Firm Risk.ipynb

{
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  {
   "cell_type": "markdown",
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   "metadata": {},
   "source": [
    "# Firm Risk Dataset\n",
    "### Cleaned and analyzed by Joshua Ye for Professor Oz\n",
    "### November 13, 2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "24a6b1a7",
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   "outputs": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>gvkey</th>\n",
       "      <th>date</th>\n",
       "      <th>PRisk</th>\n",
       "      <th>NPRisk</th>\n",
       "      <th>Risk</th>\n",
       "      <th>PSentiment</th>\n",
       "      <th>NPSentiment</th>\n",
       "      <th>Sentiment</th>\n",
       "      <th>PRiskT_economic</th>\n",
       "      <th>PRiskT_environment</th>\n",
       "      <th>...</th>\n",
       "      <th>Covid_Risk</th>\n",
       "      <th>SARS_Exposure</th>\n",
       "      <th>H1N1_Exposure</th>\n",
       "      <th>Zika_Exposure</th>\n",
       "      <th>Ebola_Exposure</th>\n",
       "      <th>Brexit_Exposure</th>\n",
       "      <th>Brexit_Neg_Sentiment</th>\n",
       "      <th>Brexit_Pos_Sentiment</th>\n",
       "      <th>Brexit_Net_Sentiment</th>\n",
       "      <th>Brexit_Risk</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1004</td>\n",
       "      <td>2002q1</td>\n",
       "      <td>359.550720</td>\n",
       "      <td>2928.60140</td>\n",
       "      <td>168.982350</td>\n",
       "      <td>997.864150</td>\n",
       "      <td>5550.5807</td>\n",
       "      <td>469.39542</td>\n",
       "      <td>9001.563</td>\n",
       "      <td>6331.4300</td>\n",
       "      <td>...</td>\n",
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       "      <th>1</th>\n",
       "      <td>1004</td>\n",
       "      <td>2002q2</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1594.732100</td>\n",
       "      <td>-5656.6074</td>\n",
       "      <td>544.82417</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1004</td>\n",
       "      <td>2002q3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>49.334494</td>\n",
       "      <td>-17818.4180</td>\n",
       "      <td>318.47134</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</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>1004</td>\n",
       "      <td>2003q3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2581.944100</td>\n",
       "      <td>81710.4830</td>\n",
       "      <td>1314.82830</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1004</td>\n",
       "      <td>2003q4</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>298.87160</td>\n",
       "      <td>97.087379</td>\n",
       "      <td>2008.371500</td>\n",
       "      <td>81338.7620</td>\n",
       "      <td>1747.57280</td>\n",
       "      <td>2291.366</td>\n",
       "      <td>2100.7150</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>336155</th>\n",
       "      <td>346413</td>\n",
       "      <td>2021q1</td>\n",
       "      <td>153.928830</td>\n",
       "      <td>1157.64710</td>\n",
       "      <td>76.408787</td>\n",
       "      <td>1351.184200</td>\n",
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       "      <td>1184.33620</td>\n",
       "      <td>1305.567</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>336156</th>\n",
       "      <td>346434</td>\n",
       "      <td>2021q1</td>\n",
       "      <td>11.313973</td>\n",
       "      <td>119.24082</td>\n",
       "      <td>35.656980</td>\n",
       "      <td>6816.054300</td>\n",
       "      <td>6883.0831</td>\n",
       "      <td>1765.02050</td>\n",
       "      <td>2224.453</td>\n",
       "      <td>952.2698</td>\n",
       "      <td>...</td>\n",
       "      <td>0.192604</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336157</th>\n",
       "      <td>346957</td>\n",
       "      <td>2021q2</td>\n",
       "      <td>156.686470</td>\n",
       "      <td>521.42044</td>\n",
       "      <td>103.788270</td>\n",
       "      <td>2384.025700</td>\n",
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       "    <tr>\n",
       "      <th>336158</th>\n",
       "      <td>347085</td>\n",
       "      <td>2021q2</td>\n",
       "      <td>124.404590</td>\n",
       "      <td>590.95442</td>\n",
       "      <td>78.462142</td>\n",
       "      <td>1412.900600</td>\n",
       "      <td>27251.1620</td>\n",
       "      <td>915.39166</td>\n",
       "      <td>1610.634</td>\n",
       "      <td>809.1207</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>336159</th>\n",
       "      <td>347266</td>\n",
       "      <td>2021q2</td>\n",
       "      <td>72.385153</td>\n",
       "      <td>877.34531</td>\n",
       "      <td>95.111280</td>\n",
       "      <td>1758.423800</td>\n",
       "      <td>5233.7896</td>\n",
       "      <td>551.64543</td>\n",
       "      <td>1078.267</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>336160 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         gvkey    date       PRisk      NPRisk        Risk   PSentiment  \\\n",
       "0         1004  2002q1  359.550720  2928.60140  168.982350   997.864150   \n",
       "1         1004  2002q2    0.000000     0.00000    0.000000  1594.732100   \n",
       "2         1004  2002q3    0.000000     0.00000    0.000000    49.334494   \n",
       "3         1004  2003q3    0.000000     0.00000    0.000000  2581.944100   \n",
       "4         1004  2003q4    0.000000   298.87160   97.087379  2008.371500   \n",
       "...        ...     ...         ...         ...         ...          ...   \n",
       "336155  346413  2021q1  153.928830  1157.64710   76.408787  1351.184200   \n",
       "336156  346434  2021q1   11.313973   119.24082   35.656980  6816.054300   \n",
       "336157  346957  2021q2  156.686470   521.42044  103.788270  2384.025700   \n",
       "336158  347085  2021q2  124.404590   590.95442   78.462142  1412.900600   \n",
       "336159  347266  2021q2   72.385153   877.34531   95.111280  1758.423800   \n",
       "\n",
       "        NPSentiment   Sentiment  PRiskT_economic  PRiskT_environment  ...  \\\n",
       "0         5550.5807   469.39542         9001.563           6331.4300  ...   \n",
       "1        -5656.6074   544.82417            0.000              0.0000  ...   \n",
       "2       -17818.4180   318.47134            0.000              0.0000  ...   \n",
       "3        81710.4830  1314.82830            0.000              0.0000  ...   \n",
       "4        81338.7620  1747.57280         2291.366           2100.7150  ...   \n",
       "...             ...         ...              ...                 ...  ...   \n",
       "336155   27757.3730  1184.33620         1305.567           1769.3590  ...   \n",
       "336156    6883.0831  1765.02050         2224.453            952.2698  ...   \n",
       "336157   13839.1500  1608.71820         3352.725           3472.3740  ...   \n",
       "336158   27251.1620   915.39166         1610.634            809.1207  ...   \n",
       "336159    5233.7896   551.64543         1078.267           2810.7220  ...   \n",
       "\n",
       "        Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
       "0         0.000000            0.0            0.0            0.0   \n",
       "1         0.000000            0.0            0.0            0.0   \n",
       "2         0.000000            0.0            0.0            0.0   \n",
       "3         0.000000            0.0            0.0            0.0   \n",
       "4         0.000000            0.0            0.0            0.0   \n",
       "...            ...            ...            ...            ...   \n",
       "336155    0.000000            0.0            0.0            0.0   \n",
       "336156    0.192604            0.0            0.0            0.0   \n",
       "336157    0.000000            0.0            0.0            0.0   \n",
       "336158    0.161891            0.0            0.0            0.0   \n",
       "336159    0.000000            0.0            0.0            0.0   \n",
       "\n",
       "        Ebola_Exposure  Brexit_Exposure Brexit_Neg_Sentiment  \\\n",
       "0                  0.0              NaN                  NaN   \n",
       "1                  0.0              NaN                  NaN   \n",
       "2                  0.0              NaN                  NaN   \n",
       "3                  0.0              NaN                  NaN   \n",
       "4                  0.0              NaN                  NaN   \n",
       "...                ...              ...                  ...   \n",
       "336155             0.0              NaN                  NaN   \n",
       "336156             0.0              NaN                  NaN   \n",
       "336157             0.0              NaN                  NaN   \n",
       "336158             0.0              NaN                  NaN   \n",
       "336159             0.0              NaN                  NaN   \n",
       "\n",
       "       Brexit_Pos_Sentiment Brexit_Net_Sentiment Brexit_Risk  \n",
       "0                       NaN                  NaN         NaN  \n",
       "1                       NaN                  NaN         NaN  \n",
       "2                       NaN                  NaN         NaN  \n",
       "3                       NaN                  NaN         NaN  \n",
       "4                       NaN                  NaN         NaN  \n",
       "...                     ...                  ...         ...  \n",
       "336155                  NaN                  NaN         NaN  \n",
       "336156                  NaN                  NaN         NaN  \n",
       "336157                  NaN                  NaN         NaN  \n",
       "336158                  NaN                  NaN         NaN  \n",
       "336159                  NaN                  NaN         NaN  \n",
       "\n",
       "[336160 rows x 36 columns]"
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     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Import necessary libraries\n",
    "import pandas as pd\n",
    "\n",
    "# Reading firm risk excel file\n",
    "firm_risk = pd.read_excel(\"firmquarter_2021q2.xlsx\")\n",
    "\n",
    "firm_risk"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c20a9d8",
   "metadata": {},
   "source": [
    "# Firm Risk Descriptive Statistics\n",
    "### By overall, year, quarter, and country:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "73992875",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PRisk</th>\n",
       "      <th>NPRisk</th>\n",
       "      <th>Risk</th>\n",
       "      <th>PSentiment</th>\n",
       "      <th>NPSentiment</th>\n",
       "      <th>PRiskT_economic</th>\n",
       "      <th>PRiskT_environment</th>\n",
       "      <th>PRiskT_trade</th>\n",
       "      <th>PRiskT_institutions</th>\n",
       "      <th>PRiskT_health</th>\n",
       "      <th>...</th>\n",
       "      <th>Covid_Risk</th>\n",
       "      <th>SARS_Exposure</th>\n",
       "      <th>H1N1_Exposure</th>\n",
       "      <th>Zika_Exposure</th>\n",
       "      <th>Ebola_Exposure</th>\n",
       "      <th>Brexit_Exposure</th>\n",
       "      <th>Brexit_Neg_Sentiment</th>\n",
       "      <th>Brexit_Pos_Sentiment</th>\n",
       "      <th>Brexit_Net_Sentiment</th>\n",
       "      <th>Brexit_Risk</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>335079.00</td>\n",
       "      <td>335079.00</td>\n",
       "      <td>335079.00</td>\n",
       "      <td>335079.00</td>\n",
       "      <td>335079.00</td>\n",
       "      <td>335079.00</td>\n",
       "      <td>335079.00</td>\n",
       "      <td>335079.00</td>\n",
       "      <td>335079.00</td>\n",
       "      <td>335079.00</td>\n",
       "      <td>...</td>\n",
       "      <td>336119.00</td>\n",
       "      <td>336119.00</td>\n",
       "      <td>336119.00</td>\n",
       "      <td>336119.00</td>\n",
       "      <td>336119.00</td>\n",
       "      <td>140717.00</td>\n",
       "      <td>140717.00</td>\n",
       "      <td>140717.00</td>\n",
       "      <td>140717.00</td>\n",
       "      <td>140717.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>132.32</td>\n",
       "      <td>904.92</td>\n",
       "      <td>70.33</td>\n",
       "      <td>1105.99</td>\n",
       "      <td>9385.77</td>\n",
       "      <td>3923.73</td>\n",
       "      <td>4055.40</td>\n",
       "      <td>3004.38</td>\n",
       "      <td>2475.92</td>\n",
       "      <td>3652.73</td>\n",
       "      <td>...</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.95</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.19</td>\n",
       "      <td>-0.13</td>\n",
       "      <td>0.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>237.47</td>\n",
       "      <td>1444.62</td>\n",
       "      <td>66.92</td>\n",
       "      <td>1392.45</td>\n",
       "      <td>18183.95</td>\n",
       "      <td>7785.67</td>\n",
       "      <td>11612.68</td>\n",
       "      <td>11817.10</td>\n",
       "      <td>6009.96</td>\n",
       "      <td>12225.46</td>\n",
       "      <td>...</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.03</td>\n",
       "      <td>7.46</td>\n",
       "      <td>3.36</td>\n",
       "      <td>2.44</td>\n",
       "      <td>3.20</td>\n",
       "      <td>2.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-22029.90</td>\n",
       "      <td>-310436.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-221.24</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>19.77</td>\n",
       "      <td>146.43</td>\n",
       "      <td>27.77</td>\n",
       "      <td>360.64</td>\n",
       "      <td>762.18</td>\n",
       "      <td>605.06</td>\n",
       "      <td>485.75</td>\n",
       "      <td>226.51</td>\n",
       "      <td>325.22</td>\n",
       "      <td>445.33</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>65.59</td>\n",
       "      <td>474.07</td>\n",
       "      <td>54.11</td>\n",
       "      <td>1048.62</td>\n",
       "      <td>8929.20</td>\n",
       "      <td>1818.59</td>\n",
       "      <td>1612.29</td>\n",
       "      <td>977.77</td>\n",
       "      <td>1043.38</td>\n",
       "      <td>1429.63</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>153.46</td>\n",
       "      <td>1084.88</td>\n",
       "      <td>92.80</td>\n",
       "      <td>1800.45</td>\n",
       "      <td>17879.28</td>\n",
       "      <td>4303.13</td>\n",
       "      <td>4093.99</td>\n",
       "      <td>2751.34</td>\n",
       "      <td>2540.83</td>\n",
       "      <td>3525.74</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>11056.95</td>\n",
       "      <td>69623.54</td>\n",
       "      <td>1776.43</td>\n",
       "      <td>29098.62</td>\n",
       "      <td>543221.16</td>\n",
       "      <td>491425.80</td>\n",
       "      <td>1613323.00</td>\n",
       "      <td>1743778.00</td>\n",
       "      <td>429202.50</td>\n",
       "      <td>1103236.00</td>\n",
       "      <td>...</td>\n",
       "      <td>2.98</td>\n",
       "      <td>4.86</td>\n",
       "      <td>7.92</td>\n",
       "      <td>4.67</td>\n",
       "      <td>4.73</td>\n",
       "      <td>486.89</td>\n",
       "      <td>221.24</td>\n",
       "      <td>265.53</td>\n",
       "      <td>151.29</td>\n",
       "      <td>233.55</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8 rows × 27 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
       "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
       "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
       "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
       "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
       "25%        19.77     146.43      27.77      360.64       762.18   \n",
       "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
       "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
       "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
       "\n",
       "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
       "count        335079.00           335079.00     335079.00            335079.00   \n",
       "mean           3923.73             4055.40       3004.38              2475.92   \n",
       "std            7785.67            11612.68      11817.10              6009.96   \n",
       "min               0.00                0.00          0.00                 0.00   \n",
       "25%             605.06              485.75        226.51               325.22   \n",
       "50%            1818.59             1612.29        977.77              1043.38   \n",
       "75%            4303.13             4093.99       2751.34              2540.83   \n",
       "max          491425.80          1613323.00    1743778.00            429202.50   \n",
       "\n",
       "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
       "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
       "mean         3652.73  ...        0.01           0.00           0.00   \n",
       "std         12225.46  ...        0.06           0.04           0.06   \n",
       "min             0.00  ...        0.00           0.00           0.00   \n",
       "25%           445.33  ...        0.00           0.00           0.00   \n",
       "50%          1429.63  ...        0.00           0.00           0.00   \n",
       "75%          3525.74  ...        0.00           0.00           0.00   \n",
       "max       1103236.00  ...        2.98           4.86           7.92   \n",
       "\n",
       "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
       "count      336119.00       336119.00        140717.00             140717.00   \n",
       "mean            0.00            0.00             0.95                  0.32   \n",
       "std             0.03            0.03             7.46                  3.36   \n",
       "min             0.00            0.00             0.00                  0.00   \n",
       "25%             0.00            0.00             0.00                  0.00   \n",
       "50%             0.00            0.00             0.00                  0.00   \n",
       "75%             0.00            0.00             0.00                  0.00   \n",
       "max             4.67            4.73           486.89                221.24   \n",
       "\n",
       "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
       "count             140717.00             140717.00    140717.00  \n",
       "mean                   0.19                 -0.13         0.16  \n",
       "std                    2.44                  3.20         2.03  \n",
       "min                    0.00               -221.24         0.00  \n",
       "25%                    0.00                  0.00         0.00  \n",
       "50%                    0.00                  0.00         0.00  \n",
       "75%                    0.00                  0.00         0.00  \n",
       "max                  265.53                151.29       233.55  \n",
       "\n",
       "[8 rows x 27 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Overall descriptive statistics\n",
    "firm_risk[['PRisk', 'NPRisk', 'Risk', 'PSentiment', 'NPSentiment', 'PRiskT_economic', 'PRiskT_environment', 'PRiskT_trade', 'PRiskT_institutions', 'PRiskT_health', 'PRiskT_security', 'PRiskT_tax', 'PRiskT_technology', 'Covid_Exposure', 'Covid_Neg_Sentiment', 'Covid_Pos_Sentiment', 'Covid_Net_Sentiment', 'Covid_Risk', 'SARS_Exposure', 'H1N1_Exposure', 'Zika_Exposure', 'Ebola_Exposure', 'Brexit_Exposure', 'Brexit_Neg_Sentiment', 'Brexit_Pos_Sentiment', 'Brexit_Net_Sentiment', 'Brexit_Risk']].describe().round(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "12a6c239",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2002\n",
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2003\n",
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2004\n",
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2005\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2006\n",
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2007\n",
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2008\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2009\n",
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2010\n",
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2011\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2012\n",
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2013\n",
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2014\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2015\n",
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2016\n",
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2017\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2018\n",
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2019\n",
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2020\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  335079.00  335079.00  335079.00   335079.00    335079.00   \n",
      "mean      132.32     904.92      70.33     1105.99      9385.77   \n",
      "std       237.47    1444.62      66.92     1392.45     18183.95   \n",
      "min         0.00       0.00       0.00   -22029.90   -310436.52   \n",
      "25%        19.77     146.43      27.77      360.64       762.18   \n",
      "50%        65.59     474.07      54.11     1048.62      8929.20   \n",
      "75%       153.46    1084.88      92.80     1800.45     17879.28   \n",
      "max     11056.95   69623.54    1776.43    29098.62    543221.16   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        335079.00           335079.00     335079.00            335079.00   \n",
      "mean           3923.73             4055.40       3004.38              2475.92   \n",
      "std            7785.67            11612.68      11817.10              6009.96   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             605.06              485.75        226.51               325.22   \n",
      "50%            1818.59             1612.29        977.77              1043.38   \n",
      "75%            4303.13             4093.99       2751.34              2540.83   \n",
      "max          491425.80          1613323.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      335079.00  ...   336119.00      336119.00      336119.00   \n",
      "mean         3652.73  ...        0.01           0.00           0.00   \n",
      "std         12225.46  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           445.33  ...        0.00           0.00           0.00   \n",
      "50%          1429.63  ...        0.00           0.00           0.00   \n",
      "75%          3525.74  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.98           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      336119.00       336119.00        140717.00             140717.00   \n",
      "mean            0.00            0.00             0.95                  0.32   \n",
      "std             0.03            0.03             7.46                  3.36   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           486.89                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count             140717.00             140717.00    140717.00  \n",
      "mean                   0.19                 -0.13         0.16  \n",
      "std                    2.44                  3.20         2.03  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    }
   ],
   "source": [
    "# Descriptive statistics by year\n",
    "for year in range(2002, 2021):\n",
    "    year_data = pd.concat([firm_risk[firm_risk.date == str(year) + 'q1'], firm_risk[firm_risk.date == str(year) + 'q2'], firm_risk[firm_risk.date == str(year) + 'q3'], firm_risk[firm_risk.date == str(year) + 'q4']])\n",
    "    print(\"\\nDescriptive statistics for\", year)\n",
    "    print(firm_risk[['PRisk', 'NPRisk', 'Risk', 'PSentiment', 'NPSentiment', 'PRiskT_economic', 'PRiskT_environment', 'PRiskT_trade', 'PRiskT_institutions', 'PRiskT_health', 'PRiskT_security', 'PRiskT_tax', 'PRiskT_technology', 'Covid_Exposure', 'Covid_Neg_Sentiment', 'Covid_Pos_Sentiment', 'Covid_Net_Sentiment', 'Covid_Risk', 'SARS_Exposure', 'H1N1_Exposure', 'Zika_Exposure', 'Ebola_Exposure', 'Brexit_Exposure', 'Brexit_Neg_Sentiment', 'Brexit_Pos_Sentiment', 'Brexit_Net_Sentiment', 'Brexit_Risk']].describe().round(2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c1870939",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2002q1\n",
      "         PRisk    NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   230.00    230.00  230.00      230.00       230.00           230.00   \n",
      "mean    108.24    939.87   61.69      865.25      4423.47          3139.64   \n",
      "std     165.85   1700.09   61.32     1053.73     17510.58          5515.84   \n",
      "min       0.00      0.00    0.00    -3064.70    -67213.50             0.00   \n",
      "25%      17.04    138.73   24.35      219.23     -4362.04           442.14   \n",
      "50%      47.77    421.37   50.01      775.60      5628.46          1533.30   \n",
      "75%     125.25   1080.99   77.27     1412.16     14457.31          3632.28   \n",
      "max    1143.88  12886.10  611.76     5005.46     52668.32         41432.68   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              230.00        230.00               230.00         230.00   \n",
      "mean              3289.26       2444.41              1795.24        3415.24   \n",
      "std               5953.58       6201.04              2849.62       12345.94   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                333.59        226.08               279.68         271.47   \n",
      "50%               1225.55        755.74               843.69        1027.09   \n",
      "75%               3593.80       2589.37              1914.51        2968.84   \n",
      "max              56680.91      75807.79             18891.14      176292.60   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       246.0          246.0          246.0          246.0   \n",
      "mean   ...         0.0            0.0            0.0            0.0   \n",
      "std    ...         0.0            0.0            0.0            0.0   \n",
      "min    ...         0.0            0.0            0.0            0.0   \n",
      "25%    ...         0.0            0.0            0.0            0.0   \n",
      "50%    ...         0.0            0.0            0.0            0.0   \n",
      "75%    ...         0.0            0.0            0.0            0.0   \n",
      "max    ...         0.0            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           246.0              0.0                   0.0   \n",
      "mean              0.0              NaN                   NaN   \n",
      "std               0.0              NaN                   NaN   \n",
      "min               0.0              NaN                   NaN   \n",
      "25%               0.0              NaN                   NaN   \n",
      "50%               0.0              NaN                   NaN   \n",
      "75%               0.0              NaN                   NaN   \n",
      "max               0.0              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2002q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  1644.00   1644.00  1644.00     1644.00      1644.00          1644.00   \n",
      "mean    105.82    795.41    61.21      861.54      8006.06          3033.70   \n",
      "std     169.15   1278.29    57.49     1102.67     17851.95          5947.20   \n",
      "min       0.00      0.00     0.00    -5664.49   -154910.91             0.00   \n",
      "25%      14.76    116.92    24.97      235.37      -597.26           486.99   \n",
      "50%      55.68    401.08    48.22      794.59      7132.15          1504.33   \n",
      "75%     128.32    925.03    79.39     1429.40     15948.98          3325.77   \n",
      "max    2230.36  16947.16   531.01     5487.97    132685.71         94677.07   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             1644.00       1644.00              1644.00        1644.00   \n",
      "mean              3167.88       2021.04              1879.36        2561.81   \n",
      "std               6958.71       4393.70              3718.30        4728.30   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                377.87        168.89               261.83         347.05   \n",
      "50%               1310.05        707.24               864.25        1165.58   \n",
      "75%               2863.53       1863.54              1988.19        2652.32   \n",
      "max             113907.90      69520.12             56914.11       83759.55   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      1645.0        1645.00        1645.00         1645.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.01           0.00            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.54           0.18            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          1645.0              0.0                   0.0   \n",
      "mean              0.0              NaN                   NaN   \n",
      "std               0.0              NaN                   NaN   \n",
      "min               0.0              NaN                   NaN   \n",
      "25%               0.0              NaN                   NaN   \n",
      "50%               0.0              NaN                   NaN   \n",
      "75%               0.0              NaN                   NaN   \n",
      "max               0.0              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2002q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  1691.00   1691.00  1691.00     1691.00      1691.00          1691.00   \n",
      "mean    112.38    871.99    67.52      815.16      6807.86          3452.72   \n",
      "std     176.39   1115.99    63.08     1149.62     18661.48          6545.11   \n",
      "min       0.00      0.00     0.00    -7884.03   -151291.34             0.00   \n",
      "25%      25.68    202.43    31.26      190.80     -1764.36           778.63   \n",
      "50%      63.46    519.70    54.00      735.68      6790.13          1826.94   \n",
      "75%     128.73   1102.32    86.17     1387.94     16301.47          3793.71   \n",
      "max    2655.25  11119.73  1114.21     9832.49    109778.31        110824.90   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             1691.00       1691.00              1691.00        1691.00   \n",
      "mean              3326.06       2201.32              2201.15        3020.58   \n",
      "std               9270.21       4894.92              5641.79        8791.08   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                592.50        300.12               414.55         559.32   \n",
      "50%               1543.19        961.73              1045.07        1366.04   \n",
      "75%               3403.10       2329.22              2249.68        2931.81   \n",
      "max             284673.30      93055.59            173047.50      275333.90   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      1691.0        1691.00         1691.0         1691.0   \n",
      "mean   ...         0.0           0.00            0.0            0.0   \n",
      "std    ...         0.0           0.00            0.0            0.0   \n",
      "min    ...         0.0           0.00            0.0            0.0   \n",
      "25%    ...         0.0           0.00            0.0            0.0   \n",
      "50%    ...         0.0           0.00            0.0            0.0   \n",
      "75%    ...         0.0           0.00            0.0            0.0   \n",
      "max    ...         0.0           0.09            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         1691.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.04              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.59              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2002q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  2016.00   2016.00  2016.00     2016.00      2016.00          2016.00   \n",
      "mean    131.56    846.22    68.66      751.84      6640.27          3673.37   \n",
      "std     210.03   1085.74    61.20     1230.36     19033.76          5932.93   \n",
      "min       0.00      0.00     0.00   -11035.04   -118884.34             0.00   \n",
      "25%      25.10    177.27    30.91      102.80     -2190.34           768.72   \n",
      "50%      69.21    498.26    54.48      729.81      6432.46          2009.38   \n",
      "75%     155.73   1075.06    88.24     1374.44     16318.99          4156.97   \n",
      "max    3503.75  11727.75   604.31     9346.72    104017.83        108770.70   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             2016.00       2016.00              2016.00        2016.00   \n",
      "mean              3572.14       2528.21              2426.21        3303.28   \n",
      "std               7313.79       5677.01              6131.85        6750.17   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                610.03        284.10               416.53         577.65   \n",
      "50%               1700.68       1013.53              1139.13        1499.53   \n",
      "75%               3939.34       2700.72              2493.92        3418.89   \n",
      "max             176833.30     121120.30            181780.00      118721.40   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      2016.0        2016.00         2016.0         2016.0   \n",
      "mean   ...         0.0           0.00            0.0            0.0   \n",
      "std    ...         0.0           0.01            0.0            0.0   \n",
      "min    ...         0.0           0.00            0.0            0.0   \n",
      "25%    ...         0.0           0.00            0.0            0.0   \n",
      "50%    ...         0.0           0.00            0.0            0.0   \n",
      "75%    ...         0.0           0.00            0.0            0.0   \n",
      "max    ...         0.0           0.19            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         2016.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.07              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              3.27              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2003q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  2160.00   2160.00  2160.00     2160.00      2160.00          2160.00   \n",
      "mean    158.57    903.05    70.16      816.72      6223.81          4641.62   \n",
      "std     263.27   1210.92    63.95     1249.66     20637.77          9176.98   \n",
      "min       0.00      0.00     0.00   -14255.44   -162645.41             0.00   \n",
      "25%      27.57    208.11    32.57      201.08     -2233.05           897.97   \n",
      "50%      77.30    535.88    55.60      792.33      7079.62          2253.77   \n",
      "75%     179.87   1134.30    91.30     1404.42     16671.87          5182.30   \n",
      "max    3895.09  13054.63  1162.79     9500.56    104269.25        180135.90   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             2160.00       2160.00              2160.00        2160.00   \n",
      "mean              4851.04       3287.17              2593.05        3938.93   \n",
      "std              11453.00       6840.09              4586.50       10709.72   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                658.74        363.17               462.71         617.45   \n",
      "50%               1921.45       1237.06              1287.51        1685.06   \n",
      "75%               4748.63       3417.65              2944.96        4111.90   \n",
      "max             193419.90     100144.10             70079.82      238560.40   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      2160.0        2160.00         2160.0         2160.0   \n",
      "mean   ...         0.0           0.00            0.0            0.0   \n",
      "std    ...         0.0           0.01            0.0            0.0   \n",
      "min    ...         0.0           0.00            0.0            0.0   \n",
      "25%    ...         0.0           0.00            0.0            0.0   \n",
      "50%    ...         0.0           0.00            0.0            0.0   \n",
      "75%    ...         0.0           0.00            0.0            0.0   \n",
      "max    ...         0.0           0.36            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          2160.0              0.0                   0.0   \n",
      "mean              0.0              NaN                   NaN   \n",
      "std               0.0              NaN                   NaN   \n",
      "min               0.0              NaN                   NaN   \n",
      "25%               0.0              NaN                   NaN   \n",
      "50%               0.0              NaN                   NaN   \n",
      "75%               0.0              NaN                   NaN   \n",
      "max               0.0              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2003q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  2277.00   2277.00  2277.00     2277.00      2277.00          2277.00   \n",
      "mean    136.97    945.22    69.97      748.14      6758.25          3963.71   \n",
      "std     217.47   1341.90    61.03     1295.92     18239.49          7397.45   \n",
      "min       0.00      0.00     0.00   -12009.77   -127735.28             0.00   \n",
      "25%      27.12    194.96    31.70      138.74     -1431.71           834.33   \n",
      "50%      74.84    510.08    55.11      724.04      6791.60          2087.00   \n",
      "75%     166.10   1143.35    91.95     1375.24     16002.00          4491.87   \n",
      "max    3973.68  14200.85   523.42    13284.17    157036.45        221542.40   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             2277.00       2277.00              2277.00        2277.00   \n",
      "mean              4102.91       2833.22              2583.06        3540.86   \n",
      "std               9435.57       7365.62              6149.90        9319.56   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                656.23        352.58               436.33         582.71   \n",
      "50%               1844.70       1117.18              1204.96        1584.30   \n",
      "75%               4214.10       2917.32              2742.59        3543.45   \n",
      "max             243712.30     250341.00            141885.10      190087.50   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      2277.0        2277.00        2277.00         2277.0   \n",
      "mean   ...         0.0           0.10           0.00            0.0   \n",
      "std    ...         0.0           0.26           0.00            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           2.93           0.22            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          2277.0              0.0                   0.0   \n",
      "mean              0.0              NaN                   NaN   \n",
      "std               0.0              NaN                   NaN   \n",
      "min               0.0              NaN                   NaN   \n",
      "25%               0.0              NaN                   NaN   \n",
      "50%               0.0              NaN                   NaN   \n",
      "75%               0.0              NaN                   NaN   \n",
      "max               0.0              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2003q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3219.00   3219.00  3219.00     3219.00      3219.00          3219.00   \n",
      "mean    123.70    832.31    65.53      873.77      7422.67          3713.65   \n",
      "std     208.64   1186.24    60.00     1333.33     20779.81          6482.44   \n",
      "min       0.00      0.00     0.00   -10270.05   -141331.67             0.00   \n",
      "25%      19.23    151.59    27.01      218.26     -1089.51           664.15   \n",
      "50%      63.56    450.70    50.80      808.09      7904.52          1781.83   \n",
      "75%     141.80   1021.79    86.96     1493.14     16475.66          4055.71   \n",
      "max    3666.01  13553.68   652.19    10699.78    169365.47         99426.00   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3219.00       3219.00              3219.00        3219.00   \n",
      "mean              3798.83       2771.56              2359.74        3403.80   \n",
      "std               8998.99       9326.22              5005.58       11213.75   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                531.80        240.99               337.41         450.53   \n",
      "50%               1545.70        956.79              1033.97        1402.66   \n",
      "75%               3799.55       2635.42              2410.10        3356.65   \n",
      "max             235847.70     389610.20             93133.21      493128.30   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      3219.0        3219.00        3219.00         3219.0   \n",
      "mean   ...         0.0           0.06           0.00            0.0   \n",
      "std    ...         0.0           0.25           0.00            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           4.33           0.21            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         3219.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.01              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.26              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2003q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3150.00   3150.00  3150.00     3150.00      3150.00          3150.00   \n",
      "mean    117.40    894.12    63.51      953.75      7601.49          3372.39   \n",
      "std     211.76   1669.73    61.28     1273.73     18685.39          6547.00   \n",
      "min       0.00      0.00     0.00   -11412.39   -122971.79             0.00   \n",
      "25%      17.27    132.26    26.37      321.48      -979.70           586.63   \n",
      "50%      59.31    435.49    49.38      895.96      7565.20          1626.58   \n",
      "75%     132.46   1007.13    82.87     1556.75     16711.18          3715.28   \n",
      "max    3090.82  39643.84   692.04    11317.65    123409.57        141799.20   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3150.00       3150.00              3150.00        3150.00   \n",
      "mean              3383.42       2464.50              2270.00        3333.88   \n",
      "std               8270.78       8673.08              7465.75        9828.84   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                438.50        194.59               292.34         416.47   \n",
      "50%               1348.40        818.41               930.82        1248.87   \n",
      "75%               3378.19       2331.04              2275.37        3060.89   \n",
      "max             201875.60     355467.30            311486.40      252107.10   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      3150.0        3150.00        3150.00         3150.0   \n",
      "mean   ...         0.0           0.02           0.00            0.0   \n",
      "std    ...         0.0           0.12           0.00            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           2.41           0.11            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         3150.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.01              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.68              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2004q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3238.00   3238.00  3238.00     3238.00      3238.00          3238.00   \n",
      "mean    106.98    837.35    61.30     1071.43      8013.28          3086.18   \n",
      "std     172.06   1366.39    57.16     1227.33     20773.54          5528.89   \n",
      "min       0.00      0.00     0.00   -11161.78   -189494.37             0.00   \n",
      "25%      17.35    137.66    25.85      440.95      -378.62           548.39   \n",
      "50%      56.36    439.17    48.00     1009.81      8719.89          1597.22   \n",
      "75%     129.86    991.33    79.10     1652.24     17579.66          3589.11   \n",
      "max    3231.93  21522.55   557.57    11826.06    125341.60        101215.90   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3238.00       3238.00              3238.00        3238.00   \n",
      "mean              3083.57       2196.48              2007.75        2875.23   \n",
      "std               6788.21       5321.71              3896.14        6447.46   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                415.25        207.99               282.49         387.69   \n",
      "50%               1320.97        810.95               919.29        1254.14   \n",
      "75%               3257.45       2229.49              2247.46        2975.50   \n",
      "max             161802.50      88049.80             66850.34       97813.27   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      3238.0        3238.00        3238.00         3238.0   \n",
      "mean   ...         0.0           0.01           0.00            0.0   \n",
      "std    ...         0.0           0.09           0.01            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           2.10           0.27            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         3238.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.03              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.47              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2004q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3238.00   3238.00  3238.00     3238.00      3238.00          3238.00   \n",
      "mean    104.00    833.38    62.53     1110.97      9448.36          3161.31   \n",
      "std     162.88   1357.61    60.40     1297.46     17623.16          5835.41   \n",
      "min       0.00      0.00     0.00   -11622.94   -204657.69             0.00   \n",
      "25%      15.52    141.79    24.75      434.55       915.25           499.64   \n",
      "50%      53.62    445.27    47.24     1039.35      9227.96          1575.08   \n",
      "75%     129.29    991.51    82.94     1677.74     18162.12          3665.56   \n",
      "max    2624.26  29662.15   813.95    16857.90    150052.74        132123.90   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3238.00       3238.00              3238.00        3238.00   \n",
      "mean              3240.74       2310.35              2076.51        3015.83   \n",
      "std              10450.17       8150.93              4762.27       13145.78   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                403.82        174.76               271.60         373.92   \n",
      "50%               1340.76        779.25               886.53        1247.08   \n",
      "75%               3317.75       2199.95              2244.44        3009.64   \n",
      "max             478069.90     267917.50             99461.74      663096.90   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      3238.0        3238.00        3238.00         3238.0   \n",
      "mean   ...         0.0           0.01           0.00            0.0   \n",
      "std    ...         0.0           0.05           0.00            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           1.94           0.12            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         3238.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.01              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.69              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2004q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3375.00   3375.00  3375.00     3375.00      3375.00          3375.00   \n",
      "mean    105.67    795.99    61.09     1028.58      8712.40          3067.61   \n",
      "std     194.64   1173.39    56.53     1316.45     17537.82          5485.25   \n",
      "min       0.00      0.00     0.00   -18318.39   -140919.64             0.00   \n",
      "25%      17.35    139.34    24.67      384.65       823.99           526.02   \n",
      "50%      53.21    455.23    47.82      953.69      8627.43          1544.39   \n",
      "75%     127.21    996.10    80.61     1598.75     16845.56          3536.49   \n",
      "max    4948.26  25507.23   663.82    18401.91    170307.73         95979.43   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3375.00       3375.00              3375.00        3375.00   \n",
      "mean              3135.02       2245.71              1995.51        3084.25   \n",
      "std               7487.76       6896.43              4902.07       12536.43   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                414.36        182.91               281.87         384.03   \n",
      "50%               1240.13        777.48               869.02        1167.77   \n",
      "75%               3196.03       2203.46              2076.64        2948.02   \n",
      "max             164789.60     175859.90            146449.30      589005.10   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      3375.0        3375.00        3375.00         3375.0   \n",
      "mean   ...         0.0           0.01           0.00            0.0   \n",
      "std    ...         0.0           0.04           0.00            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.71           0.19            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         3375.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.05              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              3.14              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2004q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3339.00   3339.00  3339.00     3339.00      3339.00          3339.00   \n",
      "mean    113.75    843.32    61.95      963.78      7349.23          3148.40   \n",
      "std     203.36   1356.47    58.55     1301.54     18276.53          5375.14   \n",
      "min       0.00      0.00     0.00    -9166.90   -170023.67             0.00   \n",
      "25%      16.20    139.32    25.30      319.54      -367.87           546.42   \n",
      "50%      56.79    431.91    48.89      913.00      7532.09          1613.95   \n",
      "75%     130.53   1004.44    81.03     1571.59     15970.97          3761.30   \n",
      "max    3042.16  20016.47   834.47    15373.59    138720.06         77954.92   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3339.00       3339.00              3339.00        3339.00   \n",
      "mean              3309.08       2305.58              2243.44        3093.42   \n",
      "std               7535.56       6970.20              5330.44        9628.44   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                426.24        199.84               286.94         386.03   \n",
      "50%               1391.33        860.73               947.30        1261.74   \n",
      "75%               3488.19       2222.34              2247.89        3021.42   \n",
      "max             179991.90     188275.60            120724.40      376948.10   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      3339.0        3339.00        3339.00         3339.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.03           0.01            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.95           0.50            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         3339.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.01              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.33              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2005q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3495.00   3495.00  3495.00     3495.00      3495.00          3495.00   \n",
      "mean     98.87    798.51    59.67     1116.51      8608.68          2842.58   \n",
      "std     169.21   1229.20    57.88     1271.10     18644.29          5052.99   \n",
      "min       0.00      0.00     0.00   -12285.90   -224968.63             0.00   \n",
      "25%      15.01    130.32    23.82      481.57       443.87           498.32   \n",
      "50%      51.27    430.10    46.26     1046.53      8759.30          1415.88   \n",
      "75%     117.65    958.88    77.35     1729.94     17568.43          3255.29   \n",
      "max    2874.24  20119.03   858.33    10072.16    136665.28         89504.04   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3495.00       3495.00              3495.00        3495.00   \n",
      "mean              3044.79       2211.68              1919.73        2651.82   \n",
      "std               8015.45      11246.80              4562.69        6367.70   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                382.12        189.54               263.72         387.30   \n",
      "50%               1230.56        766.40               845.34        1132.08   \n",
      "75%               3030.43       2071.05              1958.41        2675.02   \n",
      "max             192935.40     601242.10            110256.80      198809.30   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      3495.0        3495.00        3495.00         3495.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.02           0.01            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.52           0.30            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         3495.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.04              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              2.20              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2005q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3515.00   3515.00  3515.00     3515.00      3515.00          3515.00   \n",
