100          0.283257          0.218891   \n",
       "Expl_Distress_18              0.469179          0.317466          0.200843   \n",
       "Expl_Distress_19              1.000000          0.303519          0.202594   \n",
       "Expl_Distress_20              0.303519          1.000000          0.243593   \n",
       "Expl_Distress_21              0.202594          0.243593          1.000000   \n",
       "Expl_Distress_22              0.204140          0.262470          0.395966   \n",
       "Expl_Distress_23              0.391499          0.273718          0.312899   \n",
       "Expl_Distress_24              0.290146          0.201361          0.156617   \n",
       "Compliance                    0.135112          0.095086          0.030406   \n",
       "\n",
       "                      Expl_Distress_22  Expl_Distress_23  Expl_Distress_24  \\\n",
       "PSS10_avg                     0.266498          0.386538          0.148609   \n",
       "latitude                     -0.275277         -0.065254         -0.036369   \n",
       "longitude                     0.015484         -0.062976         -0.014050   \n",
       "Trust_countrymeasure         -0.085734         -0.001087          0.057470   \n",
       "Lon_avg                       0.123688          0.340578          0.181209   \n",
       "Dem_age                      -0.040711         -0.143712         -0.038873   \n",
       "Dem_dependents                0.006922         -0.011008         -0.028183   \n",
       "Corona_concerns_1             0.202422          0.183661          0.054308   \n",
       "Corona_concerns_2             0.145721          0.187505          0.034249   \n",
       "Corona_concerns_3             0.173654          0.183010          0.057563   \n",
       "Corona_concerns_4             0.061610          0.172644          0.034990   \n",
       "Corona_concerns_5             0.034106          0.110464          0.032692   \n",
       "Expl_Distress_1               0.240974          0.264952          0.173793   \n",
       "Expl_Distress_2               0.178953          0.284110          0.159695   \n",
       "Expl_Distress_3               0.089950          0.191396          0.177816   \n",
       "Expl_Distress_4               0.212041          0.276559          0.201265   \n",
       "Expl_Distress_5               0.372411          0.273043          0.166215   \n",
       "Expl_Distress_6               0.149141          0.424846          0.371956   \n",
       "Expl_Distress_7               0.119560          0.115217          0.216931   \n",
       "Expl_Distress_8               0.176822          0.197192          0.161326   \n",
       "Expl_Distress_9               0.034033          0.145562          0.158328   \n",
       "Expl_Distress_10              0.109730          0.308494          0.154067   \n",
       "Expl_Distress_11              0.323001          0.280537          0.184120   \n",
       "Expl_Distress_12              0.247197          0.281958          0.084265   \n",
       "Expl_Distress_13              0.218360          0.262119          0.076133   \n",
       "Expl_Distress_14              0.204019          0.273823          0.183347   \n",
       "Expl_Distress_15              0.161471          0.232182          0.173402   \n",
       "Expl_Distress_16              0.246520          0.336221          0.262868   \n",
       "Expl_Distress_17              0.286098          0.235984          0.188091   \n",
       "Expl_Distress_18              0.203700          0.380680          0.251445   \n",
       "Expl_Distress_19              0.204140          0.391499          0.290146   \n",
       "Expl_Distress_20              0.262470          0.273718          0.201361   \n",
       "Expl_Distress_21              0.395966          0.312899          0.156617   \n",
       "Expl_Distress_22              1.000000          0.227472          0.152416   \n",
       "Expl_Distress_23              0.227472          1.000000          0.278976   \n",
