testing2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>VOLCANX020</th>\n",
       "      <th>NUMBER</th>\n",
       "      <th>NAME</th>\n",
       "      <th>LOCATION</th>\n",
       "      <th>STATUS</th>\n",
       "      <th>ELEV</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>TIMEFRAME</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LON</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>509.0</td>\n",
       "      <td>1201-01=</td>\n",
       "      <td>Baker</td>\n",
       "      <td>US-Washington</td>\n",
       "      <td>Historical</td>\n",
       "      <td>3285.0</td>\n",
       "      <td>Stratovolcanoes</td>\n",
       "      <td>D3</td>\n",
       "      <td>48.776798</td>\n",
       "      <td>-121.810997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>511.0</td>\n",
       "      <td>1201-02-</td>\n",
       "      <td>Glacier Peak</td>\n",
       "      <td>US-Washington</td>\n",
       "      <td>Tephrochronology</td>\n",
       "      <td>3213.0</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>D4</td>\n",
       "      <td>48.111801</td>\n",
       "      <td>-121.111000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>513.0</td>\n",
       "      <td>1201-03-</td>\n",
       "      <td>Rainier</td>\n",
       "      <td>US-Washington</td>\n",
       "      <td>Dendrochronology</td>\n",
       "      <td>4392.0</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>D3</td>\n",
       "      <td>46.869801</td>\n",
       "      <td>-121.751000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>515.0</td>\n",
       "      <td>1201-05-</td>\n",
       "      <td>St. Helens</td>\n",
       "      <td>US-Washington</td>\n",
       "      <td>Historical</td>\n",
       "      <td>2549.0</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>D1</td>\n",
       "      <td>46.199799</td>\n",
       "      <td>-122.181000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>516.0</td>\n",
       "      <td>1201-04-</td>\n",
       "      <td>Adams</td>\n",
       "      <td>US-Washington</td>\n",
       "      <td>Tephrochronology</td>\n",
       "      <td>3742.0</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>D6</td>\n",
       "      <td>46.205799</td>\n",
       "      <td>-121.490997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>580.0</td>\n",
       "      <td>1210-03-</td>\n",
       "      <td>Valles Caldera</td>\n",
       "      <td>US-New Mexico</td>\n",
       "      <td>Pleistocene-Fumarolic</td>\n",
       "      <td>3430.0</td>\n",
       "      <td>Caldera</td>\n",
       "      <td>Q</td>\n",
       "      <td>35.869999</td>\n",
       "      <td>-106.570999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>581.0</td>\n",
       "      <td>1209-02-</td>\n",
       "      <td>Sunset Crater</td>\n",
       "      <td>US-Arizona</td>\n",
       "      <td>Dendrochronology</td>\n",
       "      <td>2447.0</td>\n",
       "      <td>Cinder cone</td>\n",
       "      <td>D6</td>\n",
       "      <td>35.369999</td>\n",
       "      <td>-111.501000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>584.0</td>\n",
       "      <td>1203-20-</td>\n",
       "      <td>Amboy</td>\n",
       "      <td>US-California</td>\n",
       "      <td>Holocene</td>\n",
       "      <td>288.0</td>\n",
       "      <td>Cinder cone</td>\n",
       "      <td>U</td>\n",
       "      <td>34.549999</td>\n",
       "      <td>-115.780998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>586.0</td>\n",
       "      <td>1210-02-</td>\n",
       "      <td>Zuni-Bandera</td>\n",
       "      <td>US-New Mexico</td>\n",
       "      <td>Anthropology</td>\n",
       "      <td>2550.0</td>\n",
       "      <td>Volcanic field</td>\n",
       "      <td>D7</td>\n",
       "      <td>34.799999</td>\n",
       "      <td>-108.001000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>588.0</td>\n",
       "      <td>1210-01-</td>\n",
       "      <td>Carrizozo</td>\n",
       "      <td>US-New Mexico</td>\n",
       "      <td>Holocene</td>\n",
       "      <td>1731.0</td>\n",
       "      <td>Cinder cone</td>\n",
       "      <td>U</td>\n",
       "      <td>33.780102</td>\n",
       "      <td>-105.931000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>62 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    VOLCANX020    NUMBER            NAME       LOCATION  \\\n",
       "0        509.0  1201-01=           Baker  US-Washington   \n",
       "1        511.0  1201-02-    Glacier Peak  US-Washington   \n",