      "mean    103.31    792.15    60.83     1010.76      7970.66          2923.95   \n",
      "std     200.44   1235.66    58.00     1266.33     17528.18          6026.36   \n",
      "min       0.00      0.00     0.00    -9748.98   -185478.79             0.00   \n",
      "25%      14.09    139.53    24.49      364.22       372.45           468.20   \n",
      "50%      50.91    423.53    47.34      930.90      8061.69          1423.41   \n",
      "75%     118.11    986.60    79.11     1611.10     16310.67          3318.19   \n",
      "max    3054.60  24842.86   635.65    13467.75    165479.36        165343.40   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3515.00       3515.00              3515.00        3515.00   \n",
      "mean              3154.67       2088.14              1967.63        2961.56   \n",
      "std               9205.72       5321.04              5060.43        9789.86   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                371.86        180.41               255.00         333.08   \n",
      "50%               1238.67        780.16               807.19        1148.41   \n",
      "75%               3040.79       2148.81              2036.94        2664.07   \n",
      "max             228287.20     140542.50            102501.70      378991.20   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      3515.0        3515.00        3515.00         3515.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.03           0.01            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.93           0.21            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         3515.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.03              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.64              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2005q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3683.00   3683.00  3683.00     3683.00      3683.00          3683.00   \n",
      "mean    105.41    790.36    60.06     1067.21      8659.89          3053.03   \n",
      "std     216.85   1183.84    56.14     1247.92     18077.14          6208.59   \n",
      "min       0.00      0.00     0.00    -8956.91   -232291.19             0.00   \n",
      "25%      15.19    131.92    24.55      426.94       779.50           487.44   \n",
      "50%      53.37    430.41    47.03      990.80      8663.29          1479.51   \n",
      "75%     120.25    949.60    78.91     1659.00     16800.08          3385.38   \n",
      "max    7207.34  15361.13   618.18    13786.52    192052.32        126337.90   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3683.00       3683.00              3683.00        3683.00   \n",
      "mean              3402.69       2369.46              2015.39        2897.99   \n",
      "std              15060.16      12449.77              5060.77        8149.78   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                405.86        183.17               247.03         371.95   \n",
      "50%               1287.94        736.46               861.88        1186.94   \n",
      "75%               3173.12       2078.58              2027.01        2770.05   \n",
      "max             763763.10     617521.20            113417.10      221801.10   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      3683.0        3683.00        3683.00         3683.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.05           0.01            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           2.99           0.85            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         3683.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.04              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.93              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2005q4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3715.00   3715.00  3715.00     3715.00      3715.00          3715.00   \n",
      "mean    103.12    813.26    63.00      906.56      7544.85          3023.74   \n",
      "std     165.47   1196.95    62.08     1240.79     17664.48          5279.55   \n",
      "min       0.00      0.00     0.00   -12935.10   -217262.26             0.00   \n",
      "25%      16.09    145.11    26.06      261.28        47.12           555.35   \n",
      "50%      54.82    445.25    48.24      888.25      7846.33          1561.26   \n",
      "75%     122.31    978.44    81.88     1525.65     16083.58          3400.43   \n",
      "max    3307.97  13515.44   856.55    16529.48    128730.06        137687.90   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3715.00       3715.00              3715.00        3715.00   \n",
      "mean              3134.71       2168.54              2038.02        2860.43   \n",
      "std               6991.17       5606.48              6589.78        7495.68   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                419.19        192.71               300.32         405.89   \n",
      "50%               1347.78        760.72               871.67        1211.56   \n",
      "75%               3260.71       2179.62              2067.92        2833.09   \n",
      "max             147514.60     186061.70            242425.70      275363.20   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      3715.0        3715.00        3715.00         3715.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.02           0.06            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.70           2.50            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         3715.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.05              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              2.11              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2006q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3796.00   3796.00  3796.00     3796.00      3796.00          3796.00   \n",
      "mean    101.42    795.11    61.19     1128.77      8846.87          2834.41   \n",
      "std     168.38   1203.06    60.05     1227.04     18888.29          4586.15   \n",
      "min       0.00      0.00     0.00    -6248.10   -168766.31             0.00   \n",
      "25%      15.01    131.54    24.18      461.75       397.38           498.40   \n",
      "50%      52.86    423.48    47.66     1041.30      9151.16          1476.24   \n",
      "75%     121.64    936.05    79.43     1733.10     18171.85          3330.60   \n",
      "max    2758.65  12232.30   762.33    10811.95    154100.58         80302.82   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3796.00       3796.00              3796.00        3796.00   \n",
      "mean              3086.23       2056.92              1853.18        3013.36   \n",
      "std               7197.30       4844.75              3756.23       12745.76   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                381.37        175.68               259.21         360.60   \n",
      "50%               1241.13        745.48               879.02        1167.16   \n",
      "75%               3164.43       2032.50              2012.34        2805.96   \n",
      "max             157791.70      90049.88             80810.06      498325.10   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      3796.0        3796.00        3796.00         3796.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.01           0.06            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.39           3.53            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         3796.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.02              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.04              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2006q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3786.00   3786.00  3786.00     3786.00      3786.00          3786.00   \n",
      "mean    105.48    821.08    62.09     1073.99      8938.36          3152.30   \n",
      "std     180.64   1227.42    61.75     1283.31     17950.66          9772.13   \n",
      "min       0.00      0.00     0.00   -17007.10   -226598.41             0.00   \n",
      "25%      14.04    127.60    24.03      418.51       943.12           504.42   \n",
      "50%      53.63    448.95    47.28     1033.73      8535.70          1457.06   \n",
      "75%     123.37    987.45    81.68     1700.36     17117.03          3449.09   \n",
      "max    3458.65  15130.48   808.08    29098.62    146391.71        491425.80   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3786.00       3786.00              3786.00        3786.00   \n",
      "mean              3437.08       2299.06              1998.95        3005.59   \n",
      "std              18471.61       6635.94              4248.06       12153.65   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                383.50        161.27               253.46         356.46   \n",
      "50%               1237.25        743.12               853.71        1143.34   \n",
      "75%               3271.68       2151.00              2129.62        2879.70   \n",
      "max             891337.10     200600.70             87690.02      595576.60   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      3787.0        3787.00        3787.00         3787.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.03           0.03            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           1.26           1.17            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         3787.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.02              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.73              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2006q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4057.00   4057.00  4057.00     4057.00      4057.00          4057.00   \n",
      "mean    115.34    808.86    62.94     1072.77      8575.18          3412.41   \n",
      "std     245.94   1164.23    62.91     1221.88     18050.75          7176.17   \n",
      "min       0.00      0.00     0.00    -8250.88   -187060.07             0.00   \n",
      "25%      15.78    133.38    24.75      420.61       734.73           517.52   \n",
      "50%      53.61    436.72    48.09     1023.34      8433.09          1524.39   \n",
      "75%     126.96   1000.92    81.62     1685.95     17085.91          3507.33   \n",
      "max    6341.93  17286.22   848.83     9028.90    190098.06        143613.30   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4057.00       4057.00              4057.00        4057.00   \n",
      "mean              3520.43       2420.37              2212.02        3336.39   \n",
      "std               9616.38       6910.39              5250.90       13720.52   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                409.02        179.39               262.07         383.27   \n",
      "50%               1290.71        748.99               872.40        1182.30   \n",
      "75%               3325.03       2228.69              2179.79        2969.50   \n",
      "max             286479.30     159874.00            103299.10      560407.70   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4066.0        4066.00        4066.00         4066.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.03           0.04            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           1.57           1.51            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4066.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.02              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.24              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2006q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3932.00   3932.00  3932.00     3932.00      3932.00          3932.00   \n",
      "mean    102.10    785.98    60.13     1027.43      8272.93          2988.34   \n",
      "std     170.45   1231.16    55.90     1244.84     17639.49          5894.40   \n",
      "min       0.00      0.00     0.00   -11823.91   -121314.07             0.00   \n",
      "25%      14.27    123.30    24.16      359.72       491.04           498.20   \n",
      "50%      52.15    414.17    46.49      975.11      8181.12          1497.79   \n",
      "75%     123.01    925.52    79.69     1663.77     16357.39          3364.64   \n",
      "max    2731.58  17239.32   585.76    14732.49    157128.13        130677.10   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3932.00       3932.00              3932.00        3932.00   \n",
      "mean              3206.09       2191.26              1901.86        2927.95   \n",
      "std              12861.15       5737.01              4377.81       11177.46   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                365.67        161.72               252.41         346.33   \n",
      "50%               1189.80        733.95               836.04        1152.47   \n",
      "75%               3127.68       2153.93              2013.57        2753.09   \n",
      "max             643711.40     131003.80             91854.88      522175.90   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      3978.0        3978.00        3978.00         3978.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.02           0.04            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           1.14           2.35            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         3978.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.01              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.49              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2007q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4038.00   4038.00  4038.00     4038.00      4038.00          4038.00   \n",
      "mean    109.59    843.27    60.83     1125.46      8831.08          3141.82   \n",
      "std     206.53   1483.09    56.04     1251.51     17778.54          6297.74   \n",
      "min       0.00      0.00     0.00   -12095.50   -160800.76             0.00   \n",
      "25%      14.33    138.35    24.10      442.14       629.43           494.75   \n",
      "50%      53.49    444.80    47.35     1068.80      8785.22          1469.03   \n",
      "75%     122.50    973.61    80.91     1760.80     17768.80          3474.43   \n",
      "max    4248.76  37597.32   498.61     9890.69    103485.60        122389.40   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4038.00       4038.00              4038.00        4038.00   \n",
      "mean              3347.19       2309.81              2031.36        3192.35   \n",
      "std              10745.96       6434.66              4919.76       14156.06   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                383.91        174.54               259.96         352.44   \n",
      "50%               1256.75        743.11               842.57        1151.41   \n",
      "75%               3292.56       2198.00              2084.92        2873.25   \n",
      "max             403369.40     165811.00            169333.50      452864.50   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4058.0        4058.00        4058.00         4058.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.01           0.03            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.30           1.47            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4058.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.01              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.56              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2007q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4005.00   4005.00  4005.00     4005.00      4005.00          4005.00   \n",
      "mean    106.90    835.23    60.67     1091.68      8414.42          3017.90   \n",
      "std     193.57   1366.04    58.08     1244.08     16614.07          5968.71   \n",
      "min       0.00      0.00     0.00   -10622.17   -123396.35             0.00   \n",
      "25%      14.13    126.77    23.31      431.73       530.63           433.23   \n",
      "50%      50.92    424.26    47.02     1031.53      8342.48          1404.39   \n",
      "75%     125.20   1004.96    80.66     1686.18     16768.20          3291.73   \n",
      "max    3094.36  24652.96   902.58    12420.46    110621.99        141247.30   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4005.00       4005.00              4005.00        4005.00   \n",
      "mean              3418.37       2268.17              1996.51        2907.77   \n",
      "std              12890.79       7976.17              4586.44        8586.23   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                321.14        138.28               218.63         305.92   \n",
      "50%               1173.86        704.70               803.99        1076.19   \n",
      "75%               3035.02       2119.86              1993.40        2752.30   \n",
      "max             419407.80     267395.70             91722.88      290021.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4039.0        4039.00        4039.00         4039.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.04           0.05            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           2.48           2.47            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4039.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.01              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.69              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2007q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4258.00   4258.00  4258.00     4258.00      4258.00          4258.00   \n",
      "mean    107.62    826.98    62.68     1040.55      8745.72          3099.20   \n",
      "std     206.42   1327.75    59.35     1334.33     17839.96          6350.73   \n",
      "min       0.00      0.00     0.00   -16614.38   -168501.42             0.00   \n",
      "25%      14.89    126.65    23.38      375.04       906.50           479.72   \n",
      "50%      53.15    420.99    48.06      997.67      8365.41          1488.59   \n",
      "75%     127.53   1018.74    83.07     1650.75     17198.86          3439.35   \n",
      "max    6427.20  23868.39   512.58    12028.55    123214.27        219283.20   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4258.00       4258.00              4258.00        4258.00   \n",
      "mean              3100.34       2192.31              2003.14        2908.20   \n",
      "std               7365.25       5872.38              5141.45        7831.10   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                354.44        171.43               246.47         346.17   \n",
      "50%               1244.10        762.34               838.36        1130.10   \n",
      "75%               3223.31       2154.33              2064.31        2900.76   \n",
      "max             158559.50     114107.40            172259.60      200858.00   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4268.0        4268.00        4268.00         4268.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.01           0.05            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.77           2.70            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4268.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.01              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.76              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2007q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4240.00   4240.00  4240.00     4240.00      4240.00          4240.00   \n",
      "mean    113.94    859.96    65.42      961.83      7646.31          3277.57   \n",
      "std     196.57   1386.72    62.58     1281.52     17580.82          5862.64   \n",
      "min       0.00      0.00     0.00   -13468.23   -259268.00             0.00   \n",
      "25%      19.23    149.15    26.63      302.63      -140.76           570.77   \n",
      "50%      59.78    459.73    50.56      911.11      7579.82          1663.33   \n",
      "75%     132.06   1013.70    85.18     1591.88     16138.20          3731.88   \n",
      "max    3148.18  22562.74   997.50    13041.33    143428.21        158192.50   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4240.00       4240.00              4240.00        4240.00   \n",
      "mean              3319.69       2250.95              2149.26        3070.96   \n",
      "std               7439.48       6100.94              6977.34       10765.28   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                460.85        204.97               296.81         404.02   \n",
      "50%               1408.62        811.80               916.21        1223.82   \n",
      "75%               3370.19       2309.99              2091.07        2916.27   \n",
      "max             175779.20     153179.00            301522.90      522774.70   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4265.0        4265.00        4265.00         4265.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.01           0.03            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.37           1.55            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4265.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.02              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.99              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2008q1\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4530.00   4530.00  4530.00     4530.00      4530.00          4530.00   \n",
      "mean    126.04    896.58    71.34      958.11      7366.75          3753.02   \n",
      "std     198.82   1315.98    64.68     1324.71     19577.15          6467.58   \n",
      "min       0.00      0.00     0.00   -10498.09   -161906.41             0.00   \n",
      "25%      23.71    177.91    30.52      272.09     -1249.96           698.85   \n",
      "50%      70.76    514.25    57.09      925.88      7423.82          2015.90   \n",
      "75%     155.43   1099.30    92.94     1613.36     16507.12          4463.20   \n",
      "max    4211.53  19362.74  1291.16    13051.17    249250.84        177913.90   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4530.00       4530.00              4530.00        4530.00   \n",
      "mean              3860.37       2520.54              2183.35        3210.05   \n",
      "std               8663.97       6068.80              3973.55        8082.92   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                567.29        274.31               372.25         507.02   \n",
      "50%               1715.88       1051.07              1087.15        1503.45   \n",
      "75%               4007.29       2722.35              2545.53        3495.97   \n",
      "max             197428.90     210198.70            100826.10      306637.90   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4554.0        4554.00        4554.00         4554.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.02           0.02            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           1.17           0.81            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4554.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.01              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.42              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2008q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4414.00   4414.00  4414.00     4414.00      4414.00          4414.00   \n",
      "mean    121.73    934.98    69.98      862.59      6278.39          3677.60   \n",
      "std     209.98   1410.19    66.40     1335.93     18898.09          7193.34   \n",
      "min       0.00      0.00     0.00   -20874.77   -197693.89             0.00   \n",
      "25%      20.52    164.90    28.49      211.36     -2034.74           634.27   \n",
      "50%      64.13    517.57    55.02      855.02      6380.73          1796.95   \n",
      "75%     142.21   1110.66    90.50     1526.01     15339.30          4156.72   \n",
      "max    5182.26  16699.58   929.09    15736.77    159914.57        188902.60   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4414.00       4414.00              4414.00        4414.00   \n",
      "mean              3849.39       2435.01              2254.16        3030.40   \n",
      "std              11777.98       5644.15              5197.17        6250.15   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                500.80        245.60               322.75         460.35   \n",
      "50%               1535.26        953.62              1019.96        1360.45   \n",
      "75%               3738.52       2553.98              2343.79        3177.52   \n",
      "max             378256.50     135693.60            110889.90      159319.60   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4451.0        4451.00        4451.00         4451.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.02           0.02            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.93           0.94            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4451.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.02              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.60              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2008q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4590.00   4590.00  4590.00     4590.00      4590.00          4590.00   \n",
      "mean    130.98    889.76    71.32      825.46      5862.07          4005.87   \n",
      "std     247.34   1314.03    63.81     1334.51     19166.53          8801.75   \n",
      "min       0.00      0.00     0.00   -13761.93   -246294.52             0.00   \n",
      "25%      21.17    163.42    30.21      148.18     -1949.20           709.60   \n",
      "50%      68.81    500.98    56.57      798.55      6297.41          1894.04   \n",
      "75%     148.80   1082.89    93.28     1490.67     14585.22          4261.62   \n",
      "max    7654.66  16572.17   593.27     9909.70    153935.88        321860.70   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4590.00       4590.00              4590.00        4590.00   \n",
      "mean              4109.27       2666.45              2546.24        3317.95   \n",
      "std              11343.08       6885.67              8462.67        7535.74   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                528.76        264.52               365.89         474.11   \n",
      "50%               1660.83       1048.22              1080.00        1459.21   \n",
      "75%               3930.55       2684.88              2483.47        3388.62   \n",
      "max             251347.30     199947.50            429202.50      223439.10   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4610.0        4610.00        4610.00         4610.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.02           0.02            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           1.28           1.37            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4610.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.01              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.90              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2008q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4355.00   4355.00  4355.00     4355.00      4355.00          4355.00   \n",
      "mean    167.70   1274.07    90.30      428.15      4001.50          5459.36   \n",
      "std     288.07   1858.06    71.52     1445.22     20061.84          9526.46   \n",
      "min       0.00      0.00     0.00   -19452.35   -204964.42             0.00   \n",
      "25%      40.27    306.43    44.01     -280.27     -4502.84          1275.79   \n",
      "50%      97.27    762.48    75.07      413.12      4653.36          3082.82   \n",
      "75%     199.74   1532.03   119.09     1146.41     14312.85          6373.58   \n",
      "max    6647.14  51670.99  1305.69    12518.79     93764.70        253752.50   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4355.00       4355.00              4355.00        4355.00   \n",
      "mean              5158.39       3527.50              3189.32        4325.04   \n",
      "std              12618.06       7642.95              8125.33       12390.46   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1026.37        603.94               673.37         909.10   \n",
      "50%               2519.70       1692.32              1623.69        2189.49   \n",
      "75%               5392.63       3862.76              3324.94        4417.91   \n",
      "max             394998.00     272455.20            264022.40      442381.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4395.0        4395.00        4395.00         4395.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.02           0.02            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.97           0.87            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4395.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.02              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.45              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2009q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4538.00   4538.00  4538.00     4538.00      4538.00          4538.00   \n",
      "mean    159.57   1270.09    87.42      415.05       644.84          5268.55   \n",
      "std     259.30   1726.84    69.86     1557.40     22696.96          8897.50   \n",
      "min       0.00      0.00     0.00   -18832.24   -310436.52             0.00   \n",
      "25%      40.44    289.89    42.75     -325.64     -8509.93          1287.04   \n",
      "50%      96.03    745.50    73.08      418.05      2275.62          3004.50   \n",
      "75%     194.80   1523.47   113.70     1207.94     12249.04          6026.74   \n",
      "max    7643.82  19895.05   947.46    11934.68    129754.29        270151.60   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4538.00       4538.00              4538.00        4538.00   \n",
      "mean              4930.29       3494.11              2963.18        4261.96   \n",
      "std              10287.03       8804.27              6088.83        8780.99   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1024.45        573.82               650.57         911.71   \n",
      "50%               2454.60       1620.42              1596.49        2155.66   \n",
      "75%               5368.62       3725.14              3353.97        4588.31   \n",
      "max             320740.60     233080.40            258658.50      203418.20   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4556.0        4556.00        4556.00         4556.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.04           0.02            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           2.31           1.02            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4556.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.03              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.90              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2009q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4343.00   4343.00  4343.00     4343.00      4343.00          4343.00   \n",
      "mean    147.92   1180.56    79.56      595.52      3334.07          4573.44   \n",
      "std     281.62   1831.50    67.78     1525.32     20984.22          8308.26   \n",
      "min       0.00      0.00     0.00   -22029.90   -194232.14             0.00   \n",
      "25%      28.85    216.63    35.67     -125.28     -5426.66           903.85   \n",
      "50%      78.55    631.01    64.72      577.33      3943.42          2352.12   \n",
      "75%     170.43   1379.93   105.17     1351.15     13672.79          5068.06   \n",
      "max    7102.33  21419.06   796.81    12121.69    197475.16        149965.60   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4343.00       4343.00              4343.00        4343.00   \n",
      "mean              4642.47       3008.33              2744.02        4371.83   \n",
      "std              11951.90       6826.71              6564.97       15198.47   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                721.98        364.89               475.33         655.39   \n",
      "50%               2048.85       1221.45              1284.41        1723.40   \n",
      "75%               4721.11       3053.66              2806.39        3820.53   \n",
      "max             330762.50     198603.30            250602.10      493645.60   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4381.0        4381.00        4381.00         4381.0   \n",
      "mean   ...         0.0           0.00           0.02            0.0   \n",
      "std    ...         0.0           0.03           0.18            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.95           7.92            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4381.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.02              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.53              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2009q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4442.00   4442.00  4442.00     4442.00      4442.00          4442.00   \n",
      "mean    136.87   1020.17    74.88      784.01      6575.97          4316.38   \n",
      "std     240.03   1597.82    65.22     1457.95     21209.25          8164.76   \n",
      "min       0.00      0.00     0.00   -11901.41   -242884.75             0.00   \n",
      "25%      25.07    197.49    33.14       49.23     -2273.31           809.89   \n",
      "50%      73.22    556.28    59.53      742.54      6630.51          2144.68   \n",
      "75%     161.96   1218.11    98.15     1503.10     16642.68          4796.75   \n",
      "max    4817.98  25343.63   686.76    19199.89    153640.61        195525.90   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4442.00       4442.00              4442.00        4442.00   \n",
      "mean              4416.82       2906.66              2682.63        4662.04   \n",
      "std              10760.90       7314.65              7318.91       20710.18   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                641.42        307.36               427.78         562.98   \n",
      "50%               1877.32       1097.16              1190.29        1622.08   \n",
      "75%               4455.55       2838.88              2671.67        3725.07   \n",
      "max             358920.50     208076.50            316510.40      578457.30   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4461.0        4461.00        4461.00         4461.0   \n",
      "mean   ...         0.0           0.00           0.03            0.0   \n",
      "std    ...         0.0           0.02           0.22            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.54           5.44            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4461.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.03              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.67              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2009q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4193.00   4193.00  4193.00     4193.00      4193.00          4193.00   \n",
      "mean    139.97    963.77    71.44      900.91      8602.71          4386.81   \n",
      "std     259.06   1463.85    64.75     1382.36     21631.62          9391.91   \n",
      "min       0.00      0.00     0.00   -12484.06   -176537.00             0.00   \n",
      "25%      21.64    174.45    29.42      218.70      -531.28           700.51   \n",
      "50%      69.90    519.82    55.98      877.66      8538.25          2013.21   \n",
      "75%     160.92   1147.68    94.24     1607.78     18027.50          4702.03   \n",
      "max    4295.48  20102.19   949.44    11411.95    472744.69        267097.60   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4193.00       4193.00              4193.00        4193.00   \n",
      "mean              4513.53       2952.64              2804.58        4400.79   \n",
      "std              15074.01      12567.79              7381.80       18069.21   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                544.25        268.49               352.85         506.90   \n",
      "50%               1774.09       1038.02              1161.04        1556.45   \n",
      "75%               4309.91       2746.76              2701.74        3662.83   \n",
      "max             482743.50     618630.70            200950.00      524394.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4226.0        4226.00        4226.00         4226.0   \n",
      "mean   ...         0.0           0.00           0.03            0.0   \n",
      "std    ...         0.0           0.03           0.21            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           1.36           4.56            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4226.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.01              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.48              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2010q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4519.00   4519.00  4519.00     4519.00      4519.00          4519.00   \n",
      "mean    146.09   1008.12    74.17      980.86      9177.56          4509.03   \n",
      "std     295.95   1586.16    68.49     1419.06     22974.47          8963.49   \n",
      "min       0.00      0.00     0.00   -17405.31   -232123.72             0.00   \n",
      "25%      25.25    177.11    31.79      253.95      -206.55           797.85   \n",
      "50%      74.31    524.90    58.86      944.82      8924.69          2180.12   \n",
      "75%     167.17   1204.61    96.22     1717.42     19306.67          5039.07   \n",
      "max    8382.53  24547.55  1016.56    16432.42    543221.16        239114.70   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4519.00       4519.00              4519.00        4519.00   \n",
      "mean              4714.45       2964.88              2781.96        4942.17   \n",
      "std              15826.37       7055.86              6565.97       23542.36   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                635.29        325.66               416.83         585.66   \n",
      "50%               1950.00       1178.17              1179.04        1640.34   \n",
      "75%               4644.42       3083.38              2816.43        4036.74   \n",
      "max             556785.20     169699.20            138848.00      957718.30   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4540.0        4540.00        4540.00         4540.0   \n",
      "mean   ...         0.0           0.00           0.02            0.0   \n",
      "std    ...         0.0           0.01           0.15            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.24           3.63            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4540.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.02              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.33              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2010q2\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4267.00   4267.00  4267.00     4267.00      4267.00          4267.00   \n",
      "mean    135.23    916.04    70.14     1080.77     10020.19          4075.85   \n",
      "std     268.55   1490.23    70.12     1420.33     19523.59          8415.50   \n",
      "min       0.00      0.00     0.00    -9777.23   -145813.58             0.00   \n",
      "25%      17.97    155.23    27.51      380.56      1407.28           557.69   \n",
      "50%      63.61    487.11    54.36     1025.99      9482.88          1825.05   \n",
      "75%     152.79   1083.74    91.21     1762.87     19183.95          4276.22   \n",
      "max    5638.09  26869.14  1059.18    13016.94    156488.91        188193.40   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4267.00       4267.00              4267.00        4267.00   \n",
      "mean              4271.46       2923.37              2544.50        4337.67   \n",
      "std              12412.32      11023.29              6254.31       20497.49   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                434.82        198.73               305.16         409.24   \n",
      "50%               1557.31        941.50               973.05        1313.97   \n",
      "75%               4075.75       2605.24              2466.98        3367.58   \n",
      "max             352923.90     409494.70            142037.70      679069.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4302.0        4302.00        4302.00         4302.0   \n",
      "mean   ...         0.0           0.00           0.01            0.0   \n",
      "std    ...         0.0           0.02           0.15            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.70           5.53            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4302.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.03              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.94              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2010q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4593.00   4593.00  4593.00     4593.00      4593.00          4593.00   \n",
      "mean    144.35    922.70    72.21     1008.79      9887.35          4446.97   \n",
      "std     294.87   1388.50    67.91     1472.96     18412.04          9565.52   \n",
      "min       0.00      0.00     0.00   -18617.36   -150509.47             0.00   \n",
      "25%      20.92    154.25    28.34      332.55      1272.20           629.50   \n",
      "50%      68.50    497.16    56.55      999.91      9356.59          1994.38   \n",
      "75%     163.51   1123.11    94.97     1717.85     18535.80          4795.11   \n",
      "max    6144.27  20586.95   923.21    10797.73    137979.49        286719.40   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4593.00       4593.00              4593.00        4593.00   \n",
      "mean              4850.70       3062.34              2760.89        4333.97   \n",
      "std              19004.10       9547.41              6583.87       17988.25   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                480.21        228.59               324.54         456.87   \n",
      "50%               1694.22       1028.12              1103.44        1509.65   \n",
      "75%               4485.36       3012.60              2736.22        3709.69   \n",
      "max            1010662.00     369519.60            126287.30      649939.50   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4612.0        4612.00        4612.00         4612.0   \n",
      "mean   ...         0.0           0.00           0.01            0.0   \n",
      "std    ...         0.0           0.02           0.10            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.80           2.44            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4612.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.01              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.89              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2010q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4273.00   4273.00  4273.00     4273.00      4273.00          4273.00   \n",
      "mean    136.28    903.72    68.13     1101.30     10165.22          3936.30   \n",
      "std     275.06   1478.55    65.57     1376.30     17891.83          7780.30   \n",
      "min       0.00      0.00     0.00   -11253.45   -109328.90             0.00   \n",
      "25%      17.59    145.55    26.73      407.73      1784.11           564.83   \n",
      "50%      63.56    475.31    52.77     1046.41      9771.91          1813.63   \n",
      "75%     149.66   1100.19    89.57     1763.28     18793.11          4200.25   \n",
      "max    5468.13  25142.44  1024.24    12500.15    125121.78        127142.10   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4273.00       4273.00              4273.00        4273.00   \n",
      "mean              4256.46       2933.85              2583.00        4155.26   \n",
      "std              14040.61      22523.18              6894.30       17390.55   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                425.49        195.28               294.53         402.70   \n",
      "50%               1505.47        909.51               992.51        1320.05   \n",
      "75%               3879.94       2620.06              2494.73        3381.73   \n",
      "max             573959.70    1415729.00            203648.40      515700.10   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4304.0        4304.00        4304.00         4304.0   \n",
      "mean   ...         0.0           0.00           0.01            0.0   \n",
      "std    ...         0.0           0.01           0.11            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.82           3.41            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4304.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.03              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              2.01              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2011q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4600.00   4600.00  4600.00     4600.00      4600.00          4600.00   \n",
      "mean    135.21    875.40    68.58     1159.57     10848.96          3916.12   \n",
      "std     281.91   1339.39    68.92     1391.08     18772.65          7607.54   \n",
      "min       0.00      0.00     0.00   -11762.89   -197455.58             0.00   \n",
      "25%      19.46    140.27    27.56      484.65      2414.26           608.98   \n",
      "50%      62.64    463.80    53.14     1121.29     10473.66          1755.95   \n",
      "75%     147.96   1043.94    89.61     1836.12     19420.43          4234.28   \n",
      "max    7021.86  19869.75  1776.43    14357.90    147896.14        135617.40   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4600.00       4600.00              4600.00        4600.00   \n",
      "mean              4374.51       2749.07              2552.71        3917.39   \n",
      "std              15132.48       7642.05              6936.15       16434.19   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                509.37        239.32               333.91         469.94   \n",
      "50%               1579.94        938.52               996.32        1409.91   \n",
      "75%               4159.82       2599.52              2473.67        3344.41   \n",
      "max             668098.20     276022.00            193989.60      598357.20   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4620.0        4620.00        4620.00         4620.0   \n",
      "mean   ...         0.0           0.00           0.01            0.0   \n",
      "std    ...         0.0           0.01           0.10            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.52           3.13            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4620.00           4621.0                4621.0   \n",
      "mean             0.00              0.0                   0.0   \n",
      "std              0.02              0.0                   0.0   \n",
      "min              0.00              0.0                   0.0   \n",
      "25%              0.00              0.0                   0.0   \n",
      "50%              0.00              0.0                   0.0   \n",
      "75%              0.00              0.0                   0.0   \n",
      "max              1.53              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                4621.0                4621.0       4621.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2011q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4322.00   4322.00  4322.00     4322.00      4322.00          4322.00   \n",
      "mean    130.98    867.06    67.29     1003.75      9693.32          3751.82   \n",
      "std     234.82   1385.37    65.14     1352.18     17593.08          6844.93   \n",
      "min       0.00      0.00     0.00   -11552.97   -131058.19             0.00   \n",
      "25%      16.94    129.18    25.80      339.49      1492.07           533.16   \n",
      "50%      62.42    449.75    51.52      991.47      9039.99          1653.19   \n",
      "75%     148.46   1058.59    89.40     1687.66     17782.56          4059.50   \n",
      "max    4176.59  23987.41   901.27     9224.54    150963.08         98817.78   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4322.00       4322.00              4322.00        4322.00   \n",
      "mean              4130.69       2803.09              2466.42        3432.23   \n",
      "std               9988.71      12023.31              6080.80        8852.97   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                414.46        175.72               292.17         368.97   \n",
      "50%               1516.66        894.97               971.13        1343.24   \n",
      "75%               3957.98       2515.79              2419.07        3396.57   \n",
      "max             232208.10     614883.90            207651.30      277454.10   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4361.0        4361.00        4361.00         4361.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.01           0.06            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.34           2.03            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4361.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.04              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              2.84              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2011q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4773.00   4773.00  4773.00     4773.00      4773.00          4773.00   \n",
      "mean    147.62    899.15    73.09      967.10      9391.26          4620.27   \n",
      "std     264.26   1333.74    65.31     1408.94     17299.31          8945.33   \n",
      "min       0.00      0.00     0.00   -10376.32   -133110.63             0.00   \n",
      "25%      21.48    168.61    30.13      260.39      1480.61           703.63   \n",
      "50%      70.49    497.02    58.02      938.66      9048.61          2050.74   \n",
      "75%     166.92   1087.62    96.47     1636.97     17244.80          4821.68   \n",
      "max    4167.50  27404.09   893.30    13579.87    123263.55        177186.20   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4773.00       4773.00              4773.00        4773.00   \n",
      "mean              4381.47       3113.76              2855.46        3929.83   \n",
      "std               9156.96       6877.31              6274.19       10585.09   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                582.57        287.37               392.15         527.16   \n",
      "50%               1819.40       1168.30              1159.22        1540.56   \n",
      "75%               4584.50       3114.64              2855.65        3840.53   \n",
      "max             188705.40     161571.40            153281.30      362642.00   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4799.0        4799.00        4799.00         4799.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.01           0.04            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.32           1.55            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4799.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.03              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.50              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2011q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4398.00   4398.00  4398.00     4398.00      4398.00          4398.00   \n",
      "mean    152.12    969.30    76.80      911.24      8467.15          4675.39   \n",
      "std     278.49   1570.17    69.28     1461.04     17333.20          9681.70   \n",
      "min       0.00      0.00     0.00   -13578.66   -116634.77             0.00   \n",
      "25%      26.20    167.63    32.56      240.18       755.30           735.20   \n",
      "50%      75.81    516.30    60.75      900.08      7895.17          2137.89   \n",
      "75%     172.63   1181.47   101.55     1584.23     16632.00          4984.12   \n",
      "max    4268.39  42571.12   783.06    16018.60    129857.55        307829.20   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4398.00       4398.00              4398.00        4398.00   \n",
      "mean              4918.56       3022.66              2778.71        3949.87   \n",
      "std              19720.91       6627.45              6620.45       11663.80   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                639.05        282.74               407.92         551.99   \n",
      "50%               1906.06       1181.77              1155.15        1612.75   \n",
      "75%               4557.50       3207.60              2777.71        3849.03   \n",