       "Expl_Distress_24              0.152416          0.278976          1.000000   \n",
       "Compliance                   -0.025698          0.125833          0.099836   \n",
       "\n",
       "                      Compliance  \n",
       "PSS10_avg               0.020569  \n",
       "latitude               -0.062477  \n",
       "longitude              -0.114496  \n",
       "Trust_countrymeasure    0.120119  \n",
       "Lon_avg                 0.100452  \n",
       "Dem_age                 0.012477  \n",
       "Dem_dependents          0.050429  \n",
       "Corona_concerns_1       0.158821  \n",
       "Corona_concerns_2       0.169348  \n",
       "Corona_concerns_3       0.180537  \n",
       "Corona_concerns_4       0.170831  \n",
       "Corona_concerns_5       0.145182  \n",
       "Expl_Distress_1         0.052214  \n",
       "Expl_Distress_2         0.094765  \n",
       "Expl_Distress_3         0.058447  \n",
       "Expl_Distress_4         0.066826  \n",
       "Expl_Distress_5         0.086316  \n",
       "Expl_Distress_6         0.150402  \n",
       "Expl_Distress_7         0.068305  \n",
       "Expl_Distress_8         0.043219  \n",
       "Expl_Distress_9         0.060555  \n",
       "Expl_Distress_10        0.100729  \n",
       "Expl_Distress_11        0.067217  \n",
       "Expl_Distress_12        0.154418  \n",
       "Expl_Distress_13        0.144768  \n",
       "Expl_Distress_14        0.172285  \n",
       "Expl_Distress_15        0.051737  \n",
       "Expl_Distress_16        0.105477  \n",
       "Expl_Distress_17        0.062838  \n",
       "Expl_Distress_18        0.135037  \n",
       "Expl_Distress_19        0.135112  \n",
       "Expl_Distress_20        0.095086  \n",
       "Expl_Distress_21        0.030406  \n",
       "Expl_Distress_22       -0.025698  \n",
       "Expl_Distress_23        0.125833  \n",
       "Expl_Distress_24        0.099836  \n",
       "Compliance              1.000000  \n",
       "\n",
       "[37 rows x 37 columns]"
      ]
     },
     "execution_count": 246,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_apr.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "id": "2a0dd8d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 247,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches([20,10])\n",
    "sns.heatmap(df_apr.corr('spearman'), cmap='YlGnBu', linecolor='r', linewidths=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9cc412c",
   "metadata": {},
   "source": [
    "#### From the above map, we can infer that there are some interesting correlations between the different \"Corona Concerns\", \"Distress\", and \"PSS10_avg\" (Average Stress)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae279cdf",
   "metadata": {},
   "source": [
    "### Comparative Correlation Analysis for the Different Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "id": "1e73f11b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2, ax3) = plt.subplots(1,3)\n",
    "fig.set_size_inches([30,10])\n",
    "sns.heatmap(df_apr.corr('spearman'), cmap='YlGnBu', linecolor='r', linewidths=0.5, ax=ax1)\n",
    "sns.heatmap(df_may.corr('spearman'), cmap='YlGnBu', linecolor='r', linewidths=0.5, ax=ax2)\n",
    "sns.heatmap(df_june.corr('spearman'), cmap='YlGnBu', linecolor='r', linewidths=0.5, ax=ax3)\n",
    "ax1.set_title('April Dataset')\n",
    "ax2.set_title('May Dataset')\n",
    "ax3.set_title('June Dataset')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "id": "e8d1ffe7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, (ax1, ax2, ax3) = plt.subplots(1,3)\n",
    "fig.set_size_inches([30,10])\n",
    "sns.heatmap(df_apr.corr('pearson'), cmap='YlGnBu', linecolor='r', linewidths=0.5, ax=ax1)\n",
    "sns.heatmap(df_may.corr('pearson'), cmap='YlGnBu', linecolor='r', linewidths=0.5, ax=ax2)\n",
    "sns.heatmap(df_june.corr('pearson'), cmap='YlGnBu', linecolor='r', linewidths=0.5, ax=ax3)\n",
    "ax1.set_title('April Dataset')\n",
    "ax2.set_title('May Dataset')\n",
    "ax3.set_title('June Dataset')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a77a0f0a",