      "max            1012031.00     160770.60            190521.20      356670.10   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4438.0        4438.00        4438.00         4438.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.01           0.02            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.45           0.69            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4438.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.03              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              2.21              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2012q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4866.00   4866.00  4866.00     4866.00      4866.00          4866.00   \n",
      "mean    138.13    917.45    70.98     1078.64      9318.86          4309.49   \n",
      "std     254.37   1466.90    65.35     1436.31     18312.63          9858.66   \n",
      "min       0.00      0.00     0.00   -19137.00   -198055.81             0.00   \n",
      "25%      22.61    160.81    29.32      368.27      1223.37           673.00   \n",
      "50%      68.60    478.23    56.04     1022.44      9171.65          1900.87   \n",
      "75%     155.80   1077.13    91.83     1770.24     18484.49          4555.59   \n",
      "max    5746.05  27143.28   852.72    13825.98    118482.17        343573.10   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4866.00       4866.00              4866.00        4866.00   \n",
      "mean              4386.75       3020.42              2690.13        3764.54   \n",
      "std              10057.29       6763.15              6610.03       11391.66   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                560.30        272.94               353.11         486.63   \n",
      "50%               1710.27       1087.17              1083.25        1478.05   \n",
      "75%               4420.94       3013.96              2651.32        3519.44   \n",
      "max             228570.40      97621.45            221494.30      365765.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4894.0        4894.00        4894.00         4894.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.01           0.06            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.33           3.68            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4894.00           4894.0                4894.0   \n",
      "mean             0.00              0.0                   0.0   \n",
      "std              0.03              0.0                   0.0   \n",
      "min              0.00              0.0                   0.0   \n",
      "25%              0.00              0.0                   0.0   \n",
      "50%              0.00              0.0                   0.0   \n",
      "75%              0.00              0.0                   0.0   \n",
      "max              1.80              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                4894.0                4894.0       4894.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2012q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4571.00   4571.00  4571.00     4571.00      4571.00          4571.00   \n",
      "mean    131.18    896.64    68.65     1090.95      9665.89          3901.47   \n",
      "std     274.30   1530.07    66.60     1378.48     16958.23          9249.25   \n",
      "min       0.00      0.00     0.00   -18839.65   -141911.56             0.00   \n",
      "25%      18.09    138.95    26.78      388.02      1584.24           551.00   \n",
      "50%      60.80    466.36    52.62     1056.46      9080.33          1731.74   \n",
      "75%     147.99   1051.93    91.62     1753.21     17644.85          4159.85   \n",
      "max    8965.41  35269.11   798.36    12636.29    172063.33        333783.00   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4571.00       4571.00              4571.00        4571.00   \n",
      "mean              3918.58       2651.53              2581.23        3653.12   \n",
      "std              10621.56       5984.20              8749.14       18419.88   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                436.92        202.07               292.52         388.65   \n",
      "50%               1523.13        943.91               975.56        1298.43   \n",
      "75%               3950.15       2718.54              2424.34        3291.53   \n",
      "max             447212.80     123792.10            343889.30      926307.70   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4631.0        4631.00        4631.00         4631.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.01           0.01            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.70           0.45            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4631.00           4631.0                4631.0   \n",
      "mean             0.00              0.0                   0.0   \n",
      "std              0.01              0.0                   0.0   \n",
      "min              0.00              0.0                   0.0   \n",
      "25%              0.00              0.0                   0.0   \n",
      "50%              0.00              0.0                   0.0   \n",
      "75%              0.00              0.0                   0.0   \n",
      "max              0.70              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                4631.0                4631.0       4631.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2012q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4766.00   4766.00  4766.00     4766.00      4766.00          4766.00   \n",
      "mean    146.67    908.78    74.32     1008.89      9419.05          4403.84   \n",
      "std     247.93   1391.64    67.15     1370.91     16468.68          8308.01   \n",
      "min       0.00      0.00     0.00   -12827.62   -141772.43             0.00   \n",
      "25%      23.31    160.70    30.41      275.81      1339.63           715.04   \n",
      "50%      74.58    519.61    59.49      951.70      8846.02          2090.84   \n",
      "75%     169.54   1127.31    98.83     1681.51     16998.18          4853.75   \n",
      "max    3721.35  29970.85  1217.53    22287.45    135748.04        147360.10   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4766.00       4766.00              4766.00        4766.00   \n",
      "mean              4351.17       3054.02              2746.03        3768.45   \n",
      "std               8656.23       8570.49              6204.00       10133.52   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                602.09        287.88               377.93         524.09   \n",
      "50%               1893.40       1167.98              1186.38        1603.67   \n",
      "75%               4572.15       3219.85              2821.33        3708.99   \n",
      "max             140912.50     425914.20            138423.50      335173.10   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4798.0        4798.00        4798.00         4798.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.01           0.03            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.95           1.85            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4798.00           4799.0                4799.0   \n",
      "mean             0.00              0.0                   0.0   \n",
      "std              0.06              0.0                   0.0   \n",
      "min              0.00              0.0                   0.0   \n",
      "25%              0.00              0.0                   0.0   \n",
      "50%              0.00              0.0                   0.0   \n",
      "75%              0.00              0.0                   0.0   \n",
      "max              4.00              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                4799.0                4799.0       4799.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2012q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4020.00   4020.00  4020.00     4020.00      4020.00          4020.00   \n",
      "mean    157.52    914.75    72.39     1012.34      9561.93          4568.58   \n",
      "std     279.98   1388.65    64.57     1321.44     16644.42          8456.77   \n",
      "min       0.00      0.00     0.00    -9994.06   -125578.56             0.00   \n",
      "25%      24.17    165.05    30.21      308.13      1374.32           671.64   \n",
      "50%      74.64    491.06    57.80      944.75      8880.17          2047.28   \n",
      "75%     177.49   1117.51    95.65     1701.45     17402.21          4901.28   \n",
      "max    5264.41  19680.94   872.19    12831.14    128330.45        145893.50   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4020.00       4020.00              4020.00        4020.00   \n",
      "mean              4546.77       3283.60              3190.74        4249.75   \n",
      "std               9734.84       7571.88              8847.96       19888.18   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                566.60        268.44               368.35         495.88   \n",
      "50%               1848.44       1111.99              1183.45        1607.43   \n",
      "75%               4689.66       3206.88              2838.48        3857.60   \n",
      "max             203050.40     228721.30            253832.70      954820.90   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4070.0        4070.00        4070.00         4070.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.00           0.02            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.25           0.93            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4070.00           4070.0                4070.0   \n",
      "mean             0.00              0.0                   0.0   \n",
      "std              0.01              0.0                   0.0   \n",
      "min              0.00              0.0                   0.0   \n",
      "25%              0.00              0.0                   0.0   \n",
      "50%              0.00              0.0                   0.0   \n",
      "75%              0.00              0.0                   0.0   \n",
      "max              0.32              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                4070.0                4070.0       4070.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2013q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4160.00   4160.00  4160.00     4160.00      4160.00          4160.00   \n",
      "mean    143.88    884.25    70.10     1171.20     10908.66          4317.13   \n",
      "std     229.88   1349.26    64.24     1380.29     17323.57          8004.54   \n",
      "min       0.00      0.00     0.00   -16075.48    -94325.30             0.00   \n",
      "25%      22.74    159.07    29.29      459.34      2511.80           662.34   \n",
      "50%      71.37    470.84    54.80     1111.74     10205.61          1967.68   \n",
      "75%     169.55   1055.67    91.14     1862.84     18943.30          4744.16   \n",
      "max    2946.99  30166.04   830.34    10634.07    155933.93        127417.60   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4160.00       4160.00              4160.00        4160.00   \n",
      "mean              4167.46       3039.38              2670.22        3683.92   \n",
      "std               8736.21       9111.93              5648.94       11391.00   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                557.13        278.56               366.02         510.80   \n",
      "50%               1752.25       1092.77              1115.50        1510.70   \n",
      "75%               4435.50       2967.66              2709.83        3750.28   \n",
      "max             207059.30     325814.10            115983.70      564008.60   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4194.0        4194.00        4194.00         4194.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.02           0.01            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.61           0.45            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4194.00           4194.0                4194.0   \n",
      "mean             0.00              0.0                   0.0   \n",
      "std              0.01              0.0                   0.0   \n",
      "min              0.00              0.0                   0.0   \n",
      "25%              0.00              0.0                   0.0   \n",
      "50%              0.00              0.0                   0.0   \n",
      "75%              0.00              0.0                   0.0   \n",
      "max              0.82              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                4194.0                4194.0       4194.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2013q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3917.00   3917.00  3917.00     3917.00      3917.00          3917.00   \n",
      "mean    118.01    847.16    66.40     1163.86     10299.83          3430.09   \n",
      "std     182.86   1332.53    65.49     1304.89     17073.21          5812.68   \n",
      "min       0.00      0.00     0.00   -10784.84   -238358.77             0.00   \n",
      "25%      17.72    139.41    25.19      469.39      2283.36           527.02   \n",
      "50%      61.44    449.72    50.74     1105.70      9741.98          1648.96   \n",
      "75%     144.01   1031.44    87.76     1795.63     17994.60          3854.81   \n",
      "max    2491.59  22128.12  1261.22    13711.60    151095.78         83563.10   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3917.00       3917.00              3917.00        3917.00   \n",
      "mean              3570.01       2450.44              2221.75        3171.20   \n",
      "std               8014.15       5438.68              5439.45        8572.01   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                435.76        180.99               270.17         379.57   \n",
      "50%               1468.60        881.68               947.62        1304.89   \n",
      "75%               3768.35       2396.53              2316.77        3178.90   \n",
      "max             175227.10     115660.60            190613.40      249072.00   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      3975.0        3975.00        3975.00         3975.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.03           0.07            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           1.89           3.57            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         3975.00           3975.0                3975.0   \n",
      "mean             0.00              0.0                   0.0   \n",
      "std              0.02              0.0                   0.0   \n",
      "min              0.00              0.0                   0.0   \n",
      "25%              0.00              0.0                   0.0   \n",
      "50%              0.00              0.0                   0.0   \n",
      "75%              0.00              0.0                   0.0   \n",
      "max              0.99              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                3975.0                3975.0       3975.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2013q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4264.00   4264.00  4264.00     4264.00      4264.00          4264.00   \n",
      "mean    119.82    815.41    66.29     1147.27     10034.44          3678.49   \n",
      "std     205.83   1255.21    63.01     1324.72     15951.11          8417.93   \n",
      "min       0.00      0.00     0.00    -8769.48   -114424.80             0.00   \n",
      "25%      17.65    128.07    25.44      450.52      1888.40           548.21   \n",
      "50%      62.32    433.95    51.60     1093.55      9520.59          1739.34   \n",
      "75%     143.12    998.60    87.17     1832.45     17825.49          4075.32   \n",
      "max    4505.04  21694.94   929.65    12950.23    106195.51        289886.80   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4264.00       4264.00              4264.00        4264.00   \n",
      "mean              3666.58       2455.84              2276.97        3302.95   \n",
      "std               8476.76       5902.11              5096.64        8000.27   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                430.30        191.27               280.64         400.01   \n",
      "50%               1509.29        889.44               952.86        1371.50   \n",
      "75%               3752.06       2537.56              2419.25        3366.88   \n",
      "max             201095.60     180290.50            115827.40      201303.40   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4297.0        4297.00        4297.00         4297.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.03           0.05            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.2           1.16           2.37            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4297.00           4297.0                4297.0   \n",
      "mean             0.00              0.0                   0.0   \n",
      "std              0.00              0.0                   0.0   \n",
      "min              0.00              0.0                   0.0   \n",
      "25%              0.00              0.0                   0.0   \n",
      "50%              0.00              0.0                   0.0   \n",
      "75%              0.00              0.0                   0.0   \n",
      "max              0.12              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                4297.0                4297.0       4297.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2013q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3958.00   3958.00  3958.00     3958.00      3958.00          3958.00   \n",
      "mean    131.13    834.07    64.82     1143.30     10290.53          3983.11   \n",
      "std     257.40   1306.96    61.58     1298.46     16609.98          8742.98   \n",
      "min       0.00      0.00     0.00   -12309.55   -183514.29             0.00   \n",
      "25%      18.14    130.30    25.00      450.77      2326.03           516.23   \n",
      "50%      59.50    419.52    50.61     1112.41      9783.97          1612.75   \n",
      "75%     143.23    989.65    86.69     1822.95     18178.18          3955.44   \n",
      "max    4728.72  15920.35   693.47    12492.22     94759.39        170797.90   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3958.00       3958.00              3958.00        3958.00   \n",
      "mean              3766.21       2788.28              2568.36        3584.49   \n",
      "std               8466.82      11652.09              7391.94       12485.31   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                398.97        167.57               272.84         373.52   \n",
      "50%               1413.45        833.14               934.15        1277.14   \n",
      "75%               3824.27       2528.96              2385.96        3234.85   \n",
      "max             182693.30     611454.50            255729.30      491290.70   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4008.0        4008.00        4008.00         4008.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.03           0.03            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           1.59           1.64            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4008.00           4008.0                4008.0   \n",
      "mean             0.00              0.0                   0.0   \n",
      "std              0.00              0.0                   0.0   \n",
      "min              0.00              0.0                   0.0   \n",
      "25%              0.00              0.0                   0.0   \n",
      "50%              0.00              0.0                   0.0   \n",
      "75%              0.00              0.0                   0.0   \n",
      "max              0.09              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                4008.0                4008.0       4008.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2014q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4469.00   4469.00  4469.00     4469.00      4469.00          4469.00   \n",
      "mean    126.28    835.97    65.97     1266.36     10723.58          3600.15   \n",
      "std     221.84   1320.34    65.31     1248.02     17183.09          6643.61   \n",
      "min       0.00      0.00     0.00    -6435.04   -115150.69             0.00   \n",
      "25%      17.04    123.90    24.62      543.15      2366.81           526.20   \n",
      "50%      59.58    418.03    49.72     1201.99      9980.76          1637.94   \n",
      "75%     143.75    986.52    86.01     1915.96     18440.23          4007.04   \n",
      "max    3438.57  17601.24   801.84    11271.83    200202.04        129149.60   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4469.00       4469.00              4469.00        4469.00   \n",
      "mean              3676.91       2492.68              2286.36        3392.82   \n",
      "std               8214.28       5375.84              5042.05        9756.74   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                414.70        185.73               285.57         392.97   \n",
      "50%               1484.70        865.69               939.54        1313.42   \n",
      "75%               3894.86       2582.95              2403.34        3275.01   \n",
      "max             162150.90      86327.87             98398.78      398591.90   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4506.0        4506.00        4506.00         4506.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.03           0.06            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           2.23           3.60            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4506.00           4506.0                4506.0   \n",
      "mean             0.00              0.0                   0.0   \n",
      "std              0.00              0.0                   0.0   \n",
      "min              0.00              0.0                   0.0   \n",
      "25%              0.00              0.0                   0.0   \n",
      "50%              0.00              0.0                   0.0   \n",
      "75%              0.00              0.0                   0.0   \n",
      "max              0.22              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                4506.0                4506.0       4506.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2014q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4314.00   4314.00  4314.00     4314.00      4314.00          4314.00   \n",
      "mean    120.51    794.68    64.96     1288.65      9819.59          3338.15   \n",
      "std     249.18   1228.98    63.39     1313.74     15909.64          6434.19   \n",
      "min       0.00      0.00     0.00   -12714.25   -152991.75             0.00   \n",
      "25%      14.77    118.62    25.13      564.93      2116.63           448.04   \n",
      "50%      56.18    424.64    49.36     1220.18      9245.24          1483.17   \n",
      "75%     137.06    996.70    86.42     1963.34     17732.26          3650.97   \n",
      "max    7494.18  19674.48   802.96    11458.00    107555.52        127917.60   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4314.00       4314.00              4314.00        4314.00   \n",
      "mean              3471.81       2434.06              2169.53        3140.72   \n",
      "std               8195.31       7375.11              5329.20        8072.63   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                354.04        144.68               229.79         325.05   \n",
      "50%               1322.39        763.70               872.49        1211.29   \n",
      "75%               3464.59       2258.63              2228.03        3024.83   \n",
      "max             211530.70     288595.00            158082.70      206036.90   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     4362.00        4362.00        4362.00         4362.0   \n",
      "mean   ...        0.00           0.00           0.00            0.0   \n",
      "std    ...        0.00           0.04           0.05            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        0.19           1.86           2.87            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4362.00           4362.0                4362.0   \n",
      "mean             0.00              0.0                   0.0   \n",
      "std              0.02              0.0                   0.0   \n",
      "min              0.00              0.0                   0.0   \n",
      "25%              0.00              0.0                   0.0   \n",
      "50%              0.00              0.0                   0.0   \n",
      "75%              0.00              0.0                   0.0   \n",
      "max              1.40              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                4362.0                4362.0       4362.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2014q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4573.00   4573.00  4573.00     4573.00      4573.00          4573.00   \n",
      "mean    127.71    831.11    65.93     1314.66     10865.74          3679.47   \n",
      "std     249.63   1422.06    67.30     1350.49     16363.32          8315.73   \n",
      "min       0.00      0.00     0.00    -9972.87   -126037.52             0.00   \n",
      "25%      15.71    110.97    23.12      603.08      3088.06           447.63   \n",
      "50%      56.50    422.16    48.71     1258.23     10372.04          1530.24   \n",
      "75%     138.64   1004.14    87.68     1964.66     18711.12          3777.22   \n",
      "max    5421.92  38459.87  1012.02    14023.80    135406.66        224180.80   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4573.00       4573.00              4573.00        4573.00   \n",
      "mean              3693.26       2852.99              2348.47        3278.25   \n",
      "std              10212.19      12134.26              7086.81        8179.84   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                346.12        152.25               247.85         335.91   \n",
      "50%               1346.83        813.33               913.78        1215.78   \n",
      "75%               3660.60       2427.51              2402.65        3179.00   \n",
      "max             407603.30     547387.90            262355.30      143183.00   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4600.0        4600.00        4600.00         4600.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.01           0.02            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.44           1.03            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4600.00           4600.0                4600.0   \n",
      "mean             0.00              0.0                   0.0   \n",
      "std              0.08              0.0                   0.0   \n",
      "min              0.00              0.0                   0.0   \n",
      "25%              0.00              0.0                   0.0   \n",
      "50%              0.00              0.0                   0.0   \n",
      "75%              0.00              0.0                   0.0   \n",
      "max              4.36              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                4600.0                4600.0       4600.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2014q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4219.00   4219.00  4219.00     4219.00      4219.00          4219.00   \n",
      "mean    123.38    862.40    69.24     1286.74     11121.42          3573.89   \n",
      "std     211.86   1427.86    67.17     1286.08     16697.13          7154.60   \n",
      "min       0.00      0.00     0.00    -6304.65   -116045.08             0.00   \n",
      "25%      18.86    128.34    25.98      577.67      2592.85           511.16   \n",
      "50%      58.46    451.71    52.74     1227.47     10382.38          1639.84   \n",
      "75%     144.92   1050.25    91.58     1930.14     18909.27          3886.20   \n",
      "max    4244.23  30570.67   775.69    14598.76    138119.16        173144.40   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4219.00       4219.00              4219.00        4219.00   \n",
      "mean              3766.86       2830.45              2177.18        3093.85   \n",
      "std               8153.14      11333.48              4536.55        6759.72   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                420.68        167.45               271.89         378.03   \n",
      "50%               1464.04        834.14               942.49        1267.98   \n",
      "75%               3898.26       2511.13              2288.52        3207.29   \n",
      "max             226279.90     562347.40            100418.90      160292.30   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4214.0        4214.00        4214.00         4214.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.01           0.04            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.49           2.67            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4214.00           4219.0                4219.0   \n",
      "mean             0.01              0.0                   0.0   \n",
      "std              0.14              0.0                   0.0   \n",
      "min              0.00              0.0                   0.0   \n",
      "25%              0.00              0.0                   0.0   \n",
      "50%              0.00              0.0                   0.0   \n",
      "75%              0.00              0.0                   0.0   \n",
      "max              4.73              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                4219.0                4219.0       4219.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2015q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4696.00   4696.00  4696.00     4696.00      4696.00          4696.00   \n",
      "mean    127.73    895.70    69.41     1345.89     10994.07          3694.36   \n",
      "std     221.88   1387.09    66.09     1347.95     17468.35          7094.25   \n",
      "min       0.00      0.00     0.00    -7667.30   -161297.35             0.00   \n",
      "25%      19.14    140.86    27.44      599.27      2769.54           577.44   \n",
      "50%      64.16    447.13    52.66     1263.17     10520.93          1711.93   \n",
      "75%     151.45   1067.90    91.99     2015.38     19444.64          4168.23   \n",
      "max    5893.85  19088.01   777.72    15238.06    119621.43        174861.50   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4696.00       4696.00              4696.00        4696.00   \n",
      "mean              4019.16       2593.00              2369.18        3142.32   \n",
      "std               9476.90       7296.63              5742.58        6888.58   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                459.00        211.30               304.50         419.59   \n",
      "50%               1600.03        913.08               995.23        1351.49   \n",
      "75%               4242.00       2552.62              2436.49        3416.52   \n",
      "max             243842.90     336389.70            166115.70      231951.20   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4696.0        4696.00        4696.00         4696.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.01           0.01            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.37           0.72            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4696.00           4696.0                4696.0   \n",
      "mean             0.00              0.0                   0.0   \n",
      "std              0.08              0.0                   0.0   \n",
      "min              0.00              0.0                   0.0   \n",
      "25%              0.00              0.0                   0.0   \n",
      "50%              0.00              0.0                   0.0   \n",
      "75%              0.00              0.0                   0.0   \n",
      "max              3.75              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                4696.0                4696.0       4696.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2015q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4258.00   4258.00  4258.00     4258.00      4258.00          4258.00   \n",
      "mean    112.18    873.45    66.67     1290.74     10658.74          3327.83   \n",
      "std     191.15   1455.87    67.08     1336.45     16119.94          6419.21   \n",
      "min       0.00      0.00     0.00   -15680.23    -96029.66             0.00   \n",
      "25%      14.21    122.57    24.21      564.62      2292.31           436.63   \n",
      "50%      54.09    437.68    50.19     1216.72      9946.90          1455.94   \n",
      "75%     130.38   1017.44    87.90     2001.37     18521.89          3587.74   \n",
      "max    3200.84  26026.16   771.35    13051.39    141615.60        165547.10   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4258.00       4258.00              4258.00        4258.00   \n",
      "mean              3418.95       2324.55              2011.36        3141.08   \n",
      "std               7784.85       6265.92              3956.22       11104.38   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                340.05        157.23               234.51         314.03   \n",
      "50%               1304.40        779.10               851.60        1145.12   \n",
      "75%               3535.23       2339.72              2144.91        2977.74   \n",
      "max             235058.40     199366.20             60566.89      527014.70   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4258.0        4258.00        4258.00         4258.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.01           0.02            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.29           0.88            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4258.00           4258.0                4258.0   \n",
      "mean             0.00              0.0                   0.0   \n",
      "std              0.07              0.0                   0.0   \n",
      "min              0.00              0.0                   0.0   \n",
      "25%              0.00              0.0                   0.0   \n",
      "50%              0.00              0.0                   0.0   \n",
      "75%              0.00              0.0                   0.0   \n",
      "max              3.66              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                4258.0                4258.0       4258.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2015q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4771.00   4771.00  4771.00     4771.00      4771.00          4771.00   \n",
      "mean    129.41    873.43    68.95     1312.62     11162.72          3778.37   \n",
      "std     236.58   1418.01    68.58     1397.00     17820.82          7234.85   \n",
      "min       0.00      0.00     0.00    -8507.36   -216915.20             0.00   \n",
      "25%      17.24    132.20    25.25      566.03      2913.49           499.17   \n",
      "50%      59.37    445.65    51.74     1225.83     10472.04          1594.89   \n",
      "75%     141.83   1049.38    90.85     2006.71     18937.58          4060.66   \n",
      "max    3530.80  29785.78   780.94    19277.54    288589.61        116181.10   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4771.00       4771.00              4771.00        4771.00   \n",
      "mean              3891.10       2529.56              2381.61        3224.47   \n",
      "std              10880.25       6057.69              5586.31        7012.20   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                426.96        182.47               273.82         356.03   \n",
      "50%               1406.08        836.46               911.13        1277.26   \n",
      "75%               3770.23       2477.00              2394.58        3333.65   \n",
      "max             472952.10     164763.00            130141.20      133694.70   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4771.0        4771.00        4771.00         4771.0   \n",
      "mean   ...         0.0           0.00           0.00            0.0   \n",
      "std    ...         0.0           0.00           0.01            0.0   \n",
      "min    ...         0.0           0.00           0.00            0.0   \n",
      "25%    ...         0.0           0.00           0.00            0.0   \n",
      "50%    ...         0.0           0.00           0.00            0.0   \n",
      "75%    ...         0.0           0.00           0.00            0.0   \n",
      "max    ...         0.0           0.18           0.23            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4771.00          4771.00               4771.00   \n",
      "mean             0.00             0.00                  0.00   \n",
      "std              0.03             0.08                  0.04   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              1.40             5.40                  2.82   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                4771.0               4771.00      4771.00  \n",
      "mean                    0.0                 -0.00         0.00  \n",
      "std                     0.0                  0.04         0.08  \n",
      "min                     0.0                 -2.82         0.00  \n",
      "25%                     0.0                  0.00         0.00  \n",
      "50%                     0.0                  0.00         0.00  \n",
      "75%                     0.0                  0.00         0.00  \n",
      "max                     0.0                  0.00         5.40  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2015q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4198.00   4198.00  4198.00     4198.00      4198.00          4198.00   \n",
      "mean    121.00    876.16    68.12     1224.33     10177.36          3564.27   \n",
      "std     223.00   1423.87    67.53     1393.24     16656.66          7243.65   \n",
      "min       0.00      0.00     0.00   -16855.06    -81762.71             0.00   \n",
      "25%      17.20    136.99    25.57      473.03      1915.14           507.22   \n",
      "50%      59.37    453.28    51.97     1150.81      9716.85          1613.56   \n",
      "75%     136.29   1077.84    89.24     1937.22     18447.90          3724.99   \n",
      "max    3753.93  23835.85   808.95     9931.42    124973.65        169203.50   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4198.00       4198.00              4198.00        4198.00   \n",
      "mean              3609.45       2452.31              2157.34        2947.05   \n",
      "std               9406.77       5916.95              4912.36        6372.59   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                423.94        190.87               274.63         389.40   \n",
      "50%               1407.25        853.11               917.70        1239.66   \n",
      "75%               3531.31       2430.82              2185.58        3095.64   \n",
      "max             338134.40     148531.30            120294.40      168669.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4198.0        4198.00         4198.0         4198.0   \n",
      "mean   ...         0.0           0.00            0.0            0.0   \n",
      "std    ...         0.0           0.00            0.0            0.0   \n",
      "min    ...         0.0           0.00            0.0            0.0   \n",
      "25%    ...         0.0           0.00            0.0            0.0   \n",
      "50%    ...         0.0           0.00            0.0            0.0   \n",
      "75%    ...         0.0           0.00            0.0            0.0   \n",
      "max    ...         0.0           0.16            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4198.00          4198.00               4198.00   \n",
      "mean             0.00             0.02                  0.00   \n",
      "std              0.04             0.68                  0.17   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              1.86            36.86                 10.70   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                4198.0               4198.00       4198.0  \n",
      "mean                    0.0                 -0.00          0.0  \n",
      "std                     0.0                  0.17          0.0  \n",
      "min                     0.0                -10.70          0.0  \n",
      "25%                     0.0                  0.00          0.0  \n",
      "50%                     0.0                  0.00          0.0  \n",
      "75%                     0.0                  0.00          0.0  \n",
      "max                     0.0                  0.00          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2016q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4612.00   4612.00  4612.00     4612.00      4612.00          4612.00   \n",
      "mean    134.36    932.75    73.41     1252.13     10445.90          4028.04   \n",
      "std     219.71   1456.03    70.88     1441.20     18514.47          7822.49   \n",
      "min       0.00      0.00     0.00   -18618.32   -237873.72             0.00   \n",
      "25%      20.56    152.92    28.91      484.81      1949.54           636.48   \n",
      "50%      68.35    479.37    55.43     1202.19      9939.48          1867.73   \n",
      "75%     157.20   1128.82    96.22     1995.18     19154.51          4586.94   \n",
      "max    2834.27  31424.79   795.34    13060.63    139062.00        154032.20   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4612.00       4612.00              4612.00        4612.00   \n",
      "mean              4136.17       2853.99              2531.75        3577.90   \n",
      "std               8826.38       8290.54              6313.72       12733.98   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                489.31        245.38               342.65         459.98   \n",
      "50%               1672.13       1040.84              1048.70        1464.02   \n",
      "75%               4407.16       2850.16              2613.18        3695.58   \n",
      "max             219076.20     364180.50            188873.10      733044.30   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4612.0        4612.00        4612.00        4612.00   \n",
      "mean   ...         0.0           0.00           0.00           0.01   \n",
      "std    ...         0.0           0.01           0.02           0.10   \n",
      "min    ...         0.0           0.00           0.00           0.00   \n",
      "25%    ...         0.0           0.00           0.00           0.00   \n",
      "50%    ...         0.0           0.00           0.00           0.00   \n",
      "75%    ...         0.0           0.00           0.00           0.00   \n",
      "max    ...         0.0           0.49           0.79           4.67   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4612.00          4612.00               4612.00   \n",
      "mean             0.00             0.24                  0.04   \n",
      "std              0.07             2.98                  0.90   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              2.77            89.17                 35.04   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               4612.00               4612.00      4612.00  \n",
      "mean                   0.02                 -0.02         0.03  \n",
      "std                    0.57                  1.02         0.77  \n",
      "min                    0.00                -35.04         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   25.66                 25.66        29.49  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2016q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4081.00   4081.00  4081.00     4081.00      4081.00          4081.00   \n",
      "mean    125.73    865.88    67.32     1255.35     10611.69          3830.66   \n",
      "std     231.39   1430.51    68.41     1351.39     16648.02          8907.99   \n",
      "min       0.00      0.00     0.00   -12382.75   -149596.04             0.00   \n",
      "25%      14.42    120.94    24.81      507.86      2198.85           455.62   \n",
      "50%      57.78    414.55    49.82     1222.24      9996.70          1581.51   \n",
      "75%     141.93   1016.74    86.91     1969.89     18440.06          3972.70   \n",
      "max    4671.65  17231.02   813.14     9023.56    174108.99        257046.70   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4081.00       4081.00              4081.00        4081.00   \n",
      "mean              3740.92       2748.65              2361.32        3233.08   \n",
      "std              11788.75       9948.62              6410.87        8664.13   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                361.08        156.24               241.45         340.94   \n",
      "50%               1400.07        810.00               907.13        1231.55   \n",
      "75%               3690.05       2424.44              2314.86        3185.38   \n",
      "max             533129.40     361013.80            135682.30      259945.50   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4081.0        4081.00        4081.00        4081.00   \n",
      "mean   ...         0.0           0.00           0.00           0.01   \n",
      "std    ...         0.0           0.01           0.01           0.09   \n",
      "min    ...         0.0           0.00           0.00           0.00   \n",
      "25%    ...         0.0           0.00           0.00           0.00   \n",
      "50%    ...         0.0           0.00           0.00           0.00   \n",
      "75%    ...         0.0           0.00           0.00           0.00   \n",
      "max    ...         0.0           0.23           0.36           3.36   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4081.00          4081.00               4081.00   \n",
      "mean             0.00             0.79                  0.31   \n",
      "std              0.05             6.71                  4.38   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              2.31           221.24                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               4081.00               4081.00      4081.00  \n",
      "mean                   0.12                 -0.19         0.14  \n",
      "std                    1.55                  4.20         1.67  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   36.09                 28.00        41.08  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2016q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4638.00   4638.00  4638.00     4638.00      4638.00          4638.00   \n",
      "mean    144.34    906.10    73.31     1292.84     11401.86          4277.25   \n",
      "std     249.28   1479.36    73.29     1453.94     17488.69          9002.10   \n",
      "min       0.00      0.00     0.00   -12902.68   -197727.36             0.00   \n",
      "25%      18.50    137.15    26.75      534.60      2874.23           561.72   \n",
      "50%      67.41    452.68    55.07     1232.81     10678.35          1875.61   \n",
      "75%     163.36   1045.12    95.67     1962.51     19384.80          4580.88   \n",
      "max    4064.15  19553.76   927.13    16545.72    115704.86        249667.10   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4638.00       4638.00              4638.00        4638.00   \n",
      "mean              4276.90       2948.46              2660.08        3593.01   \n",
      "std              10946.68       7470.31              5970.56        7775.73   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                450.57        206.37               293.77         426.14   \n",
      "50%               1662.78        997.35              1073.92        1469.82   \n",
      "75%               4479.31       2847.73              2709.98        3747.67   \n",
      "max             453780.50     206086.80            145336.80      157856.90   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4637.0        4637.00        4637.00        4637.00   \n",
      "mean   ...         0.0           0.00           0.00           0.01   \n",
      "std    ...         0.0           0.02           0.01           0.10   \n",
      "min    ...         0.0           0.00           0.00           0.00   \n",
      "25%    ...         0.0           0.00           0.00           0.00   \n",
      "50%    ...         0.0           0.00           0.00           0.00   \n",
      "75%    ...         0.0           0.00           0.00           0.00   \n",
      "max    ...         0.0           1.35           0.68           4.33   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4637.00          4638.00               4638.00   \n",
      "mean             0.00            10.14                  3.15   \n",
      "std              0.04            24.51                 11.11   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             9.79                  0.00   \n",
      "max              2.34           425.01                159.32   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               4638.00               4638.00      4638.00  \n",
      "mean                   2.05                 -1.11         1.28  \n",
      "std                    8.76                 10.15         6.45  \n",
      "min                    0.00               -102.97         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                106.21       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2016q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4094.00   4094.00  4094.00     4094.00      4094.00          4094.00   \n",
      "mean    139.53    869.78    70.41     1310.03     11776.66          4036.26   \n",
      "std     252.73   1369.84    70.75     1361.71     17096.07          7835.45   \n",
      "min       0.00      0.00     0.00    -7161.02    -73879.45             0.00   \n",
      "25%      17.29    132.95    25.55      550.61      2972.55           525.34   \n",
      "50%      60.81    437.62    52.62     1258.56     10553.35          1671.32   \n",
      "75%     153.35   1042.91    92.96     1951.31     19401.48          4356.88   \n",
      "max    4154.57  21657.10   887.81    13848.17    162292.19        125468.70   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4094.00       4094.00              4094.00        4094.00   \n",
      "mean              3844.91       2812.62              2591.68        3541.89   \n",
      "std               8008.34       8379.78              5792.12        8773.77   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                406.86        182.34               290.74         387.48   \n",
      "50%               1500.42        896.82               994.05        1327.32   \n",
      "75%               4121.09       2665.98              2540.15        3597.34   \n",
      "max             155452.20     323490.90             81698.05      294228.60   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4094.0         4094.0        4094.00        4094.00   \n",
      "mean   ...         0.0            0.0           0.00           0.00   \n",
      "std    ...         0.0            0.0           0.05           0.09   \n",
      "min    ...         0.0            0.0           0.00           0.00   \n",
      "25%    ...         0.0            0.0           0.00           0.00   \n",
      "50%    ...         0.0            0.0           0.00           0.00   \n",
      "75%    ...         0.0            0.0           0.00           0.00   \n",
      "max    ...         0.0            0.2           3.42           3.56   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4094.00          4094.00               4094.00   \n",
      "mean             0.00             3.27                  1.19   \n",
      "std              0.03            13.03                  6.31   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              1.93           182.34                129.37   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               4094.00               4094.00      4094.00  \n",
      "mean                   0.79                 -0.40         0.38  \n",
      "std                    5.32                  6.50         2.67  \n",
      "min                    0.00                -94.34         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  151.29                151.29        53.35  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2017q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4435.00   4435.00  4435.00     4435.00      4435.00          4435.00   \n",
      "mean    154.07    911.49    72.98     1454.81     12196.51          4680.90   \n",
      "std     265.89   1409.26    72.93     1398.94     17073.47          9378.37   \n",
      "min       0.00      0.00     0.00   -12330.13   -125021.79             0.00   \n",
      "25%      22.05    152.76    28.23      718.31      3821.82           634.06   \n",
      "50%      71.36    471.20    55.62     1395.08     11727.06          1991.07   \n",
      "75%     183.88   1090.32    95.47     2155.54     20317.64          4972.23   \n",
      "max    4592.25  17965.49  1087.49    12888.84    113020.58        187430.40   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4435.00       4435.00              4435.00        4435.00   \n",
      "mean              4385.13       3631.35              2845.25        3957.69   \n",
      "std               9156.48      13195.06              6161.64        8695.31   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                495.92        239.02               348.95         480.53   \n",
      "50%               1812.25       1092.03              1162.96        1563.39   \n",
      "75%               4780.37       3186.55              2973.39        4145.86   \n",
      "max             210270.80     528634.70            119213.50      226867.70   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4435.0        4435.00        4435.00        4435.00   \n",
      "mean   ...         0.0           0.00           0.00           0.00   \n",
      "std    ...         0.0           0.02           0.03           0.05   \n",
      "min    ...         0.0           0.00           0.00           0.00   \n",
      "25%    ...         0.0           0.00           0.00           0.00   \n",
      "50%    ...         0.0           0.00           0.00           0.00   \n",
      "75%    ...         0.0           0.00           0.00           0.00   \n",
      "max    ...         0.0           0.84           1.90           2.28   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4435.00          4435.00               4435.00   \n",
      "mean             0.00             1.99                  0.83   \n",
      "std              0.03             8.46                  4.80   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              1.86           120.07                 83.28   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               4435.00               4435.00      4435.00  \n",
      "mean                   0.44                 -0.39         0.29  \n",
      "std                    3.22                  4.64         2.38  \n",
      "min                    0.00                -83.28         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   60.96                 58.17        63.35  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2017q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4706.00   4706.00  4706.00     4706.00      4706.00          4706.00   \n",
      "mean    141.21    858.52    65.10     1431.83     11243.56          3995.53   \n",
      "std     295.94   1490.28    65.50     1416.81     17957.06          8314.97   \n",
      "min       0.00      0.00     0.00    -6826.85   -158876.57             0.00   \n",
      "25%      14.52    113.65    23.08      675.48      2811.28           434.62   \n",
      "50%      59.06    436.59    48.62     1336.10     10541.11          1572.59   \n",
      "75%     152.57   1017.43    87.51     2091.73     18989.72          4066.64   \n",
      "max    9955.16  31490.62   827.11    16624.68    154919.79        155032.10   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4706.00       4706.00              4706.00        4706.00   \n",
      "mean              4161.49       2915.20              2721.55        4517.64   \n",
      "std              24812.58       9478.26              6377.21       22509.07   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                338.62        136.00               234.49         326.49   \n",
      "50%               1383.76        797.42               939.53        1231.07   \n",
      "75%               3856.86       2546.95              2589.37        3553.43   \n",
      "max            1613323.00     246981.40            116325.50     1103236.00   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      4706.0        4706.00        4706.00        4706.00   \n",
      "mean   ...         0.0           0.00           0.00           0.00   \n",
      "std    ...         0.0           0.01           0.03           0.06   \n",
      "min    ...         0.0           0.00           0.00           0.00   \n",
      "25%    ...         0.0           0.00           0.00           0.00   \n",
      "50%    ...         0.0           0.00           0.00           0.00   \n",
      "75%    ...         0.0           0.00           0.00           0.00   \n",
      "max    ...         0.0           0.36           1.65           3.13   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4706.00          4706.00               4706.00   \n",
      "mean             0.00             1.05                  0.33   \n",
      "std              0.02             6.13                  2.93   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              1.15           167.84                 76.87   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               4706.00               4706.00      4706.00  \n",
      "mean                   0.26                 -0.07         0.15  \n",
      "std                    2.42                  2.98         1.82  \n",
      "min                    0.00                -69.71         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   59.66                 44.74        59.81  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2017q3\n",
      "          PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   5551.00   5551.00  5551.00     5551.00      5551.00          5551.00   \n",
      "mean     130.73    812.85    65.33     1397.60     11078.75          3847.07   \n",
      "std      278.21   1329.47    66.65     1407.88     17588.98          8335.10   \n",
      "min        0.00      0.00     0.00   -11119.04   -176283.10             0.00   \n",
      "25%       13.89    105.05    22.99      659.83      2654.17           433.78   \n",
      "50%       59.23    403.48    48.35     1274.15     10236.48          1582.66   \n",
      "75%      144.62    983.62    86.79     2056.35     18906.20          3854.42   \n",
      "max    11056.95  27116.36   995.61    25000.90    183701.17        156071.90   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             5551.00       5551.00              5551.00        5551.00   \n",
      "mean              3994.70       2641.78              2507.55        4062.45   \n",
      "std              11908.91       7512.00              6450.80       16876.04   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                340.98        134.16               235.44         332.77   \n",
      "50%               1392.19        766.39               925.28        1246.31   \n",
      "75%               3760.16       2404.43              2453.73        3332.97   \n",
      "max             445057.30     297055.90            125624.50      744215.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      5550.0        5550.00        5550.00        5550.00   \n",
      "mean   ...         0.0           0.00           0.00           0.00   \n",
      "std    ...         0.0           0.02           0.05           0.06   \n",
      "min    ...         0.0           0.00           0.00           0.00   \n",
      "25%    ...         0.0           0.00           0.00           0.00   \n",
      "50%    ...         0.0           0.00           0.00           0.00   \n",
      "75%    ...         0.0           0.00           0.00           0.00   \n",
      "max    ...         0.0           1.33           2.71           3.09   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         5550.00          5551.00               5551.00   \n",
      "mean             0.00             1.20                  0.46   \n",
      "std              0.01             7.63                  3.85   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.60           224.34                108.03   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               5551.00               5551.00      5551.00  \n",
      "mean                   0.26                 -0.21         0.22  \n",
      "std                    2.55                  3.82         2.33  \n",
      "min                    0.00                -80.18         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   79.94                 79.94        49.87  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2017q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  5111.00   5111.00  5111.00     5111.00      5111.00          5111.00   \n",
      "mean    120.69    821.13    63.29     1344.06     10751.77          3516.46   \n",
      "std     226.60   1460.77    69.08     1432.75     16712.04          7751.20   \n",
      "min       0.00      0.00     0.00   -15761.84   -110783.27             0.00   \n",
      "25%      13.04     96.99    21.54      588.50      2433.36           396.09   \n",
      "50%      53.92    387.47    45.85     1246.74     10048.37          1448.52   \n",
      "75%     137.98    962.94    82.95     2041.01     18795.96          3663.64   \n",
      "max    6187.17  35838.68  1515.15    23125.67    101215.80        184112.70   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             5111.00       5111.00              5111.00        5111.00   \n",
      "mean              3447.93       2429.66              2267.95        3626.81   \n",
      "std               9127.36       6116.61              5251.78       18223.17   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                313.18        119.22               207.52         284.82   \n",
      "50%               1250.73        725.52               854.86        1129.70   \n",
      "75%               3561.11       2196.55              2306.22        3068.66   \n",
      "max             334401.00     116023.90             91632.98      632040.10   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      5111.0        5111.00        5111.00        5111.00   \n",
      "mean   ...         0.0           0.00           0.00           0.00   \n",
      "std    ...         0.0           0.01           0.03           0.07   \n",
      "min    ...         0.0           0.00           0.00           0.00   \n",
      "25%    ...         0.0           0.00           0.00           0.00   \n",
      "50%    ...         0.0           0.00           0.00           0.00   \n",
      "75%    ...         0.0           0.00           0.00           0.00   \n",
      "max    ...         0.0           0.76           2.09           4.28   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         5111.00          5111.00               5111.00   \n",
      "mean             0.00             0.75                  0.25   \n",
      "std              0.02             5.27                  2.69   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.98           116.39                 82.52   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               5111.00               5111.00      5111.00  \n",
      "mean                   0.14                 -0.11         0.13  \n",
      "std                    1.72                  2.75         1.51  \n",
      "min                    0.00                -78.14         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   44.65                 44.65        37.74  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2018q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  5567.00   5567.00  5567.00     5567.00      5567.00          5567.00   \n",
      "mean    120.27    805.94    61.78     1567.85     13208.82          3471.28   \n",
      "std     238.00   1483.52    61.28     1344.29     18843.47          6889.16   \n",
      "min       0.00      0.00     0.00    -7909.15   -228577.28             0.00   \n",
      "25%      13.67    101.54    22.47      776.09      4179.90           445.15   \n",
      "50%      56.81    384.80    46.09     1471.08     12375.29          1508.75   \n",
      "75%     137.53    942.31    81.41     2245.63     21611.94          3764.45   \n",
      "max    6900.50  44832.18   987.14    15811.65    212417.64        130264.40   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             5567.00       5567.00              5567.00        5567.00   \n",
      "mean              3596.14       2784.82              2324.51        3256.67   \n",
      "std              11595.78      10041.41              5476.85       10655.34   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                365.66        139.87               256.51         343.59   \n",
      "50%               1392.75        789.93               893.73        1239.48   \n",
      "75%               3545.52       2362.20              2328.13        3109.96   \n",
      "max             554075.80     283434.60            133230.60      455256.70   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      5566.0        5566.00        5566.00        5566.00   \n",
      "mean   ...         0.0           0.00           0.00           0.00   \n",
      "std    ...         0.0           0.02           0.07           0.05   \n",
      "min    ...         0.0           0.00           0.00           0.00   \n",
      "25%    ...         0.0           0.00           0.00           0.00   \n",
      "50%    ...         0.0           0.00           0.00           0.00   \n",
      "75%    ...         0.0           0.00           0.00           0.00   \n",
      "max    ...         0.0           1.17           4.93           2.36   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         5566.00          5567.00               5567.00   \n",
      "mean             0.00             0.72                  0.22   \n",
      "std              0.01             5.46                  2.22   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.56           187.74                 56.43   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               5567.00               5567.00      5567.00  \n",
      "mean                   0.16                 -0.06         0.13  \n",
      "std                    1.77                  2.46         1.78  \n",
      "min                    0.00                -56.43         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   40.23                 38.69        84.42  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2018q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  5349.00   5349.00  5349.00     5349.00      5349.00          5349.00   \n",
      "mean    117.60    817.70    62.27     1431.80     11629.44          3260.79   \n",
      "std     221.06   1417.99    66.15     1328.78     17494.55          6759.21   \n",
      "min       0.00      0.00     0.00    -8473.36   -213215.48             0.00   \n",
      "25%      11.92     89.51    21.49      656.43      3199.12           370.86   \n",
      "50%      51.28    382.01    45.29     1345.35     10507.73          1377.39   \n",
      "75%     129.84    967.02    81.65     2107.23     19661.69          3385.38   \n",
      "max    3797.44  24377.66   886.99    13849.42    187728.14        190767.10   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             5349.00       5349.00              5349.00        5349.00   \n",
      "mean              3320.94       3042.17              2225.71        3008.78   \n",
      "std              10519.28      13100.11              6183.38        8609.03   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                278.46        104.29               197.89         268.84   \n",
      "50%               1177.79        703.93               790.02        1103.24   \n",
      "75%               3247.73       2263.95              2079.65        2944.37   \n",
      "max             499560.80     508430.80            153008.90      380609.10   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      5349.0        5349.00        5349.00        5349.00   \n",
      "mean   ...         0.0           0.00           0.00           0.00   \n",
      "std    ...         0.0           0.01           0.01           0.03   \n",
      "min    ...         0.0           0.00           0.00           0.00   \n",
      "25%    ...         0.0           0.00           0.00           0.00   \n",
      "50%    ...         0.0           0.00           0.00           0.00   \n",
      "75%    ...         0.0           0.00           0.00           0.00   \n",
      "max    ...         0.0           0.41           0.48           1.38   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         5349.00          5349.00               5349.00   \n",
      "mean             0.00             0.50                  0.13   \n",
      "std              0.02             4.28                  1.69   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              1.07           117.92                 48.96   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               5349.00               5349.00      5349.00  \n",
      "mean                   0.12                 -0.01         0.09  \n",
      "std                    1.60                  1.86         1.42  \n",
      "min                    0.00                -44.19         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   41.96                 37.92        56.40  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2018q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  6003.00   6003.00  6003.00     6003.00      6003.00          6003.00   \n",
      "mean    128.37    795.62    64.54     1482.13     12110.10          3642.27   \n",
      "std     245.52   1402.15    66.75     1423.48     17733.80          7855.03   \n",
      "min       0.00      0.00     0.00   -13681.17   -213515.26             0.00   \n",
      "25%      14.28     99.43    23.62      702.02      3456.83           446.85   \n",
      "50%      55.95    377.04    47.94     1388.35     10878.37          1527.56   \n",
      "75%     143.64    942.79    84.84     2164.13     20204.81          3829.13   \n",
      "max    4075.51  25913.64  1227.57    23067.90    161872.70        214062.70   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             6003.00       6003.00              6003.00        6003.00   \n",
      "mean              3679.26       4650.40              2339.73        3232.86   \n",
      "std              10024.38      35932.53              5631.93        7777.73   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                338.57        137.53               235.37         313.68   \n",
      "50%               1351.80        831.03               902.09        1226.76   \n",
      "75%               3689.44       2670.20              2339.35        3254.75   \n",
      "max             324763.40    1743778.00            112370.00      234436.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      6001.0        6001.00        6001.00        6001.00   \n",
      "mean   ...         0.0           0.00           0.00           0.00   \n",
      "std    ...         0.0           0.02           0.01           0.04   \n",
      "min    ...         0.0           0.00           0.00           0.00   \n",
      "25%    ...         0.0           0.00           0.00           0.00   \n",
      "50%    ...         0.0           0.00           0.00           0.00   \n",
      "75%    ...         0.0           0.00           0.00           0.00   \n",
      "max    ...         0.0           1.68           0.37           2.33   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         6001.00          6002.00               6002.00   \n",
      "mean             0.00             1.02                  0.35   \n",
      "std              0.01             6.52                  3.99   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.61           129.06                150.57   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               6002.00               6002.00      6002.00  \n",
      "mean                   0.22                 -0.13         0.21  \n",
      "std                    2.23                  3.87         2.39  \n",
      "min                    0.00               -150.57         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   51.01                 43.49        81.70  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2018q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  5512.00   5512.00  5512.00     5512.00      5512.00          5512.00   \n",
      "mean    128.08    830.44    66.52     1352.83     10928.96          3670.22   \n",
      "std     226.48   1401.14    68.21     1421.06     17863.78          7952.36   \n",
      "min       0.00      0.00     0.00   -12509.88   -160753.28             0.00   \n",
      "25%      14.98    100.74    24.11      561.40      2574.24           444.68   \n",
      "50%      58.65    392.82    49.81     1266.96     10202.10          1552.86   \n",
      "75%     147.18    998.82    87.20     2050.81     19076.35          3951.31   \n",
      "max    4079.94  19054.51   825.31    12111.73    152139.10        266453.70   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             5512.00       5512.00              5512.00        5512.00   \n",
      "mean              3688.38       4113.93              2332.37        3155.05   \n",
      "std               9526.15      19641.48              5376.43        7211.04   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                361.78        141.52               234.81         327.68   \n",
      "50%               1393.51        864.01               906.72        1252.16   \n",
      "75%               3679.98       2730.76              2289.89        3252.69   \n",
      "max             306867.70     737874.30            141670.10      213586.90   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      5511.0        5511.00        5511.00        5511.00   \n",
      "mean   ...         0.0           0.00           0.00           0.00   \n",
      "std    ...         0.0           0.02           0.01           0.01   \n",
      "min    ...         0.0           0.00           0.00           0.00   \n",
      "25%    ...         0.0           0.00           0.00           0.00   \n",
      "50%    ...         0.0           0.00           0.00           0.00   \n",
      "75%    ...         0.0           0.00           0.00           0.00   \n",
      "max    ...         0.0           1.06           0.32           0.65   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         5511.00          5511.00               5511.00   \n",
      "mean             0.00             1.77                  0.51   \n",
      "std              0.03            10.44                  4.31   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              1.51           261.27                108.11   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               5511.00               5511.00      5511.00  \n",
      "mean                   0.28                 -0.23         0.38  \n",
      "std                    2.76                  4.28         3.23  \n",
      "min                    0.00               -108.11         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   64.65                 63.88        84.30  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for 2019q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  5963.00   5963.00  5963.00     5963.00      5963.00          5963.00   \n",
      "mean    133.57    851.98    68.33     1402.49     11690.13          3805.05   \n",
      "std     224.53   1478.25    67.86     1371.89     18556.51          7023.09   \n",
      "min       0.00      0.00     0.00    -9332.20   -249450.32             0.00   \n",
      "25%      16.88    118.55    25.46      625.32      2719.14           535.06   \n",
      "50%      64.63    426.16    52.04     1316.34     10413.76          1780.52   \n",
      "75%     154.66   1008.89    90.30     2110.51     20119.13          4297.27   \n",
      "max    4607.19  54261.21   947.14    13944.80    185547.41        133962.20   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             5963.00       5963.00              5963.00        5963.00   \n",
      "mean              3902.17       3996.28              2325.43        3454.84   \n",
      "std              12342.91      13727.38              5412.90       12876.29   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                443.86        179.31               288.50         400.66   \n",
      "50%               1586.85        962.70              1002.34        1369.75   \n",
      "75%               4028.43       2883.36              2462.54        3464.99   \n",
      "max             612215.20     362106.00            188491.90      656888.00   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      5962.0        5962.00        5962.00        5962.00   \n",
      "mean   ...         0.0           0.00           0.00           0.00   \n",
      "std    ...         0.0           0.01           0.02           0.03   \n",
      "min    ...         0.0           0.00           0.00           0.00   \n",
      "25%    ...         0.0           0.00           0.00           0.00   \n",
      "50%    ...         0.0           0.00           0.00           0.00   \n",
      "75%    ...         0.0           0.00           0.00           0.00   \n",
      "max    ...         0.0           1.13           0.72           1.53   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         5962.00          5961.00               5961.00   \n",
      "mean             0.00             3.80                  1.33   \n",
      "std              0.03            15.88                  5.97   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              1.87           486.89                 77.29   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               5961.00               5961.00      5961.00  \n",
      "mean                   0.62                 -0.71         0.87  \n",
      "std                    4.16                  5.82         4.64  \n",
      "min                    0.00                -77.29         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  104.87                104.87        73.64  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2019q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  5524.00   5524.00  5524.00     5524.00      5524.00          5524.00   \n",
      "mean    124.26    824.53    64.33     1372.46     10508.29          3463.33   \n",
      "std     218.45   1359.21    65.30     1443.82     17634.03          6948.01   \n",
      "min       0.00      0.00     0.00   -13154.93   -205482.23             0.00   \n",
      "25%      14.00     96.72    22.83      582.98      2194.11           400.50   \n",
      "50%      58.53    391.00    48.24     1281.88      9567.96          1490.65   \n",
      "75%     143.69    983.64    86.31     2068.35     18273.47          3748.61   \n",
      "max    4045.14  18245.79   899.63    12986.49    219246.25        179649.60   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             5524.00       5524.00              5524.00        5524.00   \n",
      "mean              3724.26       3900.70              2185.99        3475.61   \n",
      "std              12263.54      23184.73              5254.27       12119.92   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                323.83        128.36               215.49         298.34   \n",
      "50%               1363.34        777.18               833.08        1191.31   \n",
      "75%               3602.00       2574.08              2248.54        3258.44   \n",
      "max             608020.80    1332770.00            185768.50      434899.10   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      5523.0        5523.00        5523.00        5523.00   \n",
      "mean   ...         0.0           0.00           0.00           0.00   \n",
      "std    ...         0.0           0.03           0.03           0.04   \n",
      "min    ...         0.0           0.00           0.00           0.00   \n",
      "25%    ...         0.0           0.00           0.00           0.00   \n",
      "50%    ...         0.0           0.00           0.00           0.00   \n",
      "75%    ...         0.0           0.00           0.00           0.00   \n",
      "max    ...         0.0           1.84           1.04           2.30   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         5523.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.03              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.79              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2019q3\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  6167.00   6167.00  6167.00     6167.00      6167.00          6167.00   \n",
      "mean    134.63    885.25    70.17     1355.04     11465.11          3914.11   \n",
      "std     234.19   1637.36    69.49     1465.18     17504.12          8002.90   \n",
      "min       0.00      0.00     0.00   -14918.60   -146210.21             0.00   \n",
      "25%      17.61    118.43    25.26      553.08      2738.97           543.56   \n",
      "50%      66.44    425.44    52.07     1254.36     10259.28          1731.71   \n",
      "75%     158.49   1034.66    93.96     2067.64     19183.69          4306.84   \n",
      "max    4975.37  35206.78   726.51    20543.42    159969.69        234095.60   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             6167.00       6167.00              6167.00        6167.00   \n",
      "mean              4110.50       5019.22              2365.87        3716.67   \n",
      "std              12357.05      26867.82              5446.98       14455.87   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                452.42        194.46               293.72         400.36   \n",
      "50%               1623.71        941.56               997.77        1422.46   \n",
      "75%               4191.26       2980.36              2500.77        3495.98   \n",
      "max             568913.60    1569702.00            133404.30      630775.60   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      6165.0        6165.00        6165.00        6165.00   \n",
      "mean   ...         0.0           0.00           0.00           0.00   \n",
      "std    ...         0.0           0.01           0.03           0.03   \n",
      "min    ...         0.0           0.00           0.00           0.00   \n",
      "25%    ...         0.0           0.00           0.00           0.00   \n",
      "50%    ...         0.0           0.00           0.00           0.00   \n",
      "75%    ...         0.0           0.00           0.00           0.00   \n",
      "max    ...         0.0           0.71           1.61           2.28   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         6165.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.02              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.08              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2019q4\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  5547.00   5547.00  5547.00     5547.00      5547.00          5547.00   \n",
      "mean    143.58    859.98    68.91     1333.76     11225.97          3914.84   \n",
      "std     261.06   1552.98    69.22     1452.13     18058.72          7597.23   \n",
      "min       0.00      0.00     0.00   -13977.82   -178831.35             0.00   \n",
      "25%      17.16    114.68    25.75      541.95      2516.17           499.31   \n",
      "50%      66.72    417.97    51.93     1265.71     10139.17          1701.01   \n",
      "75%     164.71   1013.54    91.50     2078.34     19294.29          4326.94   \n",
      "max    4168.23  33657.06   839.65    10689.24    152424.54        156495.60   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             5547.00       5547.00              5547.00        5547.00   \n",
      "mean              4185.50       4854.90              2503.54        3431.29   \n",
      "std              11408.52      21580.04              6363.33        8156.21   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                403.42        176.36               274.00         364.57   \n",
      "50%               1524.46        970.67              1006.40        1380.50   \n",
      "75%               4099.19       3000.93              2519.37        3477.70   \n",
      "max             497137.70     729655.80            224663.00      202025.60   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      5545.0        5545.00        5545.00        5545.00   \n",
      "mean   ...         0.0           0.00           0.00           0.00   \n",
      "std    ...         0.0           0.01           0.02           0.03   \n",
      "min    ...         0.0           0.00           0.00           0.00   \n",
      "25%    ...         0.0           0.00           0.00           0.00   \n",
      "50%    ...         0.0           0.00           0.00           0.00   \n",
      "75%    ...         0.0           0.00           0.00           0.00   \n",
      "max    ...         0.0           0.98           0.63           1.66   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         5545.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.02              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.46              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2020q1\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  5969.00   5969.00  5969.00     5969.00      5969.00          5969.00   \n",
      "mean    158.10    926.73    77.55     1338.07     11646.93          4509.30   \n",
      "std     254.85   1386.21    70.61     1546.72     18954.29          8192.53   \n",
      "min       0.00      0.00     0.00   -10728.82   -251114.47             0.00   \n",
      "25%      27.59    151.01    31.68      496.40      2459.25           800.03   \n",
      "50%      82.24    489.59    60.45     1268.33     10553.02          2205.27   \n",
      "75%     190.16   1110.96   103.05     2109.65     20018.14          5079.49   \n",
      "max    5354.99  22828.38   777.26    24839.54    154993.72        197117.30   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             5969.00       5969.00              5969.00        5969.00   \n",
      "mean              5338.80       5085.13              2790.25        4229.76   \n",
      "std              16055.29      23582.85              5649.06       10785.27   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                659.69        335.84               438.36         588.49   \n",
      "50%               2093.93       1394.01              1276.56        1816.12   \n",
      "75%               5192.62       3950.22              3018.48        4329.60   \n",
      "max             657485.40    1106284.00            124337.60      331405.00   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     5967.00        5967.00        5967.00        5967.00   \n",
      "mean   ...        0.04           0.01           0.00           0.00   \n",
      "std    ...        0.12           0.06           0.02           0.02   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        1.63           1.53           0.96           1.08   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         5967.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.02              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.98              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2020q2\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  5453.00   5453.00  5453.00     5453.00      5453.00          5453.00   \n",
      "mean    224.70   1509.40   121.82      156.15      3159.67          7358.12   \n",
      "std     269.77   1925.37    84.80     1507.79     16823.42         10185.99   \n",
      "min       0.00      0.00     0.00   -13385.30   -152194.10             0.00   \n",
      "25%      72.62    410.11    65.19     -627.44     -4167.43          2224.80   \n",
      "50%     154.18    936.48   103.57      202.66      3361.77          4507.59   \n",
      "75%     281.48   1892.03   158.45      977.92     11140.77          8662.79   \n",
      "max    3438.66  35157.75   885.98     9888.35    117486.65        210848.80   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             5453.00       5453.00              5453.00        5453.00   \n",
      "mean              7475.38       5355.64              4226.14        7252.50   \n",
      "std              11484.34      11830.83              6381.76       15160.66   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               2024.15       1191.16              1234.16        1787.71   \n",
      "50%               4431.16       2781.17              2570.27        3806.14   \n",
      "75%               8499.39       5709.80              4972.32        7871.76   \n",
      "max             244207.80     374838.60            114930.50      596594.40   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     5451.00        5451.00        5451.00        5451.00   \n",
      "mean   ...        0.14           0.00           0.00           0.00   \n",
      "std    ...        0.22           0.03           0.02           0.01   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.20           0.00           0.00           0.00   \n",
      "max    ...        2.98           0.69           0.75           0.55   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         5451.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.02              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              1.00              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2020q3\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  6196.00   6196.00  6196.00     6196.00      6196.00          6196.00   \n",
      "mean    185.85   1283.47   103.39      231.57      3273.02          5865.89   \n",
      "std     245.99   1783.81    76.48      960.94     10603.96          8927.35   \n",
      "min       0.00      0.00     0.00   -14198.05   -132307.82             0.00   \n",
      "25%      51.65    304.80    51.94        0.00         0.00          1559.78   \n",
      "50%     117.80    765.20    87.68        0.00         0.00          3505.91   \n",
      "75%     229.31   1552.18   135.48      101.62      1864.41          6877.41   \n",
      "max    3711.39  29570.55   795.76    16081.90    111335.27        227256.80   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             6196.00       6196.00              6196.00        6196.00   \n",
      "mean              6078.96       4111.99              3512.36        5633.03   \n",
      "std              12421.82       7514.09              6085.88       12598.83   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1434.79        807.06               883.33        1250.83   \n",
      "50%               3334.78       2050.41              1925.44        2865.24   \n",
      "75%               6698.73       4460.94              3988.01        5904.73   \n",
      "max             503523.40     140206.90            148207.00      446251.50   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     6192.00        6192.00        6192.00        6192.00   \n",
      "mean   ...        0.12           0.00           0.00           0.00   \n",
      "std    ...        0.20           0.03           0.01           0.01   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.18           0.00           0.00           0.00   \n",
      "max    ...        2.16           1.47           0.44           0.65   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         6192.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.02              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.77              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for 2020q4\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  5519.00   5519.00  5519.00     5519.00      5519.00          5519.00   \n",
      "mean    163.41   1091.08    89.69     1201.06     11852.45          4875.11   \n",
      "std     240.28   1694.55    73.78     1410.45     17630.78          8136.99   \n",
      "min       0.00      0.00     0.00   -11833.65   -177444.33             0.00   \n",
      "25%      35.36    221.79    42.01      417.52      2661.58          1073.13   \n",
      "50%      93.94    604.92    72.90     1144.82     10406.92          2630.12   \n",
      "75%     197.80   1286.66   117.27     1932.88     19729.40          5479.32   \n",
      "max    4510.70  31361.75   780.32    18163.50    131577.92        149714.30   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             5519.00       5519.00              5519.00        5519.00   \n",
      "mean              5377.97       3502.18              3172.63        4742.51   \n",
      "std              18191.71       8478.45              7017.62       12759.17   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                938.54        487.53               592.92         852.21   \n",
      "50%               2428.31       1524.02              1525.89        2141.06   \n",
      "75%               5447.28       3580.20              3333.38        4784.99   \n",
      "max             950699.70     260985.00            213380.60      432625.60   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     5515.00        5515.00        5515.00        5515.00   \n",
      "mean   ...        0.09           0.00           0.00           0.00   \n",
      "std    ...        0.18           0.08           0.02           0.01   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.14           0.00           0.00           0.00   \n",
      "max    ...        2.08           4.86           0.60           0.37   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         5515.00              0.0                   0.0   \n",
      "mean             0.00              NaN                   NaN   \n",
      "std              0.01              NaN                   NaN   \n",
      "min              0.00              NaN                   NaN   \n",
      "25%              0.00              NaN                   NaN   \n",
      "50%              0.00              NaN                   NaN   \n",
      "75%              0.00              NaN                   NaN   \n",
      "max              0.72              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    }
   ],
   "source": [
    "# Descriptive statistics by quarter\n",
    "quarters = ['q1', 'q2', 'q3', 'q4']\n",
    "for year in range(2002, 2021):\n",
    "    for q in quarters:\n",
    "        date = str(year) + q\n",
    "        if not firm_risk[firm_risk.date == date].empty:\n",
    "            print(\"\\nDescriptive statistics for\", date)\n",
    "            print(firm_risk[['PRisk', 'NPRisk', 'Risk', 'PSentiment', 'NPSentiment', 'PRiskT_economic', 'PRiskT_environment', 'PRiskT_trade', 'PRiskT_institutions', 'PRiskT_health', 'PRiskT_security', 'PRiskT_tax', 'PRiskT_technology', 'Covid_Exposure', 'Covid_Neg_Sentiment', 'Covid_Pos_Sentiment', 'Covid_Net_Sentiment', 'Covid_Risk', 'SARS_Exposure', 'H1N1_Exposure', 'Zika_Exposure', 'Ebola_Exposure', 'Brexit_Exposure', 'Brexit_Neg_Sentiment', 'Brexit_Pos_Sentiment', 'Brexit_Net_Sentiment', 'Brexit_Risk']][firm_risk.date == date].describe().round(2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f7be98eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Descriptive statistics for US\n",
      "           PRisk     NPRisk       Risk  PSentiment  NPSentiment  \\\n",
      "count  216688.00  216688.00  216688.00   216688.00    216688.00   \n",
      "mean      123.86     902.84      66.19     1174.65      9139.05   \n",
      "std       225.03    1456.43      60.83     1385.44     18759.54   \n",
      "min         0.00       0.00       0.00   -19452.35   -259268.00   \n",
      "25%        19.25     155.98      27.10      443.80       461.36   \n",
      "50%        62.35     481.92      52.16     1121.37      9178.45   \n",
      "75%       143.72    1073.79      88.40     1865.35     18266.65   \n",
      "max     11056.95   69623.54    1776.43    29098.62    249250.84   \n",
      "\n",
      "       PRiskT_economic  PRiskT_environment  PRiskT_trade  PRiskT_institutions  \\\n",
      "count        216688.00           216688.00     216688.00            216688.00   \n",
      "mean           3627.10             3757.11       2643.04              2307.42   \n",
      "std            7460.32            11284.79      10974.41              5911.91   \n",
      "min               0.00                0.00          0.00                 0.00   \n",
      "25%             564.98              444.04        199.94               303.19   \n",
      "50%            1681.10             1466.13        872.96               960.90   \n",
      "75%            3932.53             3718.59       2443.83              2317.62   \n",
      "max          491425.80          1012031.00    1743778.00            429202.50   \n",
      "\n",
      "       PRiskT_health  ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  \\\n",
      "count      216688.00  ...   216700.00      216700.00      216700.00   \n",
      "mean         3594.31  ...        0.01           0.00           0.00   \n",
      "std         13615.66  ...        0.06           0.04           0.06   \n",
      "min             0.00  ...        0.00           0.00           0.00   \n",
      "25%           407.50  ...        0.00           0.00           0.00   \n",
      "50%          1307.16  ...        0.00           0.00           0.00   \n",
      "75%          3213.67  ...        0.00           0.00           0.00   \n",
      "max       1103236.00  ...        2.26           4.86           7.92   \n",
      "\n",
      "       Zika_Exposure  Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count      216700.00       216700.00         85244.00              85244.00   \n",
      "mean            0.00            0.00             0.64                  0.25   \n",
      "std             0.03            0.04             5.83                  2.98   \n",
      "min             0.00            0.00             0.00                  0.00   \n",
      "25%             0.00            0.00             0.00                  0.00   \n",
      "50%             0.00            0.00             0.00                  0.00   \n",
      "75%             0.00            0.00             0.00                  0.00   \n",
      "max             4.67            4.73           210.37                150.57   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count              85244.00              85244.00     85244.00  \n",
      "mean                   0.13                 -0.11         0.10  \n",
      "std                    2.00                  2.77         1.72  \n",
      "min                    0.00               -150.57         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  151.29                151.29       233.55  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for CA\n",
      "          PRisk    NPRisk      Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  21115.00  21115.00  21115.00    21115.00     21115.00         21115.00   \n",
      "mean     125.62    907.74     69.10     1061.99     10360.63          3568.81   \n",
      "std      227.38   1531.11     62.30     1283.63     17919.67          6978.60   \n",
      "min        0.00      0.00      0.00   -22029.90   -213215.48             0.00   \n",
      "25%       19.11    133.01     28.33      387.82      1827.91           536.44   \n",
      "50%       63.62    439.70     54.84     1010.32      9792.65          1691.22   \n",
      "75%      144.57   1063.31     92.59     1690.47     18697.10          3981.91   \n",
      "max     7021.86  39643.84   1515.15    14598.76    154919.79        190767.10   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count            21115.00      21115.00             21115.00       21115.00   \n",
      "mean              4081.56       2778.15              2230.49        2947.92   \n",
      "std              11430.95       8802.00              5523.02        7822.52   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                449.81        194.32               286.85         393.78   \n",
      "50%               1556.19        902.36               969.15        1318.36   \n",
      "75%               3999.89       2542.78              2355.77        3179.00   \n",
      "max             482743.50     479433.20            253832.70      616546.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...    21115.00       21115.00       21115.00       21115.00   \n",
      "mean   ...        0.01           0.00           0.00           0.00   \n",
      "std    ...        0.07           0.06           0.06           0.01   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        1.46           4.33           3.41           0.93   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count        21115.00          9206.00               9206.00   \n",
      "mean             0.00             0.70                  0.22   \n",
      "std              0.05             6.03                  2.61   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              4.36           142.95                 70.97   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               9206.00               9206.00      9206.00  \n",
      "mean                   0.13                 -0.09         0.15  \n",
      "std                    1.97                  2.59         1.93  \n",
      "min                    0.00                -69.40         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   88.93                 44.46        72.05  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for NL\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  2835.00   2835.00  2835.00     2835.00      2835.00          2835.00   \n",
      "mean    123.36    820.60    70.09      904.25      9906.56          3719.75   \n",
      "std     180.45   1172.55    63.05     1103.36     13520.16          6591.37   \n",
      "min       0.00      0.00     0.00   -11161.78    -75582.91             0.00   \n",
      "25%      25.03    156.76    28.68      266.29      2437.16           772.19   \n",
      "50%      69.66    459.19    53.43      871.52      8916.06          2034.92   \n",
      "75%     152.34   1017.42    92.05     1494.00     16510.84          4307.72   \n",
      "max    2175.41  16363.63   547.74    10149.57    183068.21        177913.90   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             2835.00       2835.00              2835.00        2835.00   \n",
      "mean              3574.98       2764.72              2276.71        3248.17   \n",
      "std               5594.71       5724.11              3944.83        6713.81   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                664.11        343.18               435.58         597.81   \n",
      "50%               1825.32       1198.82              1197.40        1601.23   \n",
      "75%               4190.49       3014.75              2664.19        3530.88   \n",
      "max              73096.30      94263.32             66709.55      159319.60   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     2835.00        2835.00        2835.00         2835.0   \n",
      "mean   ...        0.01           0.00           0.01            0.0   \n",
      "std    ...        0.05           0.03           0.08            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        0.97           0.95           2.41            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         2835.00          1213.00               1213.00   \n",
      "mean             0.00             1.92                  0.53   \n",
      "std              0.07            14.59                  4.22   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              1.74           425.01                 95.97   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               1213.00               1213.00      1213.00  \n",
      "mean                   0.43                 -0.10         0.38  \n",
      "std                    4.68                  3.82         3.09  \n",
      "min                    0.00                -59.17         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  137.10                 42.85        50.99  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for BM\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  2927.00   2927.00  2927.00     2927.00      2927.00          2927.00   \n",
      "mean    250.83   1546.50   130.57      580.60      6802.71          7169.09   \n",
      "std     431.43   1960.62   121.21     1386.90     17733.42         13193.48   \n",
      "min       0.00      0.00     0.00   -16855.06    -74253.10             0.00   \n",
      "25%      39.62    310.00    45.41      -73.10     -2160.99          1211.38   \n",
      "50%     120.21    937.55    92.99      584.78      6521.62          3610.80   \n",
      "75%     292.75   2043.27   178.17     1297.56     15297.80          8199.65   \n",
      "max    8382.53  31361.75   848.83    11957.90    127091.79        267097.60   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             2927.00       2927.00              2927.00        2927.00   \n",
      "mean              7157.15       5417.14              4328.84        6203.22   \n",
      "std              16136.08      13777.97              8672.59       11867.45   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1067.27        586.30               701.57         953.07   \n",
      "50%               3305.23       2121.23              2013.88        2802.92   \n",
      "75%               7840.04       5191.77              4734.64        6832.39   \n",
      "max             497137.70     374838.60            196878.20      182342.20   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     2927.00        2927.00        2927.00        2927.00   \n",
      "mean   ...        0.01           0.00           0.00           0.00   \n",