   "metadata": {},
   "source": [
    "#### From the above plots, we can infer that the datasets that we have from different months are similar to each other in terms of inter-variable correlations. They are not skewed in one way or the other and they can be used together for further analysis and machine learning based predictions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb9bd40c",
   "metadata": {},
   "source": [
    "### Pairplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "id": "aad544f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7fbcff5b6e20>"
      ]
     },
     "execution_count": 269,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df_apr[['PSS10_avg', 'Lon_avg', 'Compliance', 'Dem_age', 'Dem_dependents']])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0744e756",
   "metadata": {},
   "source": [
    "#### From the above pairplots, we can see the distribution of our data in terms of different variables. For example, we can observe that the values of the \"Compliance\" field are normally distributed, whereas the \"Dem_age\" values are somewhat log-normal."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f926c901",
   "metadata": {},
   "source": [
    "### Comparing the data distributions (in terms of age) from different months"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "id": "53a1ef50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "April Data - Average Age:  38.63320068767357\n",
      "May Data - Average Age:  39.383823978812266\n",
      "June Data - Average Age:  39.4391186077319\n"
     ]
    }
   ],
   "source": [
    "#box-plot using Matplotlib\n",
    "fig, axs = plt.subplots(2, 3)\n",
    "axs[0, 0].boxplot(df_apr['Dem_age'], 0, 'gD', showmeans=True)\n",
    "axs[0, 0].set_title('April_Age')\n",
    "axs[0, 1].boxplot(df_may['Dem_age'], 0, 'rD', showmeans=True)\n",
    "axs[0, 1].set_title('May_Age')\n",
    "axs[0, 2].boxplot(df_june['Dem_age'], 0, 'bD', showmeans=True)\n",
    "axs[0, 2].set_title('June_Age')\n",
    "axs[1, 0].violinplot(df_apr['Dem_age'])\n",
    "axs[1, 0].set_title('April_Age')\n",
    "axs[1, 1].violinplot(df_may['Dem_age'])\n",
    "axs[1, 1].set_title('May_Age')\n",
    "axs[1, 2].violinplot(df_june['Dem_age'])\n",
    "axs[1, 2].set_title('June_Age')\n",
    "fig.set_size_inches([15,15])\n",
    "plt.show()\n",
    "\n",
    "print('April Data - Average Age: ', df_apr['Dem_age'].mean())\n",
    "print('May Data - Average Age: ', df_may['Dem_age'].mean())\n",
    "print('June Data - Average Age: ', df_june['Dem_age'].mean())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c95dc7d9",
   "metadata": {},
   "source": [
    "#### From the above plots, we can conclude that our datasets are uniformly distributed across different ages and there is no skewness for any certain age-group in any of the three datasets."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "id": "e6f200fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'PSS10_avg'}>"
      ]
     },
     "execution_count": 292,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1080 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#@title Histograms\n",
    "fig, axs = plt.subplots(3, 2)\n",
    "fig.set_size_inches([20,15])\n",
    "\n",
    "axs[0,0].set_title('Compliance')\n",
    "df_apr['Compliance'].hist(ax=axs[0,0])\n",
    "\n",
    "axs[0,1].set_title('Dem_age')\n",
    "df_apr['Dem_age'].hist(ax=axs[0,1])\n",
    "\n",
    "bins_dependents = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
    "axs[1,0].set_title('Dem_dependents')\n",
    "df_apr['Dem_dependents'].hist(ax=axs[1,0], bins=bins_dependents)\n",
    "\n",
    "axs[1,1].set_title('Lon_avg')\n",
    "df_apr['Lon_avg'].hist(ax=axs[1,1])\n",
    "\n",
    "axs[2,0].set_title('Trust_countrymeasure')\n",
    "df_apr['Trust_countrymeasure'].hist(ax=axs[2,0])\n",
    "\n",
    "axs[2,1].set_title('PSS10_avg')\n",
    "df_apr['PSS10_avg'].hist(ax=axs[2,1])\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}