      "std    ...        0.07           0.06           0.01           0.01   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        1.15           2.40           0.37           0.31   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         2927.00          1325.00               1325.00   \n",
      "mean             0.00             1.26                  0.38   \n",
      "std              0.01             7.39                  3.29   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.22           110.29                 53.58   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               1325.00               1325.00      1325.00  \n",
      "mean                   0.36                 -0.03         0.13  \n",
      "std                    3.33                  3.73         1.74  \n",
      "min                    0.00                -53.58         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   63.13                 63.13        43.65  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for GB\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  9779.00   9779.00  9779.00     9779.00      9779.00          9779.00   \n",
      "mean    161.03    918.52    81.57     1383.91     14395.31          4863.82   \n",
      "std     243.02   1272.71    71.24     1370.40     14747.45          7825.51   \n",
      "min       0.00      0.00     0.00   -20874.77   -104536.02             0.00   \n",
      "25%      33.98    189.59    34.78      611.57      5629.96          1099.01   \n",
      "50%      88.32    531.42    63.01     1312.09     12728.41          2673.42   \n",
      "75%     192.37   1149.47   106.47     2076.75     21434.14          5759.56   \n",
      "max    4975.37  25913.64   995.61    18163.50    118052.67        188193.40   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             9779.00       9779.00              9779.00        9779.00   \n",
      "mean              5114.85       3712.54              3132.27        4087.13   \n",
      "std              10547.22       8701.75              6176.32        7716.05   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                952.00        552.10               611.27         868.69   \n",
      "50%               2415.75       1610.22              1521.26        2149.23   \n",
      "75%               5521.67       3953.16              3408.93        4739.49   \n",
      "max             347868.40     421600.10            158082.70      341424.90   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     9779.00        9779.00        9779.00        9779.00   \n",
      "mean   ...        0.01           0.00           0.00           0.00   \n",
      "std    ...        0.05           0.06           0.04           0.01   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        1.24           2.74           2.16           0.41   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         9779.00          4512.00               4512.00   \n",
      "mean             0.00             4.62                  1.25   \n",
      "std              0.03            15.30                  5.51   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              2.20           186.92                102.04   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               4512.00               4512.00      4512.00  \n",
      "mean                   0.80                 -0.45         0.74  \n",
      "std                    4.21                  5.43         4.19  \n",
      "min                    0.00               -102.04         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   87.62                 58.17        84.42  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for PR\n",
      "         PRisk    NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   243.00    243.00  243.00      243.00       243.00           243.00   \n",
      "mean    327.60   1320.31  111.67      892.42      5509.98         11271.77   \n",
      "std     502.67   1893.46   81.91     2032.42     14407.44         15887.57   \n",
      "min       0.00      0.00    0.00    -7769.43    -32553.66             0.00   \n",
      "25%      44.76    328.32   50.67        8.68     -2907.76          1910.56   \n",
      "50%     143.03    790.15   91.30      953.30      5362.00          5131.66   \n",
      "75%     335.96   1600.65  160.06     2120.63     13692.48         12266.28   \n",
      "max    2817.55  16773.04  368.49     5504.32     70390.73         81657.81   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              243.00        243.00               243.00         243.00   \n",
      "mean             10129.88       6200.12             10593.82        9463.99   \n",
      "std              24546.55      11705.66             19381.03       15408.14   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1357.13        818.76              1029.80        1129.18   \n",
      "50%               3685.99       1991.45              2972.71        3660.65   \n",
      "75%              10906.67       7209.11             12368.53       12077.68   \n",
      "max             338134.40     107474.30            130141.20      121322.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      243.00          243.0         243.00         243.00   \n",
      "mean   ...        0.01            0.0           0.03           0.02   \n",
      "std    ...        0.06            0.0           0.22           0.19   \n",
      "min    ...        0.00            0.0           0.00           0.00   \n",
      "25%    ...        0.00            0.0           0.00           0.00   \n",
      "50%    ...        0.00            0.0           0.00           0.00   \n",
      "75%    ...        0.00            0.0           0.00           0.00   \n",
      "max    ...        0.58            0.0           2.80           2.28   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           243.0            138.0                 138.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                 138.0                 138.0        138.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for IL\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  2812.00   2812.00  2812.00     2812.00      2812.00          2812.00   \n",
      "mean    155.90    819.61    73.39     1304.33      5749.24          3516.43   \n",
      "std     342.57   1258.37    74.42     1448.96     22159.04          6987.34   \n",
      "min       0.00      0.00     0.00   -18318.39   -209962.93             0.00   \n",
      "25%      11.99     94.91    24.98      597.73     -2051.34           371.81   \n",
      "50%      63.79    423.78    53.14     1252.92      7559.43          1520.27   \n",
      "75%     178.26   1018.99    98.06     1949.75     16251.54          4039.88   \n",
      "max    5349.18  14643.05   725.29    10905.04    117253.72        158422.90   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             2812.00       2812.00              2812.00        2812.00   \n",
      "mean              3362.63       2633.48              2137.40        3042.90   \n",
      "std               6757.88       5838.84              4409.61        8094.77   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                218.59        145.61               116.63         179.49   \n",
      "50%               1207.66        778.32               836.68        1036.13   \n",
      "75%               3862.45       2651.97              2498.69        3268.17   \n",
      "max             156184.30     123792.10             99079.73      234436.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     2812.00        2812.00        2812.00         2812.0   \n",
      "mean   ...        0.01           0.00           0.00            0.0   \n",
      "std    ...        0.06           0.06           0.07            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        0.95           2.13           3.82            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          2812.0          1015.00               1015.00   \n",
      "mean              0.0             0.56                  0.03   \n",
      "std               0.0             6.46                  1.11   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0           159.74                 35.50   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               1015.00               1015.00      1015.00  \n",
      "mean                   0.06                  0.02         0.02  \n",
      "std                    1.29                  0.65         0.60  \n",
      "min                    0.00                  0.00         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   35.50                 20.61        19.20  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for JP\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4831.00   4831.00  4831.00     4831.00      4831.00          4831.00   \n",
      "mean    118.01    786.97    62.69      661.96      1784.24          3723.26   \n",
      "std     241.45   1813.04    79.64     1779.02     28882.77          9065.81   \n",
      "min       0.00      0.00     0.00   -14384.18   -310436.52             0.00   \n",
      "25%       0.00      0.00     0.00      -85.55     -5175.70             0.00   \n",
      "50%      37.06    199.05    40.36      398.60       940.28          1284.03   \n",
      "75%     140.08    790.77    87.56     1408.33     10643.20          4132.95   \n",
      "max    4306.42  35206.78   775.69    10963.11    543221.16        333783.00   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4831.00       4831.00              4831.00        4831.00   \n",
      "mean              4022.11       3136.93              2046.20        3154.57   \n",
      "std               9628.76       8320.97              4272.87        8952.60   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                  0.00          0.00                 0.00           0.00   \n",
      "50%               1181.18        610.85               652.78        1018.70   \n",
      "75%               4172.82       2699.82              2224.86        3402.08   \n",
      "max             223153.00     139096.10             75636.58      434899.10   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     5891.00        5891.00        5891.00        5891.00   \n",
      "mean   ...        0.02           0.00           0.00           0.00   \n",
      "std    ...        0.11           0.01           0.03           0.00   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        2.98           0.81           0.85           0.21   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         5891.00          2914.00               2914.00   \n",
      "mean             0.00             0.90                  0.38   \n",
      "std              0.01             7.79                  5.04   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.56           212.43                159.32   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               2914.00               2914.00      2914.00  \n",
      "mean                   0.29                 -0.09         0.13  \n",
      "std                    5.72                  4.43         1.99  \n",
      "min                    0.00               -108.11         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  265.53                106.21        59.81  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for CN\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  5295.00   5295.00  5295.00     5295.00      5295.00          5295.00   \n",
      "mean    143.30    773.89    71.44     1708.48      7501.23          4155.85   \n",
      "std     307.77   1403.24    85.97     1951.28     17616.36          9861.95   \n",
      "min       0.00      0.00     0.00   -11628.70   -141911.56             0.00   \n",
      "25%       9.71     63.05    20.83      661.99         0.00           262.25   \n",
      "50%      53.30    303.22    48.64     1491.10      7427.43          1378.96   \n",
      "75%     150.24    854.84    87.49     2490.85     14691.88          3964.93   \n",
      "max    9955.16  19604.93   925.71    25000.90    155933.93        289886.80   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             5295.00       5295.00              5295.00        5295.00   \n",
      "mean              4937.62       4296.19              2382.72        3774.66   \n",
      "std              25767.89      13907.91              6192.21       12823.88   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                186.48         39.81               103.50         160.93   \n",
      "50%               1208.60        749.64               754.90        1025.95   \n",
      "75%               4175.90       3265.79              2332.87        3212.19   \n",
      "max            1613323.00     369519.60            207331.10      455039.00   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     5295.00        5295.00        5295.00        5295.00   \n",
      "mean   ...        0.01           0.00           0.01           0.00   \n",
      "std    ...        0.07           0.07           0.16           0.01   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        1.14           3.99           5.53           0.89   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          5295.0          2593.00               2593.00   \n",
      "mean              0.0             0.08                  0.02   \n",
      "std               0.0             1.59                  0.66   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            51.62                 24.87   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                2593.0               2593.00      2593.00  \n",
      "mean                    0.0                 -0.02         0.01  \n",
      "std                     0.0                  0.66         0.39  \n",
      "min                     0.0                -24.87         0.00  \n",
      "25%                     0.0                  0.00         0.00  \n",
      "50%                     0.0                  0.00         0.00  \n",
      "75%                     0.0                  0.00         0.00  \n",
      "max                     0.0                  0.00        20.04  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for IE\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  2260.00   2260.00  2260.00     2260.00      2260.00          2260.00   \n",
      "mean    139.32    796.28    70.65     1030.46     11886.59          3810.26   \n",
      "std     209.28   1158.42    60.26     1259.33     15032.84          5525.62   \n",
      "min       0.00      0.00     0.00    -9644.47    -98308.78             0.00   \n",
      "25%      28.38    173.62    30.34      328.24      3445.39           835.11   \n",
      "50%      77.84    461.05    57.31     1004.04     11319.69          2206.05   \n",
      "75%     169.68    965.53    92.70     1725.49     20128.82          4548.87   \n",
      "max    2293.49  16639.22   476.02     7773.65    112302.21         90938.60   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             2260.00       2260.00              2260.00        2260.00   \n",
      "mean              3640.76       3029.85              2603.20        5589.53   \n",
      "std               5814.22       9429.32              5232.69       24276.18   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                695.90        389.95               489.30         706.69   \n",
      "50%               2052.04       1341.27              1340.11        1944.27   \n",
      "75%               4150.22       3285.04              2914.56        4864.77   \n",
      "max              83667.07     361013.80            124337.60      679069.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     2260.00        2260.00        2260.00        2260.00   \n",
      "mean   ...        0.01           0.00           0.00           0.00   \n",
      "std    ...        0.07           0.01           0.04           0.00   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        1.25           0.53           1.16           0.14   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         2260.00           919.00                919.00   \n",
      "mean             0.00             4.31                  1.34   \n",
      "std              0.01            18.60                  8.25   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.30           224.34                100.68   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                919.00                919.00       919.00  \n",
      "mean                   0.65                 -0.70         1.01  \n",
      "std                    3.77                  7.53         5.62  \n",
      "min                    0.00                -83.28         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   43.49                 43.49        81.70  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for CH\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3196.00   3196.00  3196.00     3196.00      3196.00          3196.00   \n",
      "mean    146.43    923.64    80.48      972.43     11489.88          4283.25   \n",
      "std     209.85   1272.38    73.48     1105.88     13997.89          7001.38   \n",
      "min       0.00      0.00     0.00    -5515.92    -49059.23             0.00   \n",
      "25%      28.36    174.69    32.70      334.37      2945.80           958.41   \n",
      "50%      78.33    524.38    60.24      947.06     10507.78          2370.42   \n",
      "75%     183.39   1175.80   104.96     1577.36     18367.51          5245.78   \n",
      "max    3218.38  25381.10  1114.21     6910.72    135334.93        176790.30   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3196.00       3196.00              3196.00        3196.00   \n",
      "mean              4058.64       3817.21              2596.58        3622.24   \n",
      "std               8569.65      10784.87              4145.81        6294.76   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                840.34        478.85               543.75         752.06   \n",
      "50%               2174.01       1549.93              1313.93        1909.50   \n",
      "75%               4673.85       3743.69              3029.05        4382.13   \n",
      "max             299616.10     346887.60             63666.70      161570.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     3196.00        3196.00        3196.00        3196.00   \n",
      "mean   ...        0.01           0.00           0.00           0.00   \n",
      "std    ...        0.04           0.05           0.06           0.01   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        0.63           1.86           2.11           0.73   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         3196.00          1374.00               1374.00   \n",
      "mean             0.00             2.43                  0.67   \n",
      "std              0.02            11.74                  4.59   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              1.08           189.09                105.85   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               1374.00               1374.00      1374.00  \n",
      "mean                   0.51                 -0.16         0.41  \n",
      "std                    3.51                  4.08         2.97  \n",
      "min                    0.00                -63.51         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   47.73                 31.50        53.35  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for SE\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4449.00   4449.00  4449.00     4449.00      4449.00          4449.00   \n",
      "mean    110.19    846.15    69.87      893.11     15355.00          3458.95   \n",
      "std     197.27   1238.61    68.08     1083.59     17922.09          6642.74   \n",
      "min       0.00      0.00     0.00    -6089.14    -56935.44             0.00   \n",
      "25%      14.05    102.89    25.71      255.96      4183.28           568.96   \n",
      "50%      54.87    435.83    52.96      834.85     12303.45          1741.85   \n",
      "75%     130.02   1095.07    93.14     1462.32     22770.15          3955.44   \n",
      "max    3973.68  15571.98   643.47     9109.91    138368.86        221542.40   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4449.00       4449.00              4449.00        4449.00   \n",
      "mean              3172.52       2689.08              2057.06        3230.02   \n",
      "std               6536.68       8387.54              4401.43       12117.22   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                476.36        242.19               311.13         461.08   \n",
      "50%               1501.50        999.92               995.99        1439.64   \n",
      "75%               3455.93       2553.90              2235.71        3233.05   \n",
      "max             147854.40     246157.90             98342.43      505115.20   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     4449.00        4449.00        4449.00         4449.0   \n",
      "mean   ...        0.01           0.00           0.00            0.0   \n",
      "std    ...        0.08           0.03           0.03            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        1.96           0.92           1.20            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4449.00          1734.00               1734.00   \n",
      "mean             0.00             2.99                  0.84   \n",
      "std              0.02            14.32                  6.04   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              1.01           187.74                137.29   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               1734.00               1734.00      1734.00  \n",
      "mean                   0.84                 -0.00         0.45  \n",
      "std                    5.67                  6.95         3.75  \n",
      "min                    0.00               -102.97         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                  104.87                104.87        84.30  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for SG\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk   NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  1095.00  1095.00  1095.00     1095.00      1095.00          1095.00   \n",
      "mean    118.05   792.17    67.39      854.73     10197.93          3756.11   \n",
      "std     217.80  1056.54    55.49     1140.00     21612.98          6460.22   \n",
      "min       0.00     0.00     0.00    -5542.16   -176283.10             0.00   \n",
      "25%      13.60    95.39    25.88      219.08      1267.63           543.88   \n",
      "50%      56.40   461.86    57.84      764.38      7845.99          1695.90   \n",
      "75%     134.71  1048.85    94.34     1409.34     15669.02          4210.70   \n",
      "max    3193.68  9998.61   380.95     7247.20    172063.33         85760.99   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             1095.00       1095.00              1095.00        1095.00   \n",
      "mean              3684.46       5192.71              2125.93        2592.61   \n",
      "std               7098.88      18160.51              4295.19        4677.56   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                456.51        187.31               279.53         401.54   \n",
      "50%               1459.43        946.80               992.08        1318.05   \n",
      "75%               3854.84       2962.47              2429.45        3135.51   \n",
      "max              79253.61     243074.60             73517.11       71254.28   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     1095.00        1095.00        1095.00        1095.00   \n",
      "mean   ...        0.01           0.01           0.00           0.00   \n",
      "std    ...        0.06           0.09           0.01           0.00   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        0.96           1.40           0.32           0.06   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         1095.00           593.00                593.00   \n",
      "mean             0.00             1.55                  0.50   \n",
      "std              0.01             9.33                  4.07   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.26           116.39                 64.02   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                593.00                593.00       593.00  \n",
      "mean                   0.24                 -0.26         0.30  \n",
      "std                    2.78                  2.30         2.99  \n",
      "min                    0.00                -33.95         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   46.56                 12.23        59.21  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for LU\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  1116.00   1116.00  1116.00     1116.00      1116.00          1116.00   \n",
      "mean    115.00    737.16    59.63      999.64     12395.07          3639.91   \n",
      "std     191.55   1203.66    50.44     1223.60     16554.97          7312.58   \n",
      "min       0.00      0.00     0.00    -8993.34   -118004.69             0.00   \n",
      "25%      15.72    104.00    24.32      310.25      3170.92           603.94   \n",
      "50%      57.20    388.78    48.85     1015.29     10550.39          1621.05   \n",
      "75%     128.32    872.29    81.43     1630.64     19420.18          3961.21   \n",
      "max    2034.17  18531.70   384.54     7369.05    114059.28        109180.30   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             1116.00       1116.00              1116.00        1116.00   \n",
      "mean              3477.27       3633.15              2387.87        2795.22   \n",
      "std               5863.32       9684.22              6296.40        4828.05   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                494.31        269.02               286.77         446.17   \n",
      "50%               1530.09       1196.30               960.17        1306.49   \n",
      "75%               3859.09       3134.01              2201.39        2954.17   \n",
      "max              55299.30     155541.60            117618.60       47078.00   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     1116.00        1116.00        1116.00        1116.00   \n",
      "mean   ...        0.01           0.00           0.00           0.00   \n",
      "std    ...        0.06           0.05           0.00           0.01   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        0.72           1.46           0.05           0.17   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         1116.00           513.00                513.00   \n",
      "mean             0.00             0.85                  0.24   \n",
      "std              0.02             6.32                  1.98   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.67            91.68                 25.69   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                513.00                513.00       513.00  \n",
      "mean                   0.09                 -0.15         0.15  \n",
      "std                    1.03                  1.51         1.60  \n",
      "min                    0.00                -25.69         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   16.57                  0.00        27.51  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for nan\n",
      "       PRisk  NPRisk  Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count    0.0     0.0   0.0         0.0          0.0              0.0   \n",
      "mean     NaN     NaN   NaN         NaN          NaN              NaN   \n",
      "std      NaN     NaN   NaN         NaN          NaN              NaN   \n",
      "min      NaN     NaN   NaN         NaN          NaN              NaN   \n",
      "25%      NaN     NaN   NaN         NaN          NaN              NaN   \n",
      "50%      NaN     NaN   NaN         NaN          NaN              NaN   \n",
      "75%      NaN     NaN   NaN         NaN          NaN              NaN   \n",
      "max      NaN     NaN   NaN         NaN          NaN              NaN   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count                 0.0           0.0                  0.0            0.0   \n",
      "mean                  NaN           NaN                  NaN            NaN   \n",
      "std                   NaN           NaN                  NaN            NaN   \n",
      "min                   NaN           NaN                  NaN            NaN   \n",
      "25%                   NaN           NaN                  NaN            NaN   \n",
      "50%                   NaN           NaN                  NaN            NaN   \n",
      "75%                   NaN           NaN                  NaN            NaN   \n",
      "max                   NaN           NaN                  NaN            NaN   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...         0.0            0.0            0.0            0.0   \n",
      "mean   ...         NaN            NaN            NaN            NaN   \n",
      "std    ...         NaN            NaN            NaN            NaN   \n",
      "min    ...         NaN            NaN            NaN            NaN   \n",
      "25%    ...         NaN            NaN            NaN            NaN   \n",
      "50%    ...         NaN            NaN            NaN            NaN   \n",
      "75%    ...         NaN            NaN            NaN            NaN   \n",
      "max    ...         NaN            NaN            NaN            NaN   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count             0.0              0.0                   0.0   \n",
      "mean              NaN              NaN                   NaN   \n",
      "std               NaN              NaN                   NaN   \n",
      "min               NaN              NaN                   NaN   \n",
      "25%               NaN              NaN                   NaN   \n",
      "50%               NaN              NaN                   NaN   \n",
      "75%               NaN              NaN                   NaN   \n",
      "max               NaN              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for DK\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  1827.00   1827.00  1827.00     1827.00      1827.00          1827.00   \n",
      "mean    133.48    913.40    84.38      743.82      8222.23          4164.39   \n",
      "std     195.54   1314.81    69.69     1175.87     13229.47          6325.93   \n",
      "min       0.00      0.00     0.00    -7399.21    -38648.09             0.00   \n",
      "25%      29.24    173.63    37.11      139.20       435.44           995.68   \n",
      "50%      81.18    521.00    69.16      737.71      6297.46          2384.51   \n",
      "75%     173.50   1147.51   112.67     1348.93     14296.08          5137.74   \n",
      "max    4607.19  13619.77   538.25    10720.18    103614.99        114375.20   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             1827.00       1827.00              1827.00        1827.00   \n",
      "mean              4001.79       2873.25              2428.31        4285.76   \n",
      "std              15138.59       6432.16              3358.98        8612.74   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                841.65        454.43               553.55         808.82   \n",
      "50%               2201.18       1407.71              1446.29        2133.64   \n",
      "75%               4623.25       3397.69              3083.77        4684.90   \n",
      "max             612215.20     159597.00             41703.58      174994.30   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     1827.00        1827.00        1827.00        1827.00   \n",
      "mean   ...        0.02           0.00           0.00           0.00   \n",
      "std    ...        0.08           0.03           0.02           0.02   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        1.24           0.83           0.62           0.58   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         1827.00           773.00                773.00   \n",
      "mean             0.01             3.50                  0.87   \n",
      "std              0.11            23.19                  5.88   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              2.77           486.89                 97.78   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                773.00                773.00       773.00  \n",
      "mean                   0.59                 -0.28         0.55  \n",
      "std                    3.86                  5.80         3.58  \n",
      "min                    0.00                -81.65         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   56.18                 38.69        43.67  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for PH\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   258.00   258.00  258.00      258.00       258.00           258.00   \n",
      "mean    102.97   615.69   48.23      373.50      4223.50          2846.91   \n",
      "std     211.84   965.45   39.76     1263.08     12796.61          5256.93   \n",
      "min       0.00     0.00    0.00    -6955.59    -81532.21             0.00   \n",
      "25%      10.18    71.96   18.55      -30.93      -643.61           301.95   \n",
      "50%      41.96   282.79   40.95      507.09      3750.80          1388.56   \n",
      "75%     108.45   674.52   69.06     1033.24      9114.71          3307.27   \n",
      "max    2148.08  6185.66  236.97     4426.08     59269.36         51692.10   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              258.00        258.00               258.00         258.00   \n",
      "mean              2653.49       1750.55              1942.52        2339.25   \n",
      "std               4585.77       3334.97              4841.33        4089.29   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                272.89         98.88               181.25         294.01   \n",
      "50%               1256.31        645.45               754.59        1090.34   \n",
      "75%               2843.08       2031.32              2024.30        2516.22   \n",
      "max              37462.19      37730.51             62096.24       35965.37   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      258.00         258.00         258.00          258.0   \n",
      "mean   ...        0.01           0.00           0.00            0.0   \n",
      "std    ...        0.03           0.01           0.02            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        0.28           0.14           0.38            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           258.0           142.00                 142.0   \n",
      "mean              0.0             1.34                   0.0   \n",
      "std               0.0             9.75                   0.0   \n",
      "min               0.0             0.00                   0.0   \n",
      "25%               0.0             0.00                   0.0   \n",
      "50%               0.0             0.00                   0.0   \n",
      "75%               0.0             0.00                   0.0   \n",
      "max               0.0           100.89                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                142.00                142.00        142.0  \n",
      "mean                   0.32                  0.32          0.0  \n",
      "std                    2.68                  2.68          0.0  \n",
      "min                    0.00                  0.00          0.0  \n",
      "25%                    0.00                  0.00          0.0  \n",
      "50%                    0.00                  0.00          0.0  \n",
      "75%                    0.00                  0.00          0.0  \n",
      "max                   24.84                 24.84          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for NO\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  1980.00   1980.00  1980.00     1980.00      1980.00          1980.00   \n",
      "mean    127.60    895.49    82.43      975.27     11952.45          3816.58   \n",
      "std     187.96   1435.94    77.17     1178.68     17305.58          5416.05   \n",
      "min       0.00      0.00     0.00    -6788.35    -85008.73             0.00   \n",
      "25%      17.27    100.52    30.02      249.31      2163.58           668.46   \n",
      "50%      71.72    464.67    63.55      915.06      9212.34          2265.89   \n",
      "75%     162.84   1112.73   110.22     1637.55     18810.05          4812.72   \n",
      "max    3054.60  25277.80   661.49    13467.75    105367.80         63233.77   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             1980.00       1980.00              1980.00        1980.00   \n",
      "mean              4390.17       3602.22              2275.79        3252.85   \n",
      "std               7796.05      18486.57              3636.23        5198.87   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                626.80        278.79               362.76         563.96   \n",
      "50%               2153.70       1196.35              1191.66        1769.14   \n",
      "75%               5048.85       3306.90              2702.42        3892.26   \n",
      "max             124001.00     737874.30             60076.88      109156.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     1980.00        1980.00        1980.00         1980.0   \n",
      "mean   ...        0.02           0.00           0.00            0.0   \n",
      "std    ...        0.09           0.05           0.01            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        1.20           1.36           0.27            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          1980.0           757.00                757.00   \n",
      "mean              0.0             1.16                  0.40   \n",
      "std               0.0             7.84                  4.10   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            81.79                 79.26   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                757.00                757.00       757.00  \n",
      "mean                   0.05                 -0.34         0.18  \n",
      "std                    0.83                  4.03         2.56  \n",
      "min                    0.00                -79.26         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   15.71                 12.40        53.23  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for JE\n",
      "         PRisk    NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   192.00    192.00  192.00      192.00       192.00           192.00   \n",
      "mean    164.82    835.36   70.68     1331.24     14293.35          4222.44   \n",
      "std     229.52   1310.04   49.42     1229.06     18627.87          5540.63   \n",
      "min       0.00      0.00    0.00    -2086.35    -26893.84             0.00   \n",
      "25%      34.64    152.64   36.88      471.05      5433.53          1011.81   \n",
      "50%      94.32    487.38   65.69     1248.81     10896.49          2807.71   \n",
      "75%     196.37   1025.52   98.75     2046.84     18930.01          5034.88   \n",
      "max    1663.35  12099.22  284.48     6306.29    180956.04         37368.09   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              192.00        192.00               192.00         192.00   \n",
      "mean              4183.62       3752.18              2959.17        3634.12   \n",
      "std               5157.98       8762.40              5438.21        4858.74   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                836.68        628.00               706.78         958.11   \n",
      "50%               2870.82       1687.78              1512.26        2363.21   \n",
      "75%               5349.13       3771.63              3525.11        4314.92   \n",
      "max              35515.41     102431.70             61601.96       35914.48   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      192.00         192.00          192.0          192.0   \n",
      "mean   ...        0.02           0.00            0.0            0.0   \n",
      "std    ...        0.08           0.01            0.0            0.0   \n",
      "min    ...        0.00           0.00            0.0            0.0   \n",
      "25%    ...        0.00           0.00            0.0            0.0   \n",
      "50%    ...        0.00           0.00            0.0            0.0   \n",
      "75%    ...        0.00           0.00            0.0            0.0   \n",
      "max    ...        0.70           0.15            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          192.00            95.00                 95.00   \n",
      "mean             0.01             1.95                  0.27   \n",
      "std              0.05             9.90                  1.85   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.62            85.93                 13.33   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                 95.00                 95.00        95.00  \n",
      "mean                   0.78                  0.51         0.66  \n",
      "std                    7.56                  6.46         5.21  \n",
      "min                    0.00                -13.33         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   73.66                 61.38        49.10  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for FR\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  3895.00   3895.00  3895.00     3895.00      3895.00          3895.00   \n",
      "mean    145.91    909.66    80.99     1155.43     12549.33          4425.63   \n",
      "std     211.72   1256.13    79.23     1191.25     14455.74          6771.71   \n",
      "min       0.00      0.00     0.00    -6177.94    -60006.55             0.00   \n",
      "25%      32.32    161.03    33.10      442.42      4099.26          1047.29   \n",
      "50%      84.67    488.27    59.67     1140.06     10846.00          2544.07   \n",
      "75%     178.61   1085.33    97.52     1840.83     19350.41          5344.17   \n",
      "max    3721.35  13229.77   705.55    10150.69    154993.72        179668.00   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             3895.00       3895.00              3895.00        3895.00   \n",
      "mean              4512.44       3302.45              2666.59        3694.24   \n",
      "std               7481.76       6629.11              4292.64        5661.81   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                979.83        553.24               594.75         832.87   \n",
      "50%               2371.08       1646.52              1449.82        2022.38   \n",
      "75%               5235.23       3717.79              3096.32        4541.05   \n",
      "max             168389.60     161810.40             93206.48      114248.20   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     3895.00        3895.00        3895.00        3895.00   \n",
      "mean   ...        0.00           0.00           0.00           0.00   \n",
      "std    ...        0.03           0.05           0.06           0.05   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        0.89           1.43           1.46           2.36   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         3895.00          1808.00               1808.00   \n",
      "mean             0.00             2.63                  0.67   \n",
      "std              0.01            11.59                  3.94   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.61           201.27                 77.74   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               1808.00               1808.00      1808.00  \n",
      "mean                   0.43                 -0.24         0.35  \n",
      "std                    2.90                  4.00         2.66  \n",
      "min                    0.00                -77.74         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   39.63                 39.63        52.97  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for ES\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  2259.00   2259.00  2259.00     2259.00      2259.00          2259.00   \n",
      "mean    206.50   1235.27   105.67      887.78      9976.61          6443.16   \n",
      "std     278.52   1537.72    90.22     1358.48     13230.97          7898.27   \n",
      "min       0.00      0.00     0.00    -8477.98    -64808.08             0.00   \n",
      "25%      43.46    230.07    42.34      179.09      2493.77          1489.98   \n",
      "50%     129.42    767.33    81.00      906.60      8365.19          3947.70   \n",
      "75%     266.68   1610.78   140.78     1647.68     15769.41          8500.93   \n",
      "max    2991.56  17089.34   530.50     9033.35     90105.46         61985.30   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             2259.00       2259.00              2259.00        2259.00   \n",
      "mean              6361.68       4788.47              4173.13        5056.05   \n",
      "std               9455.96       9994.95              6824.79        6636.60   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1275.08        710.55               846.45        1144.42   \n",
      "50%               3595.14       2279.41              2290.10        3073.23   \n",
      "75%               7926.41       5148.32              4779.84        6590.44   \n",
      "max             140091.80     160298.00             84173.77       84458.61   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     2259.00        2259.00        2259.00        2259.00   \n",
      "mean   ...        0.01           0.00           0.00           0.00   \n",
      "std    ...        0.06           0.02           0.02           0.01   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        0.96           0.71           0.74           0.39   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          2259.0          1077.00               1077.00   \n",
      "mean              0.0             1.78                  0.48   \n",
      "std               0.0            11.98                  4.94   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0           203.44                135.63   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               1077.00               1077.00      1077.00  \n",
      "mean                   0.33                 -0.16         0.29  \n",
      "std                    3.08                  4.30         2.92  \n",
      "min                    0.00                -94.94         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   63.27                 50.61        63.35  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for AE\n",
      "         PRisk    NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   284.00    284.00  284.00      284.00       284.00           284.00   \n",
      "mean    159.65    997.35   84.49     1030.91     12552.54          4241.73   \n",
      "std     290.10   1982.99   88.41     1266.59     18231.20          5843.53   \n",
      "min       0.00      0.00    0.00    -4031.76    -32502.30             0.00   \n",
      "25%      12.74     68.46   22.45      332.62      2478.14           530.04   \n",
      "50%      80.21    376.85   56.74      956.89      9393.69          2133.34   \n",
      "75%     180.79   1035.30  119.99     1751.94     17928.03          5670.10   \n",
      "max    3120.28  19324.24  488.56     6643.96    118080.85         44921.85   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              284.00        284.00               284.00         284.00   \n",
      "mean              5001.56       3240.38              2812.87        3245.35   \n",
      "std              13736.89       6988.37              5558.11        4546.06   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                452.67        171.16               251.72         366.82   \n",
      "50%               1959.20       1186.85              1271.73        1618.06   \n",
      "75%               5240.84       3276.00              3638.77        4603.40   \n",
      "max             190934.30      73037.83             75189.05       40718.62   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      283.00         283.00         283.00          283.0   \n",
      "mean   ...        0.02           0.00           0.00            0.0   \n",
      "std    ...        0.06           0.00           0.01            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        0.39           0.08           0.24            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          283.00           149.00                 149.0   \n",
      "mean             0.00             0.27                   0.0   \n",
      "std              0.04             2.38                   0.0   \n",
      "min              0.00             0.00                   0.0   \n",
      "25%              0.00             0.00                   0.0   \n",
      "50%              0.00             0.00                   0.0   \n",
      "75%              0.00             0.00                   0.0   \n",
      "max              0.65            25.07                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                 149.0                 149.0        149.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for KY\n",
      "         PRisk    NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   425.00    425.00  425.00      425.00       425.00           425.00   \n",
      "mean    177.87   1334.87   88.47      983.59      2816.80          4826.38   \n",
      "std     268.86   2711.44   86.90     1796.92     22703.63          7096.02   \n",
      "min       0.00      0.00    0.00    -7424.29   -125177.76             0.00   \n",
      "25%      34.25    167.97   27.71       81.59     -4438.92           761.60   \n",
      "50%      99.28    513.07   60.86      860.37      4819.27          2062.87   \n",
      "75%     230.18   1308.80  117.51     1951.76     13855.96          6798.16   \n",
      "max    2939.58  21159.19  476.64     7525.33    128350.18         63999.28   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              425.00        425.00               425.00         425.00   \n",
      "mean              5386.75       5695.34              3500.07        4427.73   \n",
      "std               8989.37      12721.91              6537.33        8448.51   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                619.62        359.48               605.76         699.33   \n",
      "50%               2329.08       1602.89              1469.30        1756.79   \n",
      "75%               6149.05       4687.62              4131.34        4906.58   \n",
      "max             110212.00     139479.10             82563.05      109463.50   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      425.00         425.00         425.00          425.0   \n",
      "mean   ...        0.02           0.01           0.00            0.0   \n",
      "std    ...        0.12           0.12           0.01            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        1.21           1.89           0.16            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           425.0           210.00                 210.0   \n",
      "mean              0.0             0.23                   0.0   \n",
      "std               0.0             3.34                   0.0   \n",
      "min               0.0             0.00                   0.0   \n",
      "25%               0.0             0.00                   0.0   \n",
      "50%               0.0             0.00                   0.0   \n",
      "75%               0.0             0.00                   0.0   \n",
      "max               0.0            48.39                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                 210.0                 210.0        210.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for AU\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4101.00   4101.00  4101.00     4101.00      4101.00          4101.00   \n",
      "mean    152.56    975.87    81.66     1296.34     14276.50          4706.03   \n",
      "std     247.27   1423.37    73.21     1357.75     15932.50          7595.40   \n",
      "min       0.00      0.00     0.00   -11352.33    -66198.00             0.00   \n",
      "25%      26.88    174.73    32.18      468.79      4133.77           909.64   \n",
      "50%      80.66    527.66    63.05     1213.85     11940.52          2411.09   \n",
      "75%     187.22   1235.19   106.93     1985.89     21258.82          5540.52   \n",
      "max    3711.39  19963.73   581.58    16624.68    146218.81        122005.90   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4101.00       4101.00              4101.00        4101.00   \n",
      "mean              5101.79       3731.34              3065.80        4122.29   \n",
      "std              13354.80      13161.70              6987.09       11320.02   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                822.93        429.46               502.94         722.24   \n",
      "50%               2277.27       1423.38              1408.08        1974.35   \n",
      "75%               5592.50       3665.12              3273.83        4487.93   \n",
      "max             481677.40     553165.50            190613.40      535197.70   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     4101.00        4101.00        4101.00        4101.00   \n",
      "mean   ...        0.02           0.00           0.00           0.00   \n",
      "std    ...        0.10           0.02           0.04           0.00   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        1.76           1.05           2.22           0.14   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         4101.00          2331.00               2331.00   \n",
      "mean             0.00             1.48                  0.38   \n",
      "std              0.01             9.07                  3.16   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.43           145.17                 70.20   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               2331.00               2331.00      2331.00  \n",
      "mean                   0.36                 -0.02         0.23  \n",
      "std                    3.97                  4.13         2.52  \n",
      "min                    0.00                -70.20         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   85.01                 81.82        68.00  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for IT\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  2746.00   2746.00  2746.00     2746.00      2746.00          2746.00   \n",
      "mean    192.39   1096.26   103.54      682.56      7398.92          6056.62   \n",
      "std     266.53   1382.02    90.73     1302.83     12479.64          8706.36   \n",
      "min       0.00      0.00     0.00   -12095.50    -50363.19             0.00   \n",
      "25%      40.54    201.85    41.20      -21.45        71.62          1303.51   \n",
      "50%     111.92    665.95    78.01      666.46      6502.36          3456.74   \n",
      "75%     245.35   1439.36   140.18     1379.50     13710.56          7481.03   \n",
      "max    3676.67  13594.40   669.42    11883.17     84609.35        130264.40   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             2746.00       2746.00              2746.00        2746.00   \n",
      "mean              5696.38       3846.37              3736.18        4921.29   \n",
      "std               8981.95       7596.46              5575.40        6505.83   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1162.35        641.65               770.87        1064.17   \n",
      "50%               3212.67       1967.78              2027.76        2926.00   \n",
      "75%               6767.03       4430.61              4659.14        6313.27   \n",
      "max             187698.30     208076.50             76062.41       87068.39   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     2746.00        2746.00        2746.00        2746.00   \n",
      "mean   ...        0.01           0.00           0.00           0.00   \n",
      "std    ...        0.05           0.01           0.01           0.04   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        1.44           0.45           0.36           1.11   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         2746.00          1128.00               1128.00   \n",
      "mean             0.00             0.74                  0.32   \n",
      "std              0.01             4.85                  3.63   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.28            68.52                 68.52   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               1128.00               1128.00      1128.00  \n",
      "mean                   0.17                 -0.15         0.09  \n",
      "std                    1.89                  2.85         1.20  \n",
      "min                    0.00                -45.68         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   29.89                 27.12        27.12  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for ZA\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  1349.00   1349.00  1349.00     1349.00      1349.00          1349.00   \n",
      "mean    186.11   1000.78    85.46      649.13      8543.35          5565.80   \n",
      "std     248.67   1371.16    65.95     1355.85     16794.62          6816.03   \n",
      "min       0.00      0.00     0.00    -6598.78    -78485.67             0.00   \n",
      "25%      45.73    249.40    43.10      -23.87         0.00          1505.84   \n",
      "50%     111.24    586.84    71.77      632.28      7113.05          3353.11   \n",
      "75%     235.40   1176.23   109.69     1358.99     15673.18          7176.09   \n",
      "max    2397.96  19662.18   689.15     9005.28    150486.01         80507.13   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             1349.00       1349.00              1349.00        1349.00   \n",
      "mean              5921.17       4130.67              3374.12        4810.97   \n",
      "std               8610.48       6535.82              4673.62        6942.09   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1384.05        818.75               798.62        1207.52   \n",
      "50%               3362.57       2107.88              1985.34        2714.14   \n",
      "75%               6987.66       4759.58              4094.66        5938.52   \n",
      "max             106488.70      89573.87             74536.91       86840.87   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     1349.00        1349.00         1349.0         1349.0   \n",
      "mean   ...        0.02           0.01            0.0            0.0   \n",
      "std    ...        0.07           0.07            0.0            0.0   \n",
      "min    ...        0.00           0.00            0.0            0.0   \n",
      "25%    ...        0.00           0.00            0.0            0.0   \n",
      "50%    ...        0.00           0.00            0.0            0.0   \n",
      "75%    ...        0.00           0.00            0.0            0.0   \n",
      "max    ...        0.69           1.33            0.1            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         1349.00           736.00                736.00   \n",
      "mean             0.00             1.77                  0.62   \n",
      "std              0.01             6.98                  3.07   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.30            85.40                 27.08   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                736.00                736.00       736.00  \n",
      "mean                   0.49                 -0.14         0.54  \n",
      "std                    3.44                  3.30         2.93  \n",
      "min                    0.00                -25.91         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   52.06                 32.12        32.12  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for DE\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  5847.00   5847.00  5847.00     5847.00      5847.00          5847.00   \n",
      "mean    145.40    855.81    80.18      837.68     10568.06          4411.09   \n",
      "std     215.29   1129.36    72.22     1174.77     14653.90          7159.39   \n",
      "min       0.00      0.00     0.00   -11833.65    -62873.89             0.00   \n",
      "25%      28.53    163.65    33.49      142.11      1907.85           949.71   \n",
      "50%      80.92    500.41    62.97      787.18      9077.50          2427.25   \n",
      "75%     178.53   1106.31   104.88     1507.59     17228.36          5231.03   \n",
      "max    4046.52  16786.22   929.09     9561.51    151340.29        126337.90   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             5847.00       5847.00              5847.00        5847.00   \n",
      "mean              4286.51       3481.80              2783.77        3715.41   \n",
      "std               7738.58       8547.95              5869.75        8244.47   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                816.77        476.91               556.06         758.99   \n",
      "50%               2139.12       1456.65              1447.67        1959.09   \n",
      "75%               4752.17       3555.04              3077.80        4172.57   \n",
      "max             153542.00     260440.80            224663.00      416777.30   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     5847.00        5847.00        5847.00        5847.00   \n",
      "mean   ...        0.01           0.00           0.00           0.00   \n",
      "std    ...        0.06           0.05           0.03           0.01   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        0.97           1.91           0.97           0.36   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         5847.00          2448.00               2448.00   \n",
      "mean             0.00             2.13                  0.90   \n",
      "std              0.01            10.05                  6.57   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.50           221.24                221.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               2448.00               2448.00      2448.00  \n",
      "mean                   0.40                 -0.50         0.33  \n",
      "std                    2.86                  6.22         2.36  \n",
      "min                    0.00               -221.24         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   41.49                 41.22        31.47  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for HK\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  1419.00   1419.00  1419.00     1419.00      1419.00          1419.00   \n",
      "mean    139.81    795.60    67.82     1511.40     11910.27          4597.95   \n",
      "std     255.50   1219.67    67.63     1901.05     18990.61         10048.40   \n",
      "min       0.00      0.00     0.00    -7189.38   -113725.57             0.00   \n",
      "25%      10.30     78.65    24.71      425.98      2341.91           547.29   \n",
      "50%      56.62    364.60    51.71     1291.79     10197.38          1842.94   \n",
      "75%     152.61   1005.28    91.17     2255.37     19611.63          4854.11   \n",
      "max    3321.93  12109.83   559.94    17871.12    124855.84        227256.80   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             1419.00       1419.00              1419.00        1419.00   \n",
      "mean              4599.41       5769.17              2510.53        3095.55   \n",
      "std               9493.64      17926.11              5212.95        5877.10   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                374.26        156.49               239.56         330.44   \n",
      "50%               1648.44       1270.94              1004.84        1333.03   \n",
      "75%               4441.24       4021.34              2507.12        3436.80   \n",
      "max             114549.10     291958.40             91397.51       88337.39   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     1419.00        1419.00        1419.00         1419.0   \n",
      "mean   ...        0.01           0.01           0.00            0.0   \n",
      "std    ...        0.06           0.10           0.03            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        1.07           3.07           0.69            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         1419.00           796.00                796.00   \n",
      "mean             0.00             0.78                  0.34   \n",
      "std              0.00             5.43                  3.08   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.08            91.33                 38.91   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                796.00                796.00       796.00  \n",
      "mean                   0.12                 -0.22         0.18  \n",
      "std                    1.28                  2.68         2.08  \n",
      "min                    0.00                -32.40         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   25.94                 11.38        42.97  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for FI\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  2119.00   2119.00  2119.00     2119.00      2119.00          2119.00   \n",
      "mean    114.50    861.20    76.92     1029.48     21344.31          3665.95   \n",
      "std     205.00   1342.15    74.52     1166.46     24482.95          6898.02   \n",
      "min       0.00      0.00     0.00    -3576.36    -56427.93             0.00   \n",
      "25%      14.74    106.82    27.58      299.34      6401.82           634.94   \n",
      "50%      57.18    436.09    57.65      931.39     16496.85          1887.01   \n",
      "75%     138.82   1096.56   102.93     1623.82     30516.34          4070.02   \n",
      "max    3011.56  24190.01   635.74     7472.71    288589.61        129660.80   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             2119.00       2119.00              2119.00        2119.00   \n",
      "mean              3754.74       3365.51              2147.32        3002.62   \n",
      "std              11563.60      30000.62              4608.96       10516.23   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                533.44        233.29               351.82         506.75   \n",
      "50%               1688.26       1007.48              1041.77        1513.18   \n",
      "75%               3813.08       2695.44              2379.97        3256.14   \n",
      "max             407603.30    1332770.00            101141.60      432625.60   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     2119.00        2119.00        2119.00         2119.0   \n",
      "mean   ...        0.01           0.00           0.00            0.0   \n",
      "std    ...        0.07           0.03           0.01            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        1.91           1.37           0.53            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         2119.00           853.00                853.00   \n",
      "mean             0.00             0.62                  0.21   \n",
      "std              0.01             4.94                  2.63   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.27            82.80                 60.22   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                853.00                853.00       853.00  \n",
      "mean                   0.06                 -0.15         0.12  \n",
      "std                    1.05                  2.68         2.88  \n",
      "min                    0.00                -60.22         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   24.40                 16.19        82.80  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for MY\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   305.00   305.00  305.00      305.00       305.00           305.00   \n",
      "mean     90.07   507.87   49.73      701.37      6061.17          2394.81   \n",
      "std     156.76   766.25   43.84     1254.41     11687.38          4063.70   \n",
      "min       0.00     0.00    0.00    -3071.14    -29591.54             0.00   \n",
      "25%       6.52    38.83   17.82        0.00       -59.18           318.65   \n",
      "50%      47.12   229.91   38.28      569.41      4716.22          1261.35   \n",
      "75%     104.32   672.07   73.14     1128.95     11715.12          2865.70   \n",
      "max    1559.60  5115.96  239.13     5800.14     65698.26         38936.64   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              305.00        305.00               305.00         305.00   \n",
      "mean              2413.29       2645.27              1727.22        2053.81   \n",
      "std               4280.70      11256.87              3782.57        3960.47   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                261.56         81.54               157.64         264.29   \n",
      "50%               1042.92        642.65               750.74        1007.48   \n",
      "75%               2889.20       1713.48              1707.35        2441.94   \n",
      "max              47040.77     169044.40             44158.00       46547.27   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      305.00         305.00          305.0          305.0   \n",
      "mean   ...        0.00           0.00            0.0            0.0   \n",
      "std    ...        0.03           0.02            0.0            0.0   \n",
      "min    ...        0.00           0.00            0.0            0.0   \n",
      "25%    ...        0.00           0.00            0.0            0.0   \n",
      "50%    ...        0.00           0.00            0.0            0.0   \n",
      "75%    ...        0.00           0.00            0.0            0.0   \n",
      "max    ...        0.30           0.28            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          305.00           200.00                200.00   \n",
      "mean             0.00             0.26                  0.32   \n",
      "std              0.03             2.84                  3.69   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.45            37.88                 50.51   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                 200.0                200.00       200.00  \n",
      "mean                    0.0                 -0.32         0.06  \n",
      "std                     0.0                  3.69         0.89  \n",
      "min                     0.0                -50.51         0.00  \n",
      "25%                     0.0                  0.00         0.00  \n",
      "50%                     0.0                  0.00         0.00  \n",
      "75%                     0.0                  0.00         0.00  \n",
      "max                     0.0                  0.00        12.63  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for BE\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  1048.00   1048.00  1048.00     1048.00      1048.00          1048.00   \n",
      "mean    120.36    779.12    70.78      710.27      7713.82          3966.28   \n",
      "std     172.12   1048.97    64.58     1178.64     11111.12          6615.72   \n",
      "min       0.00      0.00     0.00    -6443.83    -53561.35             0.00   \n",
      "25%      23.46    148.02    28.14       63.35      1009.88           832.38   \n",
      "50%      70.29    445.42    52.98      678.40      6769.60          2113.26   \n",
      "75%     152.83    982.35    94.03     1388.54     13710.68          4651.83   \n",
      "max    2576.27  10652.09   535.44     8447.47     56156.42         75508.08   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             1048.00       1048.00              1048.00        1048.00   \n",
      "mean              3615.39       3434.39              2391.12        3633.09   \n",
      "std               6541.23      23579.64              4540.06        7205.47   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                621.35        403.76               445.79         659.04   \n",
      "50%               1779.40       1159.48              1185.36        1757.63   \n",
      "75%               4015.01       2783.72              2644.23        4094.57   \n",
      "max              78718.60     729655.80             73234.94      104470.70   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     1048.00        1048.00        1048.00         1048.0   \n",
      "mean   ...        0.01           0.00           0.00            0.0   \n",
      "std    ...        0.08           0.01           0.02            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        2.29           0.24           0.48            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          1048.0           442.00                442.00   \n",
      "mean              0.0             1.56                  0.38   \n",
      "std               0.0             9.28                  3.23   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0           100.36                 54.78   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                442.00                442.00       442.00  \n",
      "mean                   0.16                 -0.23         0.33  \n",
      "std                    1.55                  2.72         3.43  \n",
      "min                    0.00                -36.52         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   18.64                 18.64        62.73  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for VI\n",
      "        PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   29.00    29.00   29.00       29.00        29.00            29.00   \n",
      "mean    63.59   544.72   62.46     1257.25     12155.44          2231.83   \n",
      "std     93.45   501.83   47.20      760.49     11993.36          2308.20   \n",
      "min      0.00     5.93    0.00        0.00    -18138.04           117.56   \n",
      "25%      0.00   255.22   24.95      673.25      6811.97           342.92   \n",
      "50%     17.42   332.43   59.02     1236.07      9659.68          1365.85   \n",
      "75%     93.03   763.66   91.52     1763.50     15864.62          2899.62   \n",
      "max    404.27  2264.43  194.61     3329.14     40053.45          7496.31   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               29.00         29.00                29.00          29.00   \n",
      "mean              1349.96        985.81               999.08         953.89   \n",
      "std               1981.60       1665.23              1237.89        1074.36   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                 45.11          0.00                54.10           0.00   \n",
      "50%                365.53        247.63               722.46         506.52   \n",
      "75%               2360.10        919.26              1062.75        1269.14   \n",
      "max               8458.03       5654.17              4477.38        3414.72   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       29.00           29.0           29.0           29.0   \n",
      "mean   ...        0.02            0.0            0.0            0.0   \n",
      "std    ...        0.06            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.24            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            29.0             24.0                  24.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  24.0                  24.0         24.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for CY\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   321.00    321.00  321.00      321.00       321.00           321.00   \n",
      "mean    151.02   1059.05   91.78      554.93      7577.01          4448.98   \n",
      "std     267.16   1810.38  110.91     1255.57     15066.99          6573.85   \n",
      "min       0.00      0.00    0.00    -6304.65    -42439.56             0.00   \n",
      "25%       9.97     52.27   22.27     -157.78      -696.35           440.72   \n",
      "50%      70.55    404.03   54.50      483.51      6020.80          2097.61   \n",
      "75%     181.03   1095.45  116.12     1283.31     13704.30          5666.91   \n",
      "max    3308.02  11845.21  649.64     8551.62     78636.44         51067.70   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              321.00        321.00               321.00         321.00   \n",
      "mean              4412.33       3453.34              2719.55        3593.39   \n",
      "std               8265.49       8045.92              4957.92        4879.39   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                412.98         46.56               186.20         338.70   \n",
      "50%               1665.56        920.13              1027.10        1522.77   \n",
      "75%               5825.30       3269.01              3254.98        4871.77   \n",
      "max             105999.20      78679.67             39627.45       25812.84   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      321.00          321.0          321.0          321.0   \n",
      "mean   ...        0.02            0.0            0.0            0.0   \n",
      "std    ...        0.10            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        1.32            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          321.00           186.00                 186.0   \n",
      "mean             0.00             0.17                   0.0   \n",
      "std              0.01             1.61                   0.0   \n",
      "min              0.00             0.00                   0.0   \n",
      "25%              0.00             0.00                   0.0   \n",
      "50%              0.00             0.00                   0.0   \n",
      "75%              0.00             0.00                   0.0   \n",
      "max              0.19            17.79                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                186.00                186.00        186.0  \n",
      "mean                   0.07                  0.07          0.0  \n",
      "std                    0.95                  0.95          0.0  \n",
      "min                    0.00                  0.00          0.0  \n",
      "25%                    0.00                  0.00          0.0  \n",
      "50%                    0.00                  0.00          0.0  \n",
      "75%                    0.00                  0.00          0.0  \n",
      "max                   12.99                 12.99          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for BR\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  4858.00   4858.00  4858.00     4858.00      4858.00          4858.00   \n",
      "mean    169.00    895.10    73.07      891.86      7770.12          5739.75   \n",
      "std     319.21   1485.44    67.73     1523.74     12538.24         11386.32   \n",
      "min       0.00      0.00     0.00   -12382.75    -65539.65             0.00   \n",
      "25%      13.75     91.24    26.40       71.14       512.08           649.11   \n",
      "50%      70.27    413.16    56.84      856.54      6612.08          2489.72   \n",
      "75%     188.80   1093.81   100.76     1700.45     13887.19          6386.65   \n",
      "max    4075.51  29785.78   567.28    12420.46     91788.85        184112.70   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             4858.00       4858.00              4858.00        4858.00   \n",
      "mean              5678.55       4173.29              3473.41        4481.70   \n",
      "std              13630.48      19718.85              7946.25        9379.77   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                537.29        216.06               307.51         497.33   \n",
      "50%               2129.40       1205.10              1336.71        1899.02   \n",
      "75%               5854.56       3573.86              3572.61        4912.78   \n",
      "max             334401.00     962340.00            188491.90      242875.30   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     4857.00        4857.00        4857.00        4857.00   \n",
      "mean   ...        0.00           0.00           0.00           0.00   \n",
      "std    ...        0.04           0.01           0.03           0.02   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        1.04           0.40           0.88           0.75   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          4857.0          2833.00               2833.00   \n",
      "mean              0.0             0.08                  0.03   \n",
      "std               0.0             1.36                  0.81   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            33.07                 31.16   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               2833.00               2833.00      2833.00  \n",
      "mean                   0.00                 -0.02         0.00  \n",
      "std                    0.24                  0.84         0.24  \n",
      "min                    0.00                -31.16         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   12.89                 12.89        12.93  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for MC\n",
      "         PRisk    NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   308.00    308.00  308.00      308.00       308.00           308.00   \n",
      "mean    164.77   1464.68   91.06      406.22     10853.96          4645.88   \n",
      "std     185.04   2367.95   51.78      883.97     15436.86          6654.02   \n",
      "min       0.00      0.00    0.00    -4215.07    -54662.80             0.00   \n",
      "25%      65.38    308.30   54.72        0.00      2923.63          1552.05   \n",
      "50%     121.44    612.03   84.10      473.03      9162.23          2707.89   \n",
      "75%     208.14   1490.33  121.04      945.65     17839.58          5064.02   \n",
      "max    1802.60  19784.47  282.16     2708.39     81071.09         55186.71   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              308.00        308.00               308.00         308.00   \n",
      "mean              4298.27       5286.48              3059.47        3382.66   \n",
      "std               8584.70      11383.29              3952.89        4327.74   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1088.26        875.25              1068.73        1104.18   \n",
      "50%               2146.59       2957.04              2193.37        2095.01   \n",
      "75%               4720.60       5387.73              3668.39        4072.05   \n",
      "max             120053.00     142295.40             37410.47       40789.61   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      308.00         308.00          308.0          308.0   \n",
      "mean   ...        0.02           0.00            0.0            0.0   \n",
      "std    ...        0.12           0.05            0.0            0.0   \n",
      "min    ...        0.00           0.00            0.0            0.0   \n",
      "25%    ...        0.00           0.00            0.0            0.0   \n",
      "50%    ...        0.00           0.00            0.0            0.0   \n",
      "75%    ...        0.00           0.00            0.0            0.0   \n",
      "max    ...        1.11           0.82            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           308.0           203.00                203.00   \n",
      "mean              0.0             0.23                  0.23   \n",
      "std               0.0             3.27                  3.27   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            46.59                 46.59   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                 203.0                203.00       203.00  \n",
      "mean                    0.0                 -0.23         0.23  \n",
      "std                     0.0                  3.27         3.27  \n",
      "min                     0.0                -46.59         0.00  \n",
      "25%                     0.0                  0.00         0.00  \n",
      "50%                     0.0                  0.00         0.00  \n",
      "75%                     0.0                  0.00         0.00  \n",
      "max                     0.0                  0.00        46.59  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for MX\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  2468.00   2468.00  2468.00     2468.00      2468.00          2468.00   \n",
      "mean    145.72    767.48    62.98     1152.83     11035.63          4998.11   \n",
      "std     295.82   1305.62    60.83     1685.26     13372.51         11482.32   \n",
      "min       0.00      0.00     0.00   -18618.32    -59500.74             0.00   \n",
      "25%       0.00     67.91    22.00      381.92      3411.25           355.45   \n",
      "50%      53.01    329.05    48.18     1095.01      9415.36          1761.79   \n",
      "75%     160.69    927.41    87.31     1885.76     16402.19          4988.72   \n",
      "max    4728.72  16178.18   501.13    11868.74    117239.49        170797.90   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             2468.00       2468.00              2468.00        2468.00   \n",
      "mean              4915.14       6855.83              3272.85        3536.94   \n",
      "std              14920.60      36960.25              8977.24        8536.06   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                289.33        114.83               170.52         223.40   \n",
      "50%               1547.21       1076.99               966.13        1288.95   \n",
      "75%               4572.48       3796.85              2762.57        3581.65   \n",
      "max             499560.80    1317243.00            153008.90      221801.10   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     2468.00        2468.00        2468.00        2468.00   \n",
      "mean   ...        0.01           0.00           0.01           0.00   \n",
      "std    ...        0.05           0.00           0.16           0.01   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        1.08           0.18           4.22           0.65   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         2468.00          1127.00               1127.00   \n",
      "mean             0.00             0.31                  0.14   \n",
      "std              0.00             2.89                  1.96   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.08            53.96                 51.29   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               1127.00               1127.00      1127.00  \n",
      "mean                   0.03                 -0.10         0.11  \n",
      "std                    0.77                  2.01         1.22  \n",
      "min                    0.00                -51.29         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   21.17                 14.95        20.73  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for CL\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   844.00    844.00  844.00      844.00       844.00           844.00   \n",
      "mean    238.73   1115.07  103.22      994.03      8521.52          8008.28   \n",
      "std     379.15   1758.98  107.91     1594.31     11764.25         13389.68   \n",
      "min       0.00      0.00    0.00    -6280.75    -65584.06             0.00   \n",
      "25%      26.31    150.25   31.74      189.02      1871.56           877.64   \n",
      "50%     110.15    520.75   69.22      938.45      7499.53          3207.75   \n",
      "75%     286.47   1462.47  135.93     1803.83     14625.75          9985.43   \n",
      "max    3869.01  19054.51  740.81    10363.24     60798.48        131785.50   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              844.00        844.00               844.00         844.00   \n",
      "mean             10246.76       8837.16              5550.93        6432.16   \n",
      "std              29011.01      29785.88             15024.99       12647.22   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                771.97        356.79               403.46         618.78   \n",
      "50%               3063.17       2490.66              1862.08        2625.63   \n",
      "75%              10138.69       8671.00              5792.60        7870.39   \n",
      "max             657485.40     618630.70            235577.00      174195.30   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      844.00         844.00         844.00         844.00   \n",
      "mean   ...        0.01           0.00           0.00           0.00   \n",
      "std    ...        0.05           0.01           0.03           0.01   \n",
      "min    ...        0.00           0.00           0.00           0.00   \n",
      "25%    ...        0.00           0.00           0.00           0.00   \n",
      "50%    ...        0.00           0.00           0.00           0.00   \n",
      "75%    ...        0.00           0.00           0.00           0.00   \n",
      "max    ...        0.51           0.23           0.65           0.42   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           844.0           366.00                366.00   \n",
      "mean              0.0             0.27                  0.16   \n",
      "std               0.0             4.44                  2.33   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            83.56                 41.78   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                366.00                366.00       366.00  \n",
      "mean                   0.06                 -0.10         0.04  \n",
      "std                    1.09                  1.36         0.82  \n",
      "min                    0.00                -20.89         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   20.89                  0.00        15.70  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for AT\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   888.00   888.00  888.00      888.00       888.00           888.00   \n",
      "mean    168.61  1060.73   95.42      477.92      8793.67          5153.15   \n",
      "std     265.03  1433.29  102.43     1109.01     13730.43          9515.54   \n",
      "min       0.00     0.00    0.00    -5951.41    -38890.63             0.00   \n",
      "25%      20.23   128.40   29.38     -185.18       389.10           788.14   \n",
      "50%      75.28   535.58   59.20      458.66      6768.12          2207.76   \n",
      "75%     202.85  1343.40  120.69     1110.56     15056.48          6104.19   \n",
      "max    2623.73  9460.79  797.13     5815.99     80167.94        145048.00   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              888.00        888.00               888.00         888.00   \n",
      "mean              4830.77       3421.05              2934.61        3929.61   \n",
      "std               7666.85       6716.83              4741.77        6177.62   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                706.59        331.03               418.69         608.64   \n",
      "50%               2232.20       1302.86              1408.91        1770.96   \n",
      "75%               5917.95       3879.92              3304.11        4748.61   \n",
      "max              79527.07      89155.00             57937.57       72648.96   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      888.00         888.00          888.0          888.0   \n",
      "mean   ...        0.01           0.00            0.0            0.0   \n",
      "std    ...        0.09           0.03            0.0            0.0   \n",
      "min    ...        0.00           0.00            0.0            0.0   \n",
      "25%    ...        0.00           0.00            0.0            0.0   \n",
      "50%    ...        0.00           0.00            0.0            0.0   \n",
      "75%    ...        0.00           0.00            0.0            0.0   \n",
      "max    ...        1.61           0.85            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          888.00           421.00                421.00   \n",
      "mean             0.00             1.65                  0.49   \n",
      "std              0.01             8.82                  3.68   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.21            94.49                 39.63   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                421.00                421.00       421.00  \n",
      "mean                   0.34                 -0.14         0.22  \n",
      "std                    2.46                  3.92         1.82  \n",
      "min                    0.00                -39.63         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   28.67                 28.67        18.81  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for PT\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   532.00   532.00  532.00      532.00       532.00           532.00   \n",
      "mean    183.77  1026.45   97.97      527.75      8168.85          6241.85   \n",
      "std     221.99  1252.04   88.79     1304.05     10902.77          7886.87   \n",
      "min       0.00     0.00    0.00    -7903.65    -32177.68             0.00   \n",
      "25%      36.54   167.14   37.60       17.81      1937.07          1222.38   \n",
      "50%     105.47   590.31   69.21      698.39      7767.88          3449.95   \n",
      "75%     238.84  1465.80  137.03     1294.81     13813.04          8225.21   \n",
      "max    1341.82  9087.20  521.65     4047.53     55685.86         59010.59   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              532.00        532.00               532.00         532.00   \n",
      "mean              5340.61       3684.37              3396.82        4644.62   \n",
      "std               6746.71       7470.28              4499.86        5552.05   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1027.80        532.19               638.75         907.68   \n",
      "50%               3154.29       1816.10              1926.41        2787.04   \n",
      "75%               7154.59       4400.52              4193.99        6099.43   \n",
      "max              67200.64     110754.70             35558.07       46152.34   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      532.00          532.0          532.0          532.0   \n",
      "mean   ...        0.00            0.0            0.0            0.0   \n",
      "std    ...        0.03            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.44            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           532.0            217.0                 217.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                 217.0                 217.0        217.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for TH\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   392.00   392.00  392.00      392.00       392.00           392.00   \n",
      "mean    107.97   531.86   52.73      370.62      5285.97          3199.45   \n",
      "std     225.76   767.93   52.94     1200.29     13990.19          7487.12   \n",
      "min       0.00     0.00    0.00    -5726.60    -47690.77             0.00   \n",
      "25%       4.14    48.99   19.26     -114.83     -2476.61           309.01   \n",
      "50%      38.62   254.11   43.61      404.42      2771.14          1316.92   \n",
      "75%     104.12   685.81   69.53     1008.33     12861.34          2927.08   \n",
      "max    1846.26  5748.19  445.39     4524.51     52965.48        107317.50   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              392.00        392.00               392.00         392.00   \n",
      "mean              3930.05       3239.98              2155.16        2366.96   \n",
      "std              12227.09      12813.14              4922.58        4379.65   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                209.92         44.55               142.49         198.68   \n",
      "50%               1291.44        646.69               815.35         922.56   \n",
      "75%               2907.35       1971.11              1980.65        2330.09   \n",
      "max             158474.70     156855.70             43075.87       42386.52   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      392.00         392.00         392.00          392.0   \n",
      "mean   ...        0.01           0.00           0.00            0.0   \n",
      "std    ...        0.04           0.01           0.01            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        0.33           0.17           0.17            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           392.0           203.00                203.00   \n",
      "mean              0.0             0.91                  0.32   \n",
      "std               0.0             7.27                  2.58   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            95.11                 29.38   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                203.00                203.00        203.0  \n",
      "mean                   0.18                 -0.14          0.0  \n",
      "std                    1.95                  2.89          0.0  \n",
      "min                    0.00                -29.38          0.0  \n",
      "25%                    0.00                  0.00          0.0  \n",
      "50%                    0.00                  0.00          0.0  \n",
      "75%                    0.00                  0.00          0.0  \n",
      "max                   25.94                 17.29          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for KR\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  1291.00   1291.00  1291.00     1291.00      1291.00          1291.00   \n",
      "mean    166.28   1039.82    95.89      877.99      4637.43          5721.67   \n",
      "std     280.03   1819.93   110.48     1457.76     15352.43         10026.68   \n",
      "min       0.00      0.00     0.00   -12509.88   -104434.84             0.00   \n",
      "25%      13.63    100.44    27.21       16.39     -1672.44           530.59   \n",
      "50%      76.71    456.12    62.03      779.53      4306.69          2356.82   \n",
      "75%     205.16   1224.55   122.82     1613.93     10694.48          6831.54   \n",
      "max    3505.73  33657.06   928.25    10840.38    147181.23        113459.50   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             1291.00       1291.00              1291.00        1291.00   \n",
      "mean              5468.21       4657.40              3207.21        4600.34   \n",
      "std              10806.16      13049.88              5863.71        9285.62   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                460.35        213.14               300.17         452.12   \n",
      "50%               2250.62       1322.81              1338.88        1862.40   \n",
      "75%               6368.78       4456.21              3779.53        5085.92   \n",
      "max             139801.60     225677.30             77052.30      202025.60   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     1291.00        1291.00        1291.00         1291.0   \n",
      "mean   ...        0.02           0.00           0.01            0.0   \n",
      "std    ...        0.13           0.01           0.07            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        2.16           0.18           0.82            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          1291.0           647.00                647.00   \n",
      "mean              0.0             0.32                  0.18   \n",
      "std               0.0             3.11                  2.53   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            45.46                 46.45   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                647.00                647.00       647.00  \n",
      "mean                   0.11                 -0.06         0.17  \n",
      "std                    1.43                  2.27         2.02  \n",
      "min                    0.00                -46.45         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   19.94                 19.11        38.22  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for PA\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   126.00   126.00  126.00      126.00       126.00           126.00   \n",
      "mean    293.23  1317.98  133.05     1069.66     10749.52         10279.03   \n",
      "std     434.54  1344.27  122.59     1732.25     12500.48         16006.09   \n",
      "min       0.00     0.00    0.00    -8110.79    -19422.67             0.00   \n",
      "25%      25.75   319.83   45.59      286.44      3005.78           701.20   \n",
      "50%     107.59   790.99   85.09     1158.82     11345.36          3440.80   \n",
      "75%     356.83  2189.10  202.11     2155.23     16385.74         11353.36   \n",
      "max    2315.87  6073.00  577.28     4970.28     55359.35         82289.03   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              126.00        126.00               126.00         126.00   \n",
      "mean              9355.51      14714.03              5175.14        6388.61   \n",
      "std              14818.72      38243.26              8804.37        9582.89   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                717.55        309.88               459.63         618.92   \n",
      "50%               2785.29       2403.57              1781.26        2530.12   \n",
      "75%              10749.84      10941.08              6161.63        7433.02   \n",
      "max              82227.63     238090.70             69039.56       57272.81   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      126.00          126.0         126.00         126.00   \n",
      "mean   ...        0.01            0.0           0.05           0.00   \n",
      "std    ...        0.07            0.0           0.26           0.03   \n",
      "min    ...        0.00            0.0           0.00           0.00   \n",
      "25%    ...        0.00            0.0           0.00           0.00   \n",
      "50%    ...        0.00            0.0           0.00           0.00   \n",
      "75%    ...        0.00            0.0           0.00           0.00   \n",
      "max    ...        0.54            0.0           2.29           0.35   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           126.0            68.00                  68.0   \n",
      "mean              0.0             0.40                   0.0   \n",
      "std               0.0             2.32                   0.0   \n",
      "min               0.0             0.00                   0.0   \n",
      "25%               0.0             0.00                   0.0   \n",
      "50%               0.0             0.00                   0.0   \n",
      "75%               0.0             0.00                   0.0   \n",
      "max               0.0            14.09                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  68.0                  68.0         68.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for VG\n",
      "         PRisk    NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count    33.00     33.00   33.00       33.00        33.00            33.00   \n",
      "mean    161.63   2146.98   63.46     1545.02     12280.32          4371.13   \n",
      "std     415.37   3312.95   55.44      872.30     16316.79          9376.80   \n",
      "min       0.00      5.46    0.00     -257.61    -30474.27             0.00   \n",
      "25%      12.59    202.27   31.82     1326.94      3971.01           782.63   \n",
      "50%      57.20    449.36   43.79     1573.48     17420.85          2129.45   \n",
      "75%     157.87   1494.57   90.65     1926.08     21449.37          4335.97   \n",
      "max    2378.44  11618.08  238.83     3861.33     36970.10         54387.91   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               33.00         33.00                33.00          33.00   \n",
      "mean              5168.13       2901.72              4862.25        3800.43   \n",
      "std              13795.52       5945.13             17852.58       10014.44   \n",
      "min                 54.04          0.00                 0.00          20.68   \n",
      "25%                761.79        313.10               441.61         588.39   \n",
      "50%               1607.42        771.12               975.71        1283.14   \n",
      "75%               4727.51       2278.62              1983.50        2682.24   \n",
      "max              80163.14      27483.42            103559.90       57181.28   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...        33.0           33.0           33.0           33.0   \n",
      "mean   ...         0.0            0.0            0.0            0.0   \n",
      "std    ...         0.0            0.0            0.0            0.0   \n",
      "min    ...         0.0            0.0            0.0            0.0   \n",
      "25%    ...         0.0            0.0            0.0            0.0   \n",
      "50%    ...         0.0            0.0            0.0            0.0   \n",
      "75%    ...         0.0            0.0            0.0            0.0   \n",
      "max    ...         0.0            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            33.0            20.00                 20.00   \n",
      "mean              0.0            16.14                  0.80   \n",
      "std               0.0            53.91                  3.57   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0           239.69                 15.98   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                 20.00                 20.00        20.00  \n",
      "mean                   3.19                  2.39         1.60  \n",
      "std                   11.11                  7.81         7.15  \n",
      "min                    0.00                  0.00         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   47.94                 31.96        31.96  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for GR\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  1041.00   1041.00  1041.00     1041.00      1041.00          1041.00   \n",
      "mean    192.12    899.01    91.10      270.30      4103.25          6269.47   \n",
      "std     318.03   1296.94    76.11     1442.33     18133.32         10875.67   \n",
      "min       0.00      0.00     0.00    -7428.88   -160535.32             0.00   \n",
      "25%      28.67    147.12    34.35     -408.92     -2364.96           965.92   \n",
      "50%      99.33    505.49    70.36      331.09      4776.95          3019.58   \n",
      "75%     240.06   1130.17   129.39     1054.73     12736.73          7294.24   \n",
      "max    5893.85  19457.59   402.52     7699.51     80254.56        143192.20   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             1041.00       1041.00              1041.00        1041.00   \n",
      "mean              5917.26       4864.34              3742.34        4667.71   \n",
      "std              10181.97      14935.14              7086.99        7212.49   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                783.76        358.15               515.45         667.16   \n",
      "50%               2558.43       1481.95              1723.21        2253.26   \n",
      "75%               6818.21       4212.41              4106.91        5578.46   \n",
      "max             131562.70     324938.00             81982.59       81418.66   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     1041.00        1041.00        1041.00         1041.0   \n",
      "mean   ...        0.02           0.00           0.00            0.0   \n",
      "std    ...        0.11           0.01           0.01            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        1.47           0.19           0.38            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          1041.0           420.00                420.00   \n",
      "mean              0.0             0.48                  0.28   \n",
      "std               0.0             4.15                  2.98   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            55.21                 49.90   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                420.00                420.00       420.00  \n",
      "mean                   0.14                 -0.14         0.03  \n",
      "std                    1.69                  2.77         0.56  \n",
      "min                    0.00                -49.90         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   25.97                 18.40        11.49  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for IN\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  5383.00   5383.00  5383.00     5383.00      5383.00          5383.00   \n",
      "mean    113.15    647.55    63.63      518.25      4795.74          3222.69   \n",
      "std     181.16    876.93    50.82      974.70      8552.15          5544.77   \n",
      "min       0.00      0.00     0.00    -5748.60    -44834.44             0.00   \n",
      "25%      24.50    150.17    29.79        0.00         0.00           737.02   \n",
      "50%      65.52    378.94    52.65      475.96      3756.33          1791.84   \n",
      "75%     139.83    804.63    84.51     1040.89      8671.24          3711.06   \n",
      "max    3530.80  11971.62   660.48     8258.85     84227.95        105387.70   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             5383.00       5383.00              5383.00        5383.00   \n",
      "mean              3062.55       2477.66              2200.61        2735.41   \n",
      "std              10726.47       9521.41              4090.61        5116.16   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                602.97        312.08               435.60         607.66   \n",
      "50%               1526.15        956.68              1118.89        1464.38   \n",
      "75%               3214.40       2327.02              2455.91        3092.30   \n",
      "max             554075.80     373310.10             87088.57      123545.20   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     5383.00        5383.00        5383.00         5383.0   \n",
      "mean   ...        0.01           0.00           0.00            0.0   \n",
      "std    ...        0.05           0.02           0.03            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        1.18           0.91           1.72            0.1   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count         5383.00          2747.00               2747.00   \n",
      "mean             0.00             1.43                  0.46   \n",
      "std              0.01            10.23                  4.18   \n",
      "min              0.00             0.00                  0.00   \n",
      "25%              0.00             0.00                  0.00   \n",
      "50%              0.00             0.00                  0.00   \n",
      "75%              0.00             0.00                  0.00   \n",
      "max              0.43           242.44                105.24   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count               2747.00               2747.00      2747.00  \n",
      "mean                   0.21                 -0.25         0.19  \n",
      "std                    2.34                  3.64         1.75  \n",
      "min                    0.00               -102.07         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   64.65                 48.49        33.65  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for AR\n",
      "         PRisk    NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   566.00    566.00  566.00      566.00       566.00           566.00   \n",
      "mean    187.72    966.37   69.37      308.15      5873.95          7558.43   \n",
      "std     442.51   1899.65   69.18     2061.05     14628.84         17033.24   \n",
      "min       0.00      0.00    0.00   -14853.69    -46781.28             0.00   \n",
      "25%       0.00     30.09   19.85     -332.31     -1738.63           562.17   \n",
      "50%      58.89    331.86   49.49      463.39      5380.80          2427.31   \n",
      "75%     177.40   1166.93   97.88     1418.47     14564.49          7538.80   \n",
      "max    5144.25  30166.04  448.80     6421.79     77797.75        179649.60   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              566.00        566.00               566.00         566.00   \n",
      "mean              9023.05       6478.31              5263.81        5635.63   \n",
      "std              38203.71      29898.96             17412.43       13987.89   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                391.91        167.53               226.20         263.88   \n",
      "50%               2006.21       1100.66              1140.12        1554.96   \n",
      "75%               6633.18       3649.49              3438.45        5202.68   \n",
      "max             608020.80     484477.70            242425.70      150067.70   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      566.00          566.0          566.0          566.0   \n",
      "mean   ...        0.01            0.0            0.0            0.0   \n",
      "std    ...        0.06            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.67            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           566.0            236.0                 236.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                 236.0                 236.0        236.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for VE\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count    19.00    19.00   19.00       19.00        19.00            19.00   \n",
      "mean    370.62   604.98   54.75      835.13     16925.14         10812.23   \n",
      "std     305.42   729.81   32.91     2565.25     13461.35          9485.59   \n",
      "min     106.25    72.15   13.79    -6288.02     -8140.56          2130.42   \n",
      "25%     153.19   103.37   27.36     -525.77      8002.82          4351.00   \n",
      "50%     224.69   284.82   57.71      831.12     14373.31          6450.53   \n",
      "75%     563.93   889.49   76.32     2332.08     28990.08         13335.04   \n",
      "max    1189.95  2588.60  142.57     6163.29     38458.39         35927.09   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               19.00         19.00                19.00          19.00   \n",
      "mean              7694.55       4570.77              6135.61        6570.60   \n",
      "std               8832.87       4558.40              5612.42        5877.11   \n",
      "min                156.94        108.51               976.57         600.49   \n",
      "25%                870.97       1478.31              2073.39        2464.55   \n",
      "50%               3218.02       2552.01              3242.28        3731.75   \n",
      "75%              12896.88       6769.11              8389.53       10741.98   \n",
      "max              29996.84      17167.95             19588.87       19259.95   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...        19.0           19.0           19.0           19.0   \n",
      "mean   ...         0.0            0.0            0.0            0.0   \n",
      "std    ...         0.0            0.0            0.0            0.0   \n",
      "min    ...         0.0            0.0            0.0            0.0   \n",
      "25%    ...         0.0            0.0            0.0            0.0   \n",
      "50%    ...         0.0            0.0            0.0            0.0   \n",
      "75%    ...         0.0            0.0            0.0            0.0   \n",
      "max    ...         0.0            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            19.0              0.0                   0.0   \n",
      "mean              0.0              NaN                   NaN   \n",
      "std               0.0              NaN                   NaN   \n",
      "min               0.0              NaN                   NaN   \n",
      "25%               0.0              NaN                   NaN   \n",
      "50%               0.0              NaN                   NaN   \n",
      "75%               0.0              NaN                   NaN   \n",
      "max               0.0              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for BS\n",
      "        PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   58.00    58.00   58.00       58.00        58.00            58.00   \n",
      "mean    38.76   878.68   42.62      745.94     -2836.01          1448.32   \n",
      "std     39.82  1345.46   30.00     1064.71     20172.19          1802.30   \n",
      "min      0.00     0.00    0.00    -1689.11    -50343.75             0.00   \n",
      "25%     11.19    59.93   19.17      151.05    -14455.94           396.73   \n",
      "50%     28.56   338.27   46.75      470.82       861.22          1126.74   \n",
      "75%     52.49   908.92   62.70     1373.93     11011.48          1657.34   \n",
      "max    174.10  5335.98  115.29     5619.85     34909.82         11627.26   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               58.00         58.00                58.00          58.00   \n",
      "mean              1322.40       1386.72               933.41        1116.09   \n",
      "std               1873.24       2491.06              1087.48        1192.99   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                262.77        177.10               192.27         290.34   \n",
      "50%                841.93        525.02               620.00         775.21   \n",
      "75%               1410.67       1588.81              1205.61        1365.35   \n",
      "max              10086.69      15029.58              6114.79        4792.39   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       58.00          58.00           58.0           58.0   \n",
      "mean   ...        0.02           0.01            0.0            0.0   \n",
      "std    ...        0.09           0.05            0.0            0.0   \n",
      "min    ...        0.00           0.00            0.0            0.0   \n",
      "25%    ...        0.00           0.00            0.0            0.0   \n",
      "50%    ...        0.00           0.00            0.0            0.0   \n",
      "75%    ...        0.00           0.00            0.0            0.0   \n",
      "max    ...        0.49           0.39            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            58.0             17.0                  17.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  17.0                  17.0         17.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for RU\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  1203.00   1203.00  1203.00     1203.00      1203.00          1203.00   \n",
      "mean    158.11    944.09    83.67      562.49      7614.36          4734.46   \n",
      "std     266.71   1343.71    92.74     1151.25     14399.66          7032.00   \n",
      "min       0.00      0.00     0.00    -3820.44   -114455.55             0.00   \n",
      "25%      20.22    130.82    27.46      -33.98         0.00           715.79   \n",
      "50%      79.50    467.27    57.56      568.60      6350.85          2407.66   \n",
      "75%     178.14   1134.64   100.61     1200.54     14260.94          5670.75   \n",
      "max    3814.50  12900.60   571.43     8286.91    106426.99         74592.91   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             1203.00       1203.00              1203.00        1203.00   \n",
      "mean              5105.86       3377.84              3004.70        3684.76   \n",
      "std               9658.93       6593.62              5860.29        5727.80   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                702.52        294.31               417.57         603.88   \n",
      "50%               2352.08       1298.71              1332.88        1977.80   \n",
      "75%               6033.93       3738.83              3235.57        4611.71   \n",
      "max             155994.60      86327.87             92594.67      101070.40   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     1203.00        1203.00        1203.00         1203.0   \n",
      "mean   ...        0.01           0.00           0.00            0.0   \n",
      "std    ...        0.06           0.07           0.01            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        1.41           2.48           0.27            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          1203.0           691.00                691.00   \n",
      "mean              0.0             0.09                  0.02   \n",
      "std               0.0             1.91                  0.60   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            47.61                 15.87   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                 691.0                691.00       691.00  \n",
      "mean                    0.0                 -0.02         0.01  \n",
      "std                     0.0                  0.60         0.30  \n",
      "min                     0.0                -15.87         0.00  \n",
      "25%                     0.0                  0.00         0.00  \n",
      "50%                     0.0                  0.00         0.00  \n",
      "75%                     0.0                  0.00         0.00  \n",
      "max                     0.0                  0.00         7.93  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for CZ\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   230.00   230.00  230.00      230.00       230.00           230.00   \n",
      "mean    260.92  1186.42  125.55      683.64      6407.23          7508.79   \n",
      "std     363.53  1388.58  138.39     1290.78     12161.31         11902.15   \n",
      "min       0.00     0.00    0.00    -3770.41    -26980.30             0.00   \n",
      "25%      44.68   149.52   38.85      -40.92      -599.24           978.34   \n",
      "50%     171.81   608.14   69.07      590.77      5308.60          3958.10   \n",
      "75%     301.58  1702.87  169.70     1429.37     10725.35         10327.40   \n",
      "max    3038.75  6354.77  634.22     4989.28     76948.37        132439.10   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              230.00        230.00               230.00         230.00   \n",
      "mean              6825.17       3707.46              5474.01        5939.60   \n",
      "std              10277.11       4934.08             14632.34        9517.19   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                705.85        396.96               472.44         791.22   \n",
      "50%               3579.24       2090.06              1941.81        2508.28   \n",
      "75%               9005.96       4882.18              5801.26        8056.62   \n",
      "max              83773.55      32514.44            193989.60       99975.66   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      230.00          230.0          230.0          230.0   \n",
      "mean   ...        0.01            0.0            0.0            0.0   \n",
      "std    ...        0.05            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.33            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           230.0           117.00                117.00   \n",
      "mean              0.0             0.62                  0.42   \n",
      "std               0.0             3.51                  3.22   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            27.41                 27.41   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                117.00                117.00        117.0  \n",
      "mean                   0.09                 -0.33          0.0  \n",
      "std                    1.01                  2.72          0.0  \n",
      "min                    0.00                -27.41          0.0  \n",
      "25%                    0.00                  0.00          0.0  \n",
      "50%                    0.00                  0.00          0.0  \n",
      "75%                    0.00                  0.00          0.0  \n",
      "max                   10.87                  0.00          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for ID\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   325.00   325.00  325.00      325.00       325.00           325.00   \n",
      "mean    124.64   706.73   78.04      747.70      4921.33          4072.03   \n",
      "std     202.52   887.37   82.71     1014.68      7687.62          6323.53   \n",
      "min       0.00     0.00    0.00    -3808.12    -31709.79             0.00   \n",
      "25%      19.34   108.10   27.94      134.09       680.43           690.79   \n",
      "50%      59.34   448.71   53.69      683.56      4715.38          1992.44   \n",
      "75%     137.28   897.73   97.68     1296.19      9059.48          4739.92   \n",
      "max    1767.32  6560.58  570.79     5974.05     33963.70         51054.05   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              325.00        325.00               325.00         325.00   \n",
      "mean              3386.98       2462.23              2729.87        2861.40   \n",
      "std               5465.45       5832.20              5003.74        3837.37   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                519.17        276.57               400.41         561.17   \n",
      "50%               1541.56        988.21              1328.49        1505.34   \n",
      "75%               3599.53       2383.18              2876.52        3460.90   \n",
      "max              42726.23      64320.14             46329.04       25447.91   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      325.00          325.0          325.0          325.0   \n",
      "mean   ...        0.02            0.0            0.0            0.0   \n",
      "std    ...        0.10            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.82            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           325.0            211.0                 211.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                 211.0                 211.0        211.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for TW\n",
      "         PRisk    NPRisk     Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  1403.00   1403.00  1403.00     1403.00      1403.00          1403.00   \n",
      "mean    116.52    760.69    59.16      663.40      5211.52          3123.70   \n",
      "std     226.79   1314.08    60.19      997.79     14880.06          5975.49   \n",
      "min       0.00      0.00     0.00    -3637.88   -183514.29             0.00   \n",
      "25%       0.00     61.27    19.61       99.60      -303.43           262.50   \n",
      "50%      40.88    351.13    46.42      535.72      5614.59          1193.80   \n",
      "75%     123.02    916.35    81.28     1127.65     11597.17          3291.47   \n",
      "max    2820.21  21838.92   990.53     6902.39    113721.74        112506.40   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count             1403.00       1403.00              1403.00        1403.00   \n",
      "mean              3427.62       3702.21              2085.31        2925.90   \n",
      "std               8180.00      14922.49              4249.24        5698.31   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                182.96         70.35               134.10         206.59   \n",
      "50%               1011.33        586.67               644.96         964.11   \n",
      "75%               3023.57       2382.67              1866.63        2736.23   \n",
      "max             113846.50     361946.70             47484.11       63524.08   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...     1403.00        1403.00        1403.00         1403.0   \n",
      "mean   ...        0.01           0.00           0.00            0.0   \n",
      "std    ...        0.06           0.09           0.01            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        0.75           2.41           0.23            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          1403.0           702.00                702.00   \n",
      "mean              0.0             0.24                  0.05   \n",
      "std               0.0             3.98                  0.94   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            99.29                 18.81   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                702.00                702.00        702.0  \n",
      "mean                   0.03                 -0.02          0.0  \n",
      "std                    0.75                  1.21          0.0  \n",
      "min                    0.00                -18.81          0.0  \n",
      "25%                    0.00                  0.00          0.0  \n",
      "50%                    0.00                  0.00          0.0  \n",
      "75%                    0.00                  0.00          0.0  \n",
      "max                   19.83                 19.83          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for CR\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        PRisk  NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   12.00   12.00   12.00       12.00        12.00            12.00   \n",
      "mean    63.71  412.17   41.63     2116.17     12405.82          2235.22   \n",
      "std     88.48  307.61   37.43     1285.38      7397.47          2847.91   \n",
      "min      0.00   58.12    0.00        0.00         0.00             0.00   \n",
      "25%      0.00  139.06   16.11     1481.71      9191.26           467.64   \n",
      "50%     19.82  361.06   36.11     2121.42     11925.43          1392.38   \n",
      "75%    111.07  620.62   56.52     3011.64     14582.30          2667.06   \n",
      "max    264.95  907.46  129.22     4347.23     29809.62         10236.76   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               12.00         12.00                12.00          12.00   \n",
      "mean              2699.93       3611.55              1205.92        3306.24   \n",
      "std               3870.04       5993.49              1581.10        3139.70   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                364.69        373.88               132.98         569.47   \n",
      "50%               1030.38       1420.61               510.73        2583.37   \n",
      "75%               2768.96       3396.49              1637.12        5705.29   \n",
      "max              12110.10      20149.55              5010.15        9360.14   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       12.00           12.0           12.0           12.0   \n",
      "mean   ...        0.03            0.0            0.0            0.0   \n",
      "std    ...        0.07            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.18            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            12.0              3.0                   3.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   3.0                   3.0          3.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for CO\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   358.00   358.00  358.00      358.00       358.00           358.00   \n",
      "mean    315.71  1425.72  131.27     1430.69     11317.15         10382.55   \n",
      "std     461.46  1533.01  125.01     1928.05     13218.76         17607.52   \n",
      "min       0.00     0.00    0.00    -6938.57    -10297.96             0.00   \n",
      "25%      53.77   376.77   50.01      517.69      3461.24          2007.88   \n",
      "50%     166.38   884.80   87.35     1433.02      9162.18          5854.06   \n",
      "75%     382.00  1945.19  170.16     2455.39     16361.82         13808.12   \n",
      "max    4045.14  8862.10  947.14     9023.73    123123.95        266453.70   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              358.00        358.00               358.00         358.00   \n",
      "mean             10468.57      13527.73              6989.29        7971.63   \n",
      "std              15278.86      33332.92             11801.03       21818.47   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1801.22       1027.24              1075.76        1347.41   \n",
      "50%               5069.35       3859.45              2916.34        4383.87   \n",
      "75%              13297.38      11537.32              7212.16        9894.29   \n",
      "max             133268.30     362106.00            112035.00      388163.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      358.00          358.0          358.0          358.0   \n",
      "mean   ...        0.01            0.0            0.0            0.0   \n",
      "std    ...        0.06            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.67            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           358.0            201.0                 201.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                 201.0                 201.0        201.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for PG\n",
      "        PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   30.00    30.00   30.00       30.00        30.00            30.00   \n",
      "mean   187.44   604.06   75.87     1408.61     18057.00          6272.59   \n",
      "std    220.51   566.25   48.07     1532.87     20203.52          8350.59   \n",
      "min      0.00     0.00    0.00     -899.31         0.00             0.00   \n",
      "25%     33.95   160.07   34.07      308.48      9650.49           583.42   \n",
      "50%    102.64   488.78   70.52     1006.08     13040.25          2439.87   \n",
      "75%    285.83   947.37  103.65     2252.11     17991.47          9177.17   \n",
      "max    837.28  2609.42  178.07     6080.33    109504.25         38453.10   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               30.00         30.00                30.00          30.00   \n",
      "mean             12039.24       4735.45              5095.31        6406.99   \n",
      "std              19842.50       7113.47              7875.48        9999.64   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                812.81        330.13               397.01         720.16   \n",
      "50%               4180.34       2302.36              1577.06        1887.50   \n",
      "75%              15493.54       5473.45              6794.69        6955.26   \n",
      "max              93001.36      27359.51             32685.83       47113.91   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       30.00           30.0           30.0           30.0   \n",
      "mean   ...        0.00            0.0            0.0            0.0   \n",
      "std    ...        0.02            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.11            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            30.0             15.0                  15.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  15.0                  15.0         15.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for NZ\n",
      "         PRisk    NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   524.00    524.00  524.00      524.00       524.00           524.00   \n",
      "mean    166.78   1065.24   88.24     1286.36     14282.15          4867.89   \n",
      "std     238.61   1566.10   71.63     1125.11     13464.26          7075.41   \n",
      "min       0.00      0.00    0.00    -1914.03    -17216.32             0.00   \n",
      "25%      33.82    243.79   42.12      525.04      4821.52          1176.00   \n",
      "50%      92.14    598.18   70.62     1179.56     12100.10          2694.23   \n",
      "75%     191.00   1329.90  114.69     1927.01     20853.82          5614.46   \n",
      "max    1868.25  15488.18  453.15     5524.06     71118.93         76420.69   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              524.00        524.00               524.00         524.00   \n",
      "mean              5961.14       3583.29              3055.44        4575.10   \n",
      "std              18390.32       7101.97              4677.02        7903.73   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                981.00        583.58               620.37         947.76   \n",
      "50%               2635.88       1560.53              1685.19        2159.08   \n",
      "75%               5647.02       3605.32              3625.05        4874.42   \n",
      "max             367979.10      73370.41             61902.46       73448.41   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      524.00         524.00         524.00          524.0   \n",
      "mean   ...        0.05           0.00           0.00            0.0   \n",
      "std    ...        0.14           0.01           0.00            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        0.97           0.12           0.11            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           524.0           256.00                256.00   \n",
      "mean              0.0             0.55                  0.33   \n",
      "std               0.0             3.56                  2.21   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            43.75                 19.66   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                256.00                256.00       256.00  \n",
      "mean                   0.15                 -0.18         0.06  \n",
      "std                    1.42                  1.70         0.92  \n",
      "min                    0.00                -19.66         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   14.83                  0.00        14.69  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for TR\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   646.00    646.00  646.00      646.00       646.00           646.00   \n",
      "mean    197.13   1113.76  108.12      607.12      9204.93          5768.63   \n",
      "std     302.85   1413.39  103.26     1397.02     14424.25          9199.68   \n",
      "min       0.00      0.00    0.00    -9551.67    -43375.79             0.00   \n",
      "25%      22.24    117.22   31.49      -73.93       422.69           831.68   \n",
      "50%      96.89    605.80   75.66      640.30      7204.30          2900.27   \n",
      "75%     232.79   1681.32  163.44     1415.09     15711.80          6506.62   \n",
      "max    2610.60  14832.98  639.53     7762.38     90908.00        116181.10   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              646.00        646.00               646.00         646.00   \n",
      "mean              5287.48       4450.74              3391.83        4104.12   \n",
      "std              10567.01      10990.00              6562.77        6173.20   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                675.20        372.71               407.76         606.96   \n",
      "50%               2427.73       1424.51              1467.93        2145.35   \n",
      "75%               5572.94       3773.02              3762.77        5080.40   \n",
      "max             114891.70     139719.50             81262.18       68450.34   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      646.00         646.00          646.0          646.0   \n",
      "mean   ...        0.01           0.00            0.0            0.0   \n",
      "std    ...        0.06           0.01            0.0            0.0   \n",
      "min    ...        0.00           0.00            0.0            0.0   \n",
      "25%    ...        0.00           0.00            0.0            0.0   \n",
      "50%    ...        0.00           0.00            0.0            0.0   \n",
      "75%    ...        0.00           0.00            0.0            0.0   \n",
      "max    ...        0.77           0.16            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           646.0           398.00                398.00   \n",
      "mean              0.0             0.44                  0.18   \n",
      "std               0.0             3.31                  1.90   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            50.18                 24.26   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                398.00                398.00       398.00  \n",
      "mean                   0.06                 -0.12         0.06  \n",
      "std                    1.22                  1.47         0.90  \n",
      "min                    0.00                -23.22         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   24.26                  0.00        13.94  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for PL\n",
      "         PRisk    NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   672.00    672.00  672.00      672.00       672.00           672.00   \n",
      "mean    190.82   1262.44  120.67      602.81      9674.79          6281.08   \n",
      "std     247.71   1689.14  113.37     1249.67     12713.73          8477.72   \n",
      "min       0.00      0.00    0.00    -4496.35    -30345.89             0.00   \n",
      "25%      34.16    182.56   35.62      -37.70      1722.07          1202.08   \n",
      "50%     104.12    644.29   80.51      648.85      8422.52          3271.23   \n",
      "75%     257.13   1601.68  177.83     1227.99     16617.06          8251.65   \n",
      "max    1916.19  11957.30  599.88     7987.02     80368.60         76451.39   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              672.00        672.00               672.00         672.00   \n",
      "mean              5537.10       4134.50              3970.93        5035.13   \n",
      "std               7365.17       8239.84              6363.14        6378.13   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1072.26        537.37               657.99         904.23   \n",
      "50%               2991.20       1839.22              1893.82        2697.58   \n",
      "75%               7137.57       4361.26              4773.71        7078.33   \n",
      "max              65451.61      95302.60             75035.93       56692.85   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      672.00          672.0          672.0          672.0   \n",
      "mean   ...        0.01            0.0            0.0            0.0   \n",
      "std    ...        0.07            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        1.02            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           672.0           341.00                341.00   \n",
      "mean              0.0             0.37                  0.12   \n",
      "std               0.0             2.71                  1.61   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            27.75                 23.01   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                341.00                341.00       341.00  \n",
      "mean                   0.18                  0.05         0.04  \n",
      "std                    2.38                  1.02         0.80  \n",
      "min                    0.00                  0.00         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   37.49                 18.74        14.83  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for QA\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count    66.00    66.00   66.00       66.00        66.00            66.00   \n",
      "mean    296.34  1334.96  110.71     1036.61      7862.16          7951.56   \n",
      "std     443.65  1535.25   89.12     1549.91      9306.16         12002.43   \n",
      "min       0.00     0.00    0.00    -2546.77    -16521.64             0.00   \n",
      "25%      76.97   229.91   46.73      329.67      1532.98          2077.17   \n",
      "50%     142.56   675.87   87.02      939.19      7376.84          3985.77   \n",
      "75%     372.69  1925.31  141.84     1539.17     13880.00          9214.61   \n",
      "max    2544.14  8351.59  372.76     8213.21     29588.07         76690.13   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               66.00         66.00                66.00          66.00   \n",
      "mean              8152.26       4224.68              4515.60        6398.71   \n",
      "std              10770.36       6507.78              6395.42        8234.94   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1600.25        771.10              1169.06        1386.97   \n",
      "50%               3883.40       1634.65              2724.55        3146.05   \n",
      "75%               9229.64       3638.63              5037.98        6868.17   \n",
      "max              48690.52      34340.34             34293.97       35259.22   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       66.00           66.0           66.0           66.0   \n",
      "mean   ...        0.06            0.0            0.0            0.0   \n",
      "std    ...        0.15            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.67            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            66.0             36.0                  36.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  36.0                  36.0         36.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for IS\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count    61.00    61.00   61.00       61.00        61.00            61.00   \n",
      "mean    451.03   733.02  169.50     1461.77     18597.16          9136.83   \n",
      "std     697.09   820.88  178.35     1151.27     29564.83         14485.81   \n",
      "min       0.00     0.00    0.00    -1236.44    -34117.60             0.00   \n",
      "25%      23.26    80.67   31.98     1022.24     -1495.71           602.98   \n",
      "50%     136.61   506.99   79.83     1441.32      7622.30          3662.56   \n",
      "75%     678.00   947.56  320.96     2115.62     35658.31         14287.43   \n",
      "max    4094.33  4048.80  732.60     5005.46     97421.00         97370.09   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               61.00         61.00                61.00          61.00   \n",
      "mean             18581.82      14829.80              7884.10       14940.11   \n",
      "std              28759.92      19932.53             14835.15       29706.39   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                338.96        328.47               177.89         292.20   \n",
      "50%               3658.92       5254.17              3385.92        3238.06   \n",
      "75%              30917.65      25892.19             10553.86       17991.32   \n",
      "max             159372.90      90512.67            103299.10      198084.60   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       61.00           61.0          61.00           61.0   \n",
      "mean   ...        0.03            0.0           0.03            0.0   \n",
      "std    ...        0.10            0.0           0.09            0.0   \n",
      "min    ...        0.00            0.0           0.00            0.0   \n",
      "25%    ...        0.00            0.0           0.00            0.0   \n",
      "50%    ...        0.00            0.0           0.00            0.0   \n",
      "75%    ...        0.00            0.0           0.00            0.0   \n",
      "max    ...        0.52            0.0           0.60            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           61.00            13.00                  13.0   \n",
      "mean             0.00             1.12                   0.0   \n",
      "std              0.04             4.03                   0.0   \n",
      "min              0.00             0.00                   0.0   \n",
      "25%              0.00             0.00                   0.0   \n",
      "50%              0.00             0.00                   0.0   \n",
      "75%              0.00             0.00                   0.0   \n",
      "max              0.28            14.54                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  13.0                  13.0         13.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for MH\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   37.00    37.00   37.00       37.00        37.00            37.00   \n",
      "mean   193.68  1982.99  128.31      511.09     21931.44          4547.41   \n",
      "std    135.44  2149.67   53.98      898.33     18850.91          3664.12   \n",
      "min     39.92    83.61   56.69    -1006.10    -16655.42           382.86   \n",
      "25%     79.12   673.43   88.24     -211.69      8139.23          1893.82   \n",
      "50%    161.18  1156.21  115.23      574.42     17593.50          3974.75   \n",
      "75%    258.13  2449.72  149.25      864.23     36278.63          6000.09   \n",
      "max    616.86  7503.48  261.51     2756.29     58342.18         17792.55   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               37.00         37.00                37.00          37.00   \n",
      "mean              3711.77       3766.29              2452.09        3240.82   \n",
      "std               2970.49       9217.67              1511.49        2268.26   \n",
      "min                623.89          0.00                57.71         263.88   \n",
      "25%               1738.30        660.79              1173.62        1408.26   \n",
      "50%               2398.94       1613.34              2127.54        2619.97   \n",
      "75%               5472.07       3224.06              3703.87        5268.32   \n",
      "max              13524.77      56688.50              6037.46        7559.35   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       37.00           37.0           37.0           37.0   \n",
      "mean   ...        0.01            0.0            0.0            0.0   \n",
      "std    ...        0.07            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.43            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            37.0            17.00                 17.00   \n",
      "mean              0.0             4.69                  1.33   \n",
      "std               0.0            11.15                  5.48   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            39.04                 22.58   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                 17.00                 17.00        17.00  \n",
      "mean                   1.15                 -0.18         1.15  \n",
      "std                    4.73                  7.46         4.73  \n",
      "min                    0.00                -22.58         0.00  \n",
      "25%                    0.00                  0.00         0.00  \n",
      "50%                    0.00                  0.00         0.00  \n",
      "75%                    0.00                  0.00         0.00  \n",
      "max                   19.52                 19.52        19.52  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for KZ\n",
      "         PRisk    NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count    92.00     92.00   92.00       92.00        92.00            92.00   \n",
      "mean    178.57   1552.30  127.27      -83.53     -1383.51          6352.87   \n",
      "std     237.04   1936.85  106.88     1376.90     15446.41          7235.24   \n",
      "min       0.00      0.00    0.00    -3801.95    -98614.77             0.00   \n",
      "25%      43.60    418.11   55.13     -656.51     -6451.82          2305.69   \n",
      "50%     114.38    937.97   94.64      -47.85     -1686.21          3855.26   \n",
      "75%     222.93   2007.87  200.33      443.91      4363.62          7808.50   \n",
      "max    1349.18  11684.21  531.62     6927.11     36750.29         40368.97   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               92.00         92.00                92.00          92.00   \n",
      "mean              6408.47       2862.90              4319.44        4954.12   \n",
      "std              13675.07       4402.24              6333.12        5851.94   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1236.14        572.95              1281.94        1688.75   \n",
      "50%               3162.91       1555.56              2280.79        3356.82   \n",
      "75%               7663.77       3346.10              5171.82        6152.05   \n",
      "max             120917.30      34241.46             38886.91       32322.16   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       92.00           92.0           92.0           92.0   \n",
      "mean   ...        0.03            0.0            0.0            0.0   \n",
      "std    ...        0.12            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.60            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            92.0             48.0                  48.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  48.0                  48.0         48.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for UA\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count    26.00    26.00   26.00       26.00        26.00            26.00   \n",
      "mean    239.23   847.31   83.25      568.77      5360.17          7155.36   \n",
      "std     572.49   637.88   53.46     1139.81      8255.64         13303.97   \n",
      "min       0.00     0.00    0.00    -3015.12     -8988.10             0.00   \n",
      "25%      38.88   360.06   48.77      -67.57        97.47          1207.90   \n",
      "50%      69.75   634.75   66.10      547.97      4967.84          3354.64   \n",
      "75%     137.78  1316.50  111.36     1638.62     10966.56          6180.54   \n",
      "max    2872.42  2210.77  249.85     2041.59     21571.50         62193.53   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               26.00         26.00                26.00          26.00   \n",
      "mean              7634.83       6947.35              5356.82        5446.82   \n",
      "std              17166.11      15389.75             13996.26       10624.35   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                922.59       1021.45               395.91         808.98   \n",
      "50%               2820.44       1868.02              1517.44        2465.58   \n",
      "75%               6365.78       6332.72              3578.09        4959.33   \n",
      "max              85246.85      78623.40             71468.34       54043.17   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       26.00           26.0          26.00           26.0   \n",
      "mean   ...        0.03            0.0           0.05            0.0   \n",
      "std    ...        0.07            0.0           0.15            0.0   \n",
      "min    ...        0.00            0.0           0.00            0.0   \n",
      "25%    ...        0.00            0.0           0.00            0.0   \n",
      "50%    ...        0.00            0.0           0.00            0.0   \n",
      "75%    ...        0.00            0.0           0.00            0.0   \n",
      "max    ...        0.24            0.0           0.56            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            26.0             10.0                  10.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  10.0                  10.0         10.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for MT\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count    54.00    54.00   54.00       54.00        54.00            54.00   \n",
      "mean    272.13   772.65   88.59     1852.39     14213.56          8624.23   \n",
      "std     493.48   806.09   76.04     1691.44     10213.41         14793.32   \n",
      "min       0.00     0.00    0.00     -364.34     -1271.49             0.00   \n",
      "25%      45.01   244.85   42.74      982.92      5472.87          1530.77   \n",
      "50%     122.94   452.83   67.93     1448.32     12498.01          2975.77   \n",
      "75%     301.49  1042.95  117.38     2318.78     20530.71          8372.85   \n",
      "max    3075.45  3294.30  345.74    10084.99     45089.31         79036.52   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               54.00         54.00                54.00          54.00   \n",
      "mean              7089.13       5927.78              6192.66        8748.13   \n",
      "std              11336.85      10816.23             12218.38       17154.54   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1346.36        777.34               757.46        1069.31   \n",
      "50%               2603.41       2009.68              1840.13        3360.68   \n",
      "75%               8300.60       6081.38              6595.61        6999.91   \n",
      "max              66682.44      68648.64             78907.29       83742.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       54.00           54.0           54.0           54.0   \n",
      "mean   ...        0.01            0.0            0.0            0.0   \n",
      "std    ...        0.05            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.32            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            54.0            15.00                  15.0   \n",
      "mean              0.0             0.68                   0.0   \n",
      "std               0.0             2.62                   0.0   \n",
      "min               0.0             0.00                   0.0   \n",
      "25%               0.0             0.00                   0.0   \n",
      "50%               0.0             0.00                   0.0   \n",
      "75%               0.0             0.00                   0.0   \n",
      "max               0.0            10.15                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  15.0                  15.0         15.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for MO\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count     8.00     8.00    8.00        8.00         8.00             8.00   \n",
      "mean    198.52  1726.33   90.81      366.59    -14727.04         11474.17   \n",
      "std     358.94  2909.95  124.27      305.03     26006.67         22295.12   \n",
      "min       0.00     0.00    0.00     -195.69    -74234.65             0.00   \n",
      "25%       0.00    26.08   23.19      165.48    -17162.11           232.25   \n",
      "50%      41.89   208.43   49.03      460.78     -6527.12          2319.87   \n",
      "75%     168.95  2261.61  105.17      580.12     -1580.34          8688.13   \n",
      "max    1029.49  8379.04  380.17      729.94      7370.41         65147.32   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count                8.00          8.00                 8.00           8.00   \n",
      "mean              5636.34       2227.13              3033.01        6845.33   \n",
      "std               9566.92       2770.45              3839.45       13369.43   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                543.79        128.09               267.75         259.19   \n",
      "50%               1375.67       1117.07              1607.09        1348.95   \n",
      "75%               5189.30       3337.35              4183.02        4418.31   \n",
      "max              27732.91       6800.94              9389.40       38786.07   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...         8.0            8.0            8.0            8.0   \n",
      "mean   ...         0.0            0.0            0.0            0.0   \n",
      "std    ...         0.0            0.0            0.0            0.0   \n",
      "min    ...         0.0            0.0            0.0            0.0   \n",
      "25%    ...         0.0            0.0            0.0            0.0   \n",
      "50%    ...         0.0            0.0            0.0            0.0   \n",
      "75%    ...         0.0            0.0            0.0            0.0   \n",
      "max    ...         0.0            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count             8.0              8.0                   8.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   8.0                   8.0          8.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for UY\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count    38.00    38.00   38.00       38.00        38.00            38.00   \n",
      "mean    239.05   791.91   57.14     2117.06     18507.56          7235.39   \n",
      "std     449.12  1529.27   48.67     1892.90     14952.97         11071.44   \n",
      "min       0.00     0.00    0.00    -4575.35     -5585.94             0.00   \n",
      "25%      19.11    38.61   22.70     1510.74      9888.71           803.30   \n",
      "50%      77.52   308.06   46.34     2049.89     17442.09          3386.74   \n",
      "75%     273.74   922.41   73.19     2970.17     23965.71          7726.09   \n",
      "max    2305.48  8793.99  218.02     6844.42     71396.44         47388.69   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               38.00         38.00                38.00          38.00   \n",
      "mean              4972.23       4241.98              6225.58        4351.82   \n",
      "std               7942.93       6527.77             16626.49        7074.97   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                661.36        697.12               396.58         384.74   \n",
      "50%               1709.41       1283.21              1325.11        1940.58   \n",
      "75%               5299.86       4595.78              5278.89        3484.59   \n",
      "max              36421.46      33691.54             96334.58       33490.75   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       38.00           38.0           38.0           38.0   \n",
      "mean   ...        0.02            0.0            0.0            0.0   \n",
      "std    ...        0.09            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.44            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            38.0             29.0                  29.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  29.0                  29.0         29.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for PE\n",
      "         PRisk    NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   208.00    208.00  208.00      208.00       208.00           208.00   \n",
      "mean    301.80    992.09   80.17      460.02      6785.48          9589.80   \n",
      "std     652.83   2156.06   95.40     1845.63     14036.67         20641.70   \n",
      "min       0.00      0.00    0.00    -8473.36    -82186.91             0.00   \n",
      "25%      18.41     65.86   21.08     -119.36       464.51           455.24   \n",
      "50%      86.55    274.46   51.59      524.92      5593.91          2284.54   \n",
      "75%     255.12    859.53   96.23     1347.79     13448.90          8376.84   \n",
      "max    5668.66  21348.53  508.87     7364.30     55314.20        205332.30   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              208.00        208.00               208.00         208.00   \n",
      "mean              7500.95       8649.17              7109.63        5997.80   \n",
      "std              15111.99      24864.02             17029.71       10990.78   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                446.48        118.50               165.86         319.72   \n",
      "50%               2010.88       1043.05              1182.12        1862.99   \n",
      "75%               7931.83       5582.14              4710.64        6101.81   \n",
      "max             123350.70     193560.90            131238.50       95146.45   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      208.00         208.00         208.00          208.0   \n",
      "mean   ...        0.02           0.00           0.00            0.0   \n",
      "std    ...        0.09           0.01           0.01            0.0   \n",
      "min    ...        0.00           0.00           0.00            0.0   \n",
      "25%    ...        0.00           0.00           0.00            0.0   \n",
      "50%    ...        0.00           0.00           0.00            0.0   \n",
      "75%    ...        0.00           0.00           0.00            0.0   \n",
      "max    ...        0.65           0.12           0.08            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           208.0           108.00                108.00   \n",
      "mean              0.0             0.26                  0.26   \n",
      "std               0.0             2.71                  2.71   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            28.19                 28.19   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                 108.0                108.00        108.0  \n",
      "mean                    0.0                 -0.26          0.0  \n",
      "std                     0.0                  2.71          0.0  \n",
      "min                     0.0                -28.19          0.0  \n",
      "25%                     0.0                  0.00          0.0  \n",
      "50%                     0.0                  0.00          0.0  \n",
      "75%                     0.0                  0.00          0.0  \n",
      "max                     0.0                  0.00          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for PK\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   17.00    17.00   17.00       17.00        17.00            17.00   \n",
      "mean   188.59  1081.06  106.09       95.81      4977.22          5149.64   \n",
      "std    150.03  1073.39   84.53     1338.41      8591.99          4452.50   \n",
      "min      0.00     0.00    0.00    -3906.35    -14552.12             0.00   \n",
      "25%     43.08   364.51   50.02     -582.30         0.00          1633.63   \n",
      "50%    158.68   728.08   89.64      249.58      3303.56          5135.50   \n",
      "75%    324.25  1564.74   99.88     1077.47     10756.74          6790.03   \n",
      "max    487.55  3705.57  308.44     1754.65     21637.15         14106.24   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               17.00         17.00                17.00          17.00   \n",
      "mean              4928.22       2590.35              3919.54        3101.71   \n",
      "std               4723.58       2760.56              6450.42        2689.42   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1884.16        911.57               773.86         907.79   \n",
      "50%               3406.76       1510.62              2268.88        2356.07   \n",
      "75%               6198.47       3975.57              3798.98        5245.56   \n",
      "max              16623.48      11443.53             27109.76       10342.90   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...        17.0           17.0           17.0           17.0   \n",
      "mean   ...         0.0            0.0            0.0            0.0   \n",
      "std    ...         0.0            0.0            0.0            0.0   \n",
      "min    ...         0.0            0.0            0.0            0.0   \n",
      "25%    ...         0.0            0.0            0.0            0.0   \n",
      "50%    ...         0.0            0.0            0.0            0.0   \n",
      "75%    ...         0.0            0.0            0.0            0.0   \n",
      "max    ...         0.0            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            17.0              6.0                   6.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   6.0                   6.0          6.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for NG\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   111.00   111.00  111.00      111.00       111.00           111.00   \n",
      "mean    259.22  1980.76  186.76      388.78      4374.85          9906.66   \n",
      "std     226.23  1819.88  116.03     1343.62     11547.37          9937.84   \n",
      "min       0.00     0.00    0.00    -3729.26    -19915.32             0.00   \n",
      "25%      96.90   714.59   95.04     -329.27     -2206.37          3528.16   \n",
      "50%     215.31  1563.04  176.57      309.38      3474.39          6945.63   \n",
      "75%     357.48  2726.48  266.21      980.80      9238.64         12232.23   \n",
      "max    1444.94  9016.70  490.09     7742.98     48358.32         52193.90   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              111.00        111.00               111.00         111.00   \n",
      "mean              9913.58       5359.53              5917.72        7804.68   \n",
      "std              11082.32       5987.66              7409.94        7891.21   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               3268.99       1511.56              1540.95        2825.50   \n",
      "50%               6238.20       3618.96              3948.35        5285.97   \n",
      "75%              13707.56       7418.05              7109.63        9876.48   \n",
      "max              86732.26      31679.68             58438.01       48125.45   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      111.00         111.00          111.0          111.0   \n",
      "mean   ...        0.02           0.00            0.0            0.0   \n",
      "std    ...        0.08           0.01            0.0            0.0   \n",
      "min    ...        0.00           0.00            0.0            0.0   \n",
      "25%    ...        0.00           0.00            0.0            0.0   \n",
      "50%    ...        0.00           0.00            0.0            0.0   \n",
      "75%    ...        0.00           0.00            0.0            0.0   \n",
      "max    ...        0.68           0.12            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count          111.00             60.0                  60.0   \n",
      "mean             0.00              0.0                   0.0   \n",
      "std              0.02              0.0                   0.0   \n",
      "min              0.00              0.0                   0.0   \n",
      "25%              0.00              0.0                   0.0   \n",
      "50%              0.00              0.0                   0.0   \n",
      "75%              0.00              0.0                   0.0   \n",
      "max              0.25              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  60.0                  60.0         60.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for HU\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   212.00   212.00  212.00      212.00       212.00           212.00   \n",
      "mean    199.05  1042.68  111.61      112.77      3040.56          6436.57   \n",
      "std     232.01  1217.83   99.81     1353.21     11165.78          8269.04   \n",
      "min       0.00     0.00    0.00    -5604.42    -26650.15             0.00   \n",
      "25%      39.47   161.31   42.36     -608.67     -3330.28          1338.54   \n",
      "50%     128.22   541.19   76.14       23.18      1301.01          3768.35   \n",
      "75%     263.07  1541.71  155.24      811.37      7537.12          8690.23   \n",
      "max    1483.01  6316.07  458.02     5892.33     98374.59         64199.53   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              212.00        212.00               212.00         212.00   \n",
      "mean              5858.63       3897.45              5023.61        5388.11   \n",
      "std               9556.15       4973.96             12483.82        7009.45   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1153.42        734.84               779.17        1198.72   \n",
      "50%               3600.38       2576.22              2513.89        3282.57   \n",
      "75%               6547.33       5491.72              4936.33        6572.78   \n",
      "max              91071.78      38944.68            163268.90       58060.57   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      212.00          212.0          212.0          212.0   \n",
      "mean   ...        0.00            0.0            0.0            0.0   \n",
      "std    ...        0.01            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.08            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           212.0             83.0                  83.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  83.0                  83.0         83.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for EG\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   157.00   157.00  157.00      157.00       157.00           157.00   \n",
      "mean    196.76   470.80   53.20      605.23      4094.95          6044.86   \n",
      "std     385.60   708.07   54.52     1920.97     12028.25         15018.57   \n",
      "min       0.00     0.00    0.00    -7189.85    -27365.02             0.00   \n",
      "25%       8.00    51.13   19.75     -283.88     -2061.97           458.89   \n",
      "50%      64.49   199.89   41.74      483.81      3608.28          1669.70   \n",
      "75%     199.43   616.69   65.30     1334.10      8335.30          5369.51   \n",
      "max    2718.67  4596.76  372.98     9562.95     62961.52        145893.50   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              157.00        157.00               157.00         157.00   \n",
      "mean              3913.02       3231.57              3556.51        4506.42   \n",
      "std               6341.36       6918.06              7297.34        8721.06   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                440.53        140.11               248.15         388.96   \n",
      "50%               1542.93       1007.07              1413.80        1583.23   \n",
      "75%               4332.49       2894.61              3438.50        3991.39   \n",
      "max              32960.17      44321.97             65109.16       63274.90   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       157.0          157.0         157.00          157.0   \n",
      "mean   ...         0.0            0.0           0.00            0.0   \n",
      "std    ...         0.0            0.0           0.02            0.0   \n",
      "min    ...         0.0            0.0           0.00            0.0   \n",
      "25%    ...         0.0            0.0           0.00            0.0   \n",
      "50%    ...         0.0            0.0           0.00            0.0   \n",
      "75%    ...         0.0            0.0           0.00            0.0   \n",
      "max    ...         0.0            0.0           0.31            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           157.0             77.0                  77.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  77.0                  77.0         77.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for KE\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count    22.00    22.00   22.00       22.00        22.00            22.00   \n",
      "mean    404.63   900.31  102.07     1510.48     11126.64         12251.36   \n",
      "std     662.40   708.41   66.47     1638.82     15783.27         21079.88   \n",
      "min       0.00     0.00    0.00     -818.61      -889.83             0.00   \n",
      "25%      50.93   269.47   42.79      598.44      4359.99           964.02   \n",
      "50%     167.18   694.10   88.22     1140.39      6498.64          4183.35   \n",
      "75%     433.23  1526.51  153.66     2282.38     12795.47         14310.98   \n",
      "max    2972.50  2207.11  235.60     5623.15     75347.63         84647.42   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               22.00         22.00                22.00          22.00   \n",
      "mean              6930.00       5713.51              8039.53        9113.56   \n",
      "std               7806.01       6821.75             14395.98       13183.37   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1335.15        441.34               569.52        1246.48   \n",
      "50%               3662.73       2368.85              3166.14        3612.54   \n",
      "75%               8966.86       7857.36             11049.94        8075.24   \n",
      "max              25419.54      25034.32             66136.31       45538.33   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       22.00           22.0           22.0           22.0   \n",
      "mean   ...        0.01            0.0            0.0            0.0   \n",
      "std    ...        0.04            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.18            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            22.0             17.0                  17.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  17.0                  17.0         17.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for KW\n",
      "        PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   31.00    31.00   31.00       31.00        31.00            31.00   \n",
      "mean   186.50  1176.44   86.12      684.73      8209.10          7649.98   \n",
      "std    223.20  1760.49   86.35     1983.50     12716.16         11405.65   \n",
      "min      0.00     0.00    0.00    -3934.96    -30909.60             0.00   \n",
      "25%      0.00    24.83   18.29     -531.22       727.84            94.17   \n",
      "50%     83.34   320.80   51.57      619.30      8535.42          2906.36   \n",
      "75%    249.10  1266.96  150.75     2008.88     16664.19         10263.59   \n",
      "max    720.67  6223.77  299.95     5285.84     30499.28         51581.76   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               31.00         31.00                31.00          31.00   \n",
      "mean              4681.28       5797.82              2444.23        3178.71   \n",
      "std               6673.04       9112.68              2932.32        3448.34   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                140.53         76.32                40.17         219.64   \n",
      "50%               2170.36        987.00              1670.68        1656.87   \n",
      "75%               7250.21       8665.35              4015.44        5436.08   \n",
      "max              32576.81      35915.01             13123.25       12895.83   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       31.00           31.0           31.0           31.0   \n",
      "mean   ...        0.04            0.0            0.0            0.0   \n",
      "std    ...        0.10            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.38            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            31.0              7.0                   7.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   7.0                   7.0          7.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for RO\n",
      "        PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   41.00    41.00   41.00       41.00        41.00            41.00   \n",
      "mean   141.95  1043.08   97.82      361.89      9019.62          3917.41   \n",
      "std    171.54  1257.42  115.00     1268.62     15067.59          5385.49   \n",
      "min      0.00     0.00    0.00    -4998.24    -28444.98             0.00   \n",
      "25%      7.95    64.04   26.42       -4.99         0.00           368.84   \n",
      "50%     69.42   346.24   51.10      376.27      7275.68          1838.24   \n",
      "75%    219.19  1658.09  163.44      940.66     14530.48          5449.23   \n",
      "max    654.83  4318.43  540.07     3441.02     43050.36         22954.97   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               41.00         41.00                41.00          41.00   \n",
      "mean              3573.40       2654.23              2127.98        2848.59   \n",
      "std               4313.82       4234.79              2963.13        3652.04   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                210.95        113.66               131.23         242.04   \n",
      "50%               2749.84        701.22               908.58        1342.29   \n",
      "75%               4401.16       2254.52              2900.00        4083.64   \n",
      "max              18054.28      19721.85             14040.32       16285.63   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...        41.0           41.0           41.0           41.0   \n",
      "mean   ...         0.0            0.0            0.0            0.0   \n",
      "std    ...         0.0            0.0            0.0            0.0   \n",
      "min    ...         0.0            0.0            0.0            0.0   \n",
      "25%    ...         0.0            0.0            0.0            0.0   \n",
      "50%    ...         0.0            0.0            0.0            0.0   \n",
      "75%    ...         0.0            0.0            0.0            0.0   \n",
      "max    ...         0.0            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            41.0            26.00                  26.0   \n",
      "mean              0.0             1.34                   0.0   \n",
      "std               0.0             6.85                   0.0   \n",
      "min               0.0             0.00                   0.0   \n",
      "25%               0.0             0.00                   0.0   \n",
      "50%               0.0             0.00                   0.0   \n",
      "75%               0.0             0.00                   0.0   \n",
      "max               0.0            34.95                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  26.0                  26.0         26.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for BH\n",
      "       PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count  21.00    21.00   21.00       21.00        21.00            21.00   \n",
      "mean   26.87   647.56   27.43      641.68      5466.32          1093.81   \n",
      "std    27.18   589.78   24.71      813.95     11480.94          1181.65   \n",
      "min     0.00     0.00    0.00     -808.36    -10347.73             0.00   \n",
      "25%     0.00   319.38   14.43      216.80     -2754.91            97.58   \n",
      "50%    17.66   552.20   22.93      464.00      4308.47           643.80   \n",
      "75%    48.53   955.58   32.66     1262.93     11831.02          1700.78   \n",
      "max    78.97  2155.84  114.33     2635.82     27251.41          3888.03   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               21.00         21.00                21.00          21.00   \n",
      "mean               979.21        829.60               572.45         932.20   \n",
      "std               1192.58       1384.44               622.14        1267.27   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                 70.02         77.70                41.20          83.95   \n",
      "50%                557.76        432.83               420.02         660.19   \n",
      "75%               1711.60        690.67               839.82         921.58   \n",
      "max               4868.27       5966.98              1927.43        4653.43   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       21.00           21.0           21.0           21.0   \n",
      "mean   ...        0.02            0.0            0.0            0.0   \n",
      "std    ...        0.09            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.42            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            21.0              4.0                   4.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   4.0                   4.0          4.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for GG\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk    NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   125.00    125.00  125.00      125.00       125.00           125.00   \n",
      "mean    228.91   2150.47  103.19      784.86     10186.89          7087.00   \n",
      "std     346.85   3420.99   88.00     1358.61     17059.29         10305.59   \n",
      "min       0.00      0.00    0.00    -3520.20    -40569.32             0.00   \n",
      "25%      41.61    123.89   42.46      132.29       250.12          1394.52   \n",
      "50%     111.40    802.51   77.35      710.16      9320.15          3946.45   \n",
      "75%     261.69   2781.12  154.32     1609.27     17268.81          9459.28   \n",
      "max    2234.22  25343.63  537.63     5394.29     87739.56         80659.78   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count              125.00        125.00               125.00         125.00   \n",
      "mean              5641.12       4193.32              4180.45        6949.36   \n",
      "std               7520.60       7885.53              4934.74       18809.22   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1105.24        604.10               902.42        1160.50   \n",
      "50%               2846.82       2152.57              2310.83        2770.46   \n",
      "75%               7578.44       4839.74              4951.88        7042.83   \n",
      "max              44323.30      67234.88             21567.20      171658.70   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...      125.00          125.0          125.0          125.0   \n",
      "mean   ...        0.00            0.0            0.0            0.0   \n",
      "std    ...        0.03            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.19            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count           125.0            54.00                 54.00   \n",
      "mean              0.0             2.45                  0.34   \n",
      "std               0.0            12.67                  2.53   \n",
      "min               0.0             0.00                  0.00   \n",
      "25%               0.0             0.00                  0.00   \n",
      "50%               0.0             0.00                  0.00   \n",
      "75%               0.0             0.00                  0.00   \n",
      "max               0.0            90.67                 18.62   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                 54.00                 54.00         54.0  \n",
      "mean                   0.42                  0.07          0.0  \n",
      "std                    2.16                  3.37          0.0  \n",
      "min                    0.00                -18.62          0.0  \n",
      "25%                    0.00                  0.00          0.0  \n",
      "50%                    0.00                  0.00          0.0  \n",
      "75%                    0.00                  0.00          0.0  \n",
      "max                   11.33                 11.33          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for SI\n",
      "        PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count    5.00     5.00    5.00        5.00         5.00             5.00   \n",
      "mean   406.43  3209.10  295.67      447.55      5055.20         12043.58   \n",
      "std    270.05  1448.90   76.48      764.81      5857.17          5902.71   \n",
      "min    218.17  1331.65  220.86     -410.41      -770.41          5110.10   \n",
      "25%    232.33  2549.33  223.56        0.00         0.00          8339.00   \n",
      "50%    309.23  2823.41  285.01      136.54      5775.86         10530.15   \n",
      "75%    400.69  4579.00  368.44     1252.68      6557.64         17267.47   \n",
      "max    871.71  4762.09  380.48     1258.95     13712.92         18971.17   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count                5.00          5.00                 5.00           5.00   \n",
      "mean             11242.02       8726.36             14641.08       10959.90   \n",
      "std               6726.85       8096.68             13891.47        6687.08   \n",
      "min               4998.96       1658.56              4936.51        4601.73   \n",
      "25%               6400.63       4129.53              7250.52        5377.39   \n",
      "50%               8204.57       4784.85              8639.78        9119.45   \n",
      "75%              16106.76      11341.50             13533.20       15737.44   \n",
      "max              20499.19      21717.36             38845.42       19963.51   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...        5.00            5.0            5.0            5.0   \n",
      "mean   ...        0.09            0.0            0.0            0.0   \n",
      "std    ...        0.10            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.09            0.0            0.0            0.0   \n",
      "75%    ...        0.14            0.0            0.0            0.0   \n",
      "max    ...        0.24            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count             5.0              0.0                   0.0   \n",
      "mean              0.0              NaN                   NaN   \n",
      "std               0.0              NaN                   NaN   \n",
      "min               0.0              NaN                   NaN   \n",
      "25%               0.0              NaN                   NaN   \n",
      "50%               0.0              NaN                   NaN   \n",
      "75%               0.0              NaN                   NaN   \n",
      "max               0.0              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for IM\n",
      "        PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   48.00    48.00   48.00       48.00        48.00            48.00   \n",
      "mean   123.50   916.29   90.44     1586.75     13385.78          4193.36   \n",
      "std    121.23   983.04   68.95     1305.29     10438.74          5028.51   \n",
      "min      0.00     0.00    0.00    -2347.31    -21422.97             0.00   \n",
      "25%     46.35   178.42   41.66      875.19      7651.00          1008.82   \n",
      "50%     91.54   745.11   69.96     1727.84     13680.27          2354.72   \n",
      "75%    145.26  1147.23  121.35     2723.94     18838.32          5625.84   \n",
      "max    565.90  4835.69  360.59     3594.55     35487.78         27502.71   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               48.00         48.00                48.00          48.00   \n",
      "mean              3996.81       2928.12              3592.48        3521.24   \n",
      "std               4935.47       2845.32              8461.08        4888.02   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%               1226.23        898.93               960.83         906.22   \n",
      "50%               2284.17       1882.56              1699.42        1656.44   \n",
      "75%               5192.89       3780.02              3021.93        4758.83   \n",
      "max              27831.02      11458.44             57092.38       24977.43   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...        48.0           48.0           48.0           48.0   \n",
      "mean   ...         0.0            0.0            0.0            0.0   \n",
      "std    ...         0.0            0.0            0.0            0.0   \n",
      "min    ...         0.0            0.0            0.0            0.0   \n",
      "25%    ...         0.0            0.0            0.0            0.0   \n",
      "50%    ...         0.0            0.0            0.0            0.0   \n",
      "75%    ...         0.0            0.0            0.0            0.0   \n",
      "max    ...         0.0            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            48.0            28.00                  28.0   \n",
      "mean              0.0             0.77                   0.0   \n",
      "std               0.0             2.83                   0.0   \n",
      "min               0.0             0.00                   0.0   \n",
      "25%               0.0             0.00                   0.0   \n",
      "50%               0.0             0.00                   0.0   \n",
      "75%               0.0             0.00                   0.0   \n",
      "max               0.0            11.48                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                 28.00                 28.00         28.0  \n",
      "mean                   0.41                  0.41          0.0  \n",
      "std                    2.17                  2.17          0.0  \n",
      "min                    0.00                  0.00          0.0  \n",
      "25%                    0.00                  0.00          0.0  \n",
      "50%                    0.00                  0.00          0.0  \n",
      "75%                    0.00                  0.00          0.0  \n",
      "max                   11.48                 11.48          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for MA\n",
      "        PRisk  NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   16.00   16.00   16.00       16.00        16.00            16.00   \n",
      "mean    62.50  212.78   39.61      563.09      8640.10          1531.21   \n",
      "std     77.86  213.73   34.91     1440.45      6614.60          1868.68   \n",
      "min      0.00    0.00    0.00    -2563.88     -1127.13             0.00   \n",
      "25%      6.65   46.47   14.64      -15.62      5130.84           293.16   \n",
      "50%     40.48  115.33   22.90      709.07      7742.94          1102.40   \n",
      "75%     90.93  360.60   62.74     1413.32     12425.25          1741.69   \n",
      "max    283.98  680.18  103.29     3545.68     23666.17          7078.97   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               16.00         16.00                16.00          16.00   \n",
      "mean              1070.60        913.08               809.00        1639.46   \n",
      "std               1468.75       1287.62              1012.36        1717.55   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                209.87         76.52               263.82         388.26   \n",
      "50%                619.37        364.62               374.83        1392.18   \n",
      "75%               1163.84        939.23              1147.23        2241.62   \n",
      "max               5819.44       4247.59              3960.70        6937.32   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...        16.0           16.0           16.0           16.0   \n",
      "mean   ...         0.0            0.0            0.0            0.0   \n",
      "std    ...         0.0            0.0            0.0            0.0   \n",
      "min    ...         0.0            0.0            0.0            0.0   \n",
      "25%    ...         0.0            0.0            0.0            0.0   \n",
      "50%    ...         0.0            0.0            0.0            0.0   \n",
      "75%    ...         0.0            0.0            0.0            0.0   \n",
      "max    ...         0.0            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            16.0             13.0                  13.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  13.0                  13.0         13.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for GI\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "        PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   48.00    48.00   48.00       48.00        48.00            48.00   \n",
      "mean   173.91   586.35   63.64     1539.49     13299.43          6187.91   \n",
      "std    203.88  1040.13   36.96     1250.53      8472.19          8126.36   \n",
      "min      0.00     0.00    0.00    -1653.33     -1006.32             0.00   \n",
      "25%     31.00   108.91   34.59      817.52      6822.25          1233.00   \n",
      "50%    107.30   296.25   70.59     1480.36     12508.56          3232.54   \n",
      "75%    207.58   766.38   83.68     2303.53     18560.33          7552.35   \n",
      "max    813.48  7015.46  141.26     4985.78     32039.65         36608.27   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               48.00         48.00                48.00          48.00   \n",
      "mean              7068.96       5326.66              5995.97        5122.57   \n",
      "std              11523.41       7400.29             14422.74        6386.68   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                883.48        823.16               638.82        1086.93   \n",
      "50%               2879.87       2650.12              2341.97        2283.67   \n",
      "75%               8362.68       6817.77              5765.26        5843.59   \n",
      "max              69676.22      35058.81             98398.78       22283.80   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...        48.0           48.0           48.0           48.0   \n",
      "mean   ...         0.0            0.0            0.0            0.0   \n",
      "std    ...         0.0            0.0            0.0            0.0   \n",
      "min    ...         0.0            0.0            0.0            0.0   \n",
      "25%    ...         0.0            0.0            0.0            0.0   \n",
      "50%    ...         0.0            0.0            0.0            0.0   \n",
      "75%    ...         0.0            0.0            0.0            0.0   \n",
      "max    ...         0.0            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            48.0             25.0                  25.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  25.0                  25.0         25.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for SA\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count    39.00    39.00   39.00       39.00        39.00            39.00   \n",
      "mean    136.53   569.42   55.70      550.73     13349.00          3729.89   \n",
      "std     278.58   839.49   43.32      909.76     10233.72          6831.24   \n",
      "min       0.00     0.00    0.00    -2195.89     -5517.72             0.00   \n",
      "25%      25.03   123.16   23.13       55.03      5268.92           880.52   \n",
      "50%      45.30   261.10   54.03      593.82     11547.68          1878.84   \n",
      "75%     135.85   584.14   69.95     1299.33     20572.05          3816.60   \n",
      "max    1651.83  3295.16  191.69     2393.35     34915.48         42145.23   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               39.00         39.00                39.00          39.00   \n",
      "mean              3901.40       3056.85              2224.40        3661.49   \n",
      "std               8022.48       6961.47              5424.22        9375.43   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                867.63        481.87               447.33         536.09   \n",
      "50%               1485.00       1246.94               880.01        1256.25   \n",
      "75%               3465.11       2834.54              2225.71        3187.98   \n",
      "max              45713.57      43053.64             34227.75       58703.17   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       39.00           39.0           39.0           39.0   \n",
      "mean   ...        0.02            0.0            0.0            0.0   \n",
      "std    ...        0.07            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.39            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            39.0             21.0                  21.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  21.0                  21.0         21.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for OM\n",
      "        PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count   59.00    59.00   59.00       59.00        59.00            59.00   \n",
      "mean    38.76   248.00   25.25      649.30      6763.72          1509.42   \n",
      "std     99.12   328.40   26.83     1086.16     14876.71          3901.26   \n",
      "min      0.00     0.00    0.00    -2162.78    -24205.72             0.00   \n",
      "25%      0.00     0.00    0.00      -67.00     -2424.95             0.00   \n",
      "50%      0.00    57.50   21.12      523.26      6898.65           393.52   \n",
      "75%     41.42   439.36   40.58     1216.47     16576.80          1662.43   \n",
      "max    710.88  1043.90  128.70     3553.83     61067.33         28732.10   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               59.00         59.00                59.00          59.00   \n",
      "mean              1219.84        766.92              1028.97        1361.99   \n",
      "std               2609.76       1496.00              2019.49        3307.45   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                  0.00          0.00                 0.00           0.00   \n",
      "50%                243.51        133.08               187.97         318.04   \n",
      "75%                979.60        791.45              1223.90        1225.19   \n",
      "max              14980.11       8203.91             11889.82       21762.20   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...        59.0           59.0           59.0           59.0   \n",
      "mean   ...         0.0            0.0            0.0            0.0   \n",
      "std    ...         0.0            0.0            0.0            0.0   \n",
      "min    ...         0.0            0.0            0.0            0.0   \n",
      "25%    ...         0.0            0.0            0.0            0.0   \n",
      "50%    ...         0.0            0.0            0.0            0.0   \n",
      "75%    ...         0.0            0.0            0.0            0.0   \n",
      "max    ...         0.0            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            59.0             52.0                  52.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                  52.0                  52.0         52.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for BD\n",
      "        PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count    5.00     5.00    5.00        5.00         5.00             5.00   \n",
      "mean   371.43   362.55  113.95     1397.75      6007.51          5668.67   \n",
      "std    325.09   536.08   39.58     1300.64      6865.46          4269.77   \n",
      "min     33.11    14.26   91.77     -458.64     -3492.35           910.39   \n",
      "25%    183.33   109.45   93.46     1301.77      4073.46          4780.62   \n",
      "50%    223.30   119.18   95.88     1350.31      5786.12          4914.95   \n",
      "75%    600.42   261.41  104.41     1588.49      8189.74          5097.40   \n",
      "max    816.99  1308.45  184.21     3206.80     15480.58         12639.99   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count                5.00          5.00                 5.00           5.00   \n",
      "mean              5356.38       5476.85             20712.39        6478.18   \n",
      "std               3061.79       4247.90             26927.66        6659.71   \n",
      "min                965.07        549.89               275.06         701.01   \n",
      "25%               4152.38       2585.10              3760.55        1139.39   \n",
      "50%               5793.40       5295.14              5613.36        3261.16   \n",
      "75%               6656.90       7539.95             29782.93       12535.26   \n",
      "max               9214.18      11414.20             64130.02       14754.10   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...        5.00            5.0            5.0            5.0   \n",
      "mean   ...        0.28            0.0            0.0            0.0   \n",
      "std    ...        0.20            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.24            0.0            0.0            0.0   \n",
      "50%    ...        0.28            0.0            0.0            0.0   \n",
      "75%    ...        0.34            0.0            0.0            0.0   \n",
      "max    ...        0.56            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count             5.0              0.0                   0.0   \n",
      "mean              0.0              NaN                   NaN   \n",
      "std               0.0              NaN                   NaN   \n",
      "min               0.0              NaN                   NaN   \n",
      "25%               0.0              NaN                   NaN   \n",
      "50%               0.0              NaN                   NaN   \n",
      "75%               0.0              NaN                   NaN   \n",
      "max               0.0              NaN                   NaN   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   0.0                   0.0          0.0  \n",
      "mean                    NaN                   NaN          NaN  \n",
      "std                     NaN                   NaN          NaN  \n",
      "min                     NaN                   NaN          NaN  \n",
      "25%                     NaN                   NaN          NaN  \n",
      "50%                     NaN                   NaN          NaN  \n",
      "75%                     NaN                   NaN          NaN  \n",
      "max                     NaN                   NaN          NaN  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for FO\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count    16.00    16.00   16.00       16.00        16.00            16.00   \n",
      "mean    173.12   747.73   82.87      484.41     12473.41          5521.04   \n",
      "std     372.37  1171.67  112.04      435.09     12295.71         10530.70   \n",
      "min       0.00     0.00    0.00     -191.76     -1602.07             0.00   \n",
      "25%       0.00    49.12   23.99      113.15      3720.84           542.76   \n",
      "50%      36.95   372.69   37.78      512.14      9750.03          2541.60   \n",
      "75%     160.17   828.52   87.88      785.51     20315.58          4609.96   \n",
      "max    1497.98  4572.96  409.00     1243.10     37747.38         42641.88   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               16.00         16.00                16.00          16.00   \n",
      "mean              4854.48       2328.75              2347.87        4096.20   \n",
      "std               6586.41       3523.72              4245.91        7362.84   \n",
      "min                  0.00          0.00                 0.00           0.00   \n",
      "25%                286.99        159.74               119.48         353.61   \n",
      "50%               2916.23       1152.83               916.91        1411.20   \n",
      "75%               5839.87       2503.83              2186.28        4061.99   \n",
      "max              25174.56      12801.81             17139.41       28744.09   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       16.00           16.0           16.0           16.0   \n",
      "mean   ...        0.01            0.0            0.0            0.0   \n",
      "std    ...        0.05            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.20            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            16.0              7.0                   7.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   7.0                   7.0          7.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n",
      "\n",
      "Descriptive statistics for MU\n",
      "         PRisk   NPRisk    Risk  PSentiment  NPSentiment  PRiskT_economic  \\\n",
      "count    14.00    14.00   14.00       14.00        14.00            14.00   \n",
      "mean    292.19   978.43   97.96     1275.30     11658.39          7826.27   \n",
      "std     461.01   824.00   73.44      709.79     12404.81          6396.10   \n",
      "min       0.00    13.14   14.16        0.00     -5724.96           326.42   \n",
      "25%      62.86   411.24   42.74      845.07      1179.12          2643.59   \n",
      "50%     165.25   799.96   66.70     1078.86      9820.09          7099.36   \n",
      "75%     333.01  1473.28  159.92     1746.96     22387.21         11510.79   \n",
      "max    1823.12  2697.54  222.07     2512.00     36701.05         20972.01   \n",
      "\n",
      "       PRiskT_environment  PRiskT_trade  PRiskT_institutions  PRiskT_health  \\\n",
      "count               14.00         14.00                14.00          14.00   \n",
      "mean              9410.55       4918.55              5922.02        6412.63   \n",
      "std               9652.53       5481.19              9674.06        6572.56   \n",
      "min                359.56        250.91               227.21         205.27   \n",
      "25%               2914.94        856.48              1134.47        1376.79   \n",
      "50%               5295.38       3190.60              2893.81        4976.14   \n",
      "75%              14637.68       5954.45              5693.92        6338.08   \n",
      "max              29060.47      18332.42             37525.33       22234.65   \n",
      "\n",
      "       ...  Covid_Risk  SARS_Exposure  H1N1_Exposure  Zika_Exposure  \\\n",
      "count  ...       14.00           14.0           14.0           14.0   \n",
      "mean   ...        0.02            0.0            0.0            0.0   \n",
      "std    ...        0.04            0.0            0.0            0.0   \n",
      "min    ...        0.00            0.0            0.0            0.0   \n",
      "25%    ...        0.00            0.0            0.0            0.0   \n",
      "50%    ...        0.00            0.0            0.0            0.0   \n",
      "75%    ...        0.00            0.0            0.0            0.0   \n",
      "max    ...        0.13            0.0            0.0            0.0   \n",
      "\n",
      "       Ebola_Exposure  Brexit_Exposure  Brexit_Neg_Sentiment  \\\n",
      "count            14.0              6.0                   6.0   \n",
      "mean              0.0              0.0                   0.0   \n",
      "std               0.0              0.0                   0.0   \n",
      "min               0.0              0.0                   0.0   \n",
      "25%               0.0              0.0                   0.0   \n",
      "50%               0.0              0.0                   0.0   \n",
      "75%               0.0              0.0                   0.0   \n",
      "max               0.0              0.0                   0.0   \n",
      "\n",
      "       Brexit_Pos_Sentiment  Brexit_Net_Sentiment  Brexit_Risk  \n",
      "count                   6.0                   6.0          6.0  \n",
      "mean                    0.0                   0.0          0.0  \n",
      "std                     0.0                   0.0          0.0  \n",
      "min                     0.0                   0.0          0.0  \n",
      "25%                     0.0                   0.0          0.0  \n",
      "50%                     0.0                   0.0          0.0  \n",
      "75%                     0.0                   0.0          0.0  \n",
      "max                     0.0                   0.0          0.0  \n",
      "\n",
      "[8 rows x 27 columns]\n"
     ]
    }
   ],
   "source": [
    "# Descriptive statistics by country\n",
    "countries = firm_risk['hqcountrycode'].tolist()\n",
    "countries = list(dict.fromkeys(countries))\n",
    "for country in countries:\n",
    "    print(\"\\nDescriptive statistics for\", country)\n",
    "    print(firm_risk[['PRisk', 'NPRisk', 'Risk', 'PSentiment', 'NPSentiment', 'PRiskT_economic', 'PRiskT_environment', 'PRiskT_trade', 'PRiskT_institutions', 'PRiskT_health', 'PRiskT_security', 'PRiskT_tax', 'PRiskT_technology', 'Covid_Exposure', 'Covid_Neg_Sentiment', 'Covid_Pos_Sentiment', 'Covid_Net_Sentiment', 'Covid_Risk', 'SARS_Exposure', 'H1N1_Exposure', 'Zika_Exposure', 'Ebola_Exposure', 'Brexit_Exposure', 'Brexit_Neg_Sentiment', 'Brexit_Pos_Sentiment', 'Brexit_Net_Sentiment', 'Brexit_Risk']][firm_risk.hqcountrycode == country].describe().round(2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22a4e416",
   "metadata": {},
   "source": [
    "# Firm Risk Frequency Plots\n",
    "### By hqcountrycode and quarters:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "c85e4ff2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Firm Risk country frequency plot'}>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Firm Risk country frequency plot\n",
    "firm_risk[\"hqcountrycode\"].value_counts().plot.bar(title=\"Firm Risk country frequency plot\", figsize=(20,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f480a16a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'Firm Risk quarters frequency plot'}>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Firm Risk quarters frequency plot\n",
    "firm_risk[\"date\"].value_counts().plot.bar(title=\"Firm Risk quarters frequency plot\", figsize=(20,10))"
   ]
  }
 ],
 "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": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}