       "2        513.0  1201-03-         Rainier  US-Washington   \n",
       "3        515.0  1201-05-      St. Helens  US-Washington   \n",
       "4        516.0  1201-04-           Adams  US-Washington   \n",
       "..         ...       ...             ...            ...   \n",
       "57       580.0  1210-03-  Valles Caldera  US-New Mexico   \n",
       "58       581.0  1209-02-   Sunset Crater     US-Arizona   \n",
       "59       584.0  1203-20-           Amboy  US-California   \n",
       "60       586.0  1210-02-    Zuni-Bandera  US-New Mexico   \n",
       "61       588.0  1210-01-       Carrizozo  US-New Mexico   \n",
       "\n",
       "                   STATUS    ELEV             TYPE TIMEFRAME        LAT  \\\n",
       "0              Historical  3285.0  Stratovolcanoes        D3  48.776798   \n",
       "1        Tephrochronology  3213.0    Stratovolcano        D4  48.111801   \n",
       "2        Dendrochronology  4392.0    Stratovolcano        D3  46.869801   \n",
       "3              Historical  2549.0    Stratovolcano        D1  46.199799   \n",
       "4        Tephrochronology  3742.0    Stratovolcano        D6  46.205799   \n",
       "..                    ...     ...              ...       ...        ...   \n",
       "57  Pleistocene-Fumarolic  3430.0          Caldera         Q  35.869999   \n",
       "58       Dendrochronology  2447.0      Cinder cone        D6  35.369999   \n",
       "59               Holocene   288.0      Cinder cone         U  34.549999   \n",
       "60           Anthropology  2550.0   Volcanic field        D7  34.799999   \n",
       "61               Holocene  1731.0      Cinder cone         U  33.780102   \n",
       "\n",
       "           LON  \n",
       "0  -121.810997  \n",
       "1  -121.111000  \n",
       "2  -121.751000  \n",
       "3  -122.181000  \n",
       "4  -121.490997  \n",
       "..         ...  \n",
       "57 -106.570999  \n",
       "58 -111.501000  \n",
       "59 -115.780998  \n",
       "60 -108.001000  \n",
       "61 -105.931000  \n",
       "\n",
       "[62 rows x 10 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pandas.read_csv(\"Webmap_datasources/Volcanoes.txt\")\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     48.776798\n",
       "1     48.111801\n",
       "2     46.869801\n",
       "3     46.199799\n",
       "4     46.205799\n",
       "        ...    \n",
       "57    35.869999\n",
       "58    35.369999\n",
       "59    34.549999\n",
       "60    34.799999\n",
       "61    33.780102\n",
       "Name: LAT, Length: 62, dtype: float64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lat = data[\"LAT\"]\n",
    "lat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "62"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(lat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "62"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lon = data[\"LON\"]\n",
    "len(lon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     48.776798\n",
       "1     48.111801\n",
       "2     46.869801\n",
       "3     46.199799\n",
       "4     46.205799\n",
       "        ...    \n",
       "57    35.869999\n",
       "58    35.369999\n",
       "59    34.549999\n",
       "60    34.799999\n",
       "61    33.780102\n",
       "Name: LAT, Length: 62, dtype: float64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[48.7767982,\n",
       " 48.1118011,\n",
       " 46.8698006,\n",
       " 46.1997986,\n",
       " 46.2057991,\n",
       " 45.8797989,\n",
       " 45.9297981,\n",
       " 45.3737984,\n",
       " 44.6917992,\n",
       " 44.4197998,\n",
       " 44.3797989,\n",
       " 44.3317986,\n",
       " 44.2848015,\n",
       " 44.1697998,\n",
       " 44.0998001,\n",
       " 43.9788017,\n",
       " 43.7218018,\n",
       " 43.5698013,\n",
       " 43.5119019,\n",
       " 43.240799,\n",
       " 43.4719009,\n",
       " 43.3609009,\n",
       " 42.9299011,\n",
       " 44.4299011,\n",
       " 43.0998993,\n",
       " 43.1498985,\n",
       " 42.9999008,\n",
       " 43.419899,\n",
       " 43.4999008,\n",
       " 43.1799011,\n",
       " 42.6058998,\n",
       " 41.5798988,\n",
       " 42.8799019,\n",
       " 41.419899,\n",
       " 41.1778984,\n",
       " 40.9548988,\n",
       " 40.7798996,\n",
       " 40.6799011,\n",
       " 40.6299019,\n",
       " 40.4919014,\n",
       " 38.9698982,\n",
       " 39.3749008,\n",
       " 39.6500015,\n",
       " 37.9999008,\n",
       " 38.9700012,\n",
       " 37.8799019,\n",
       " 37.6918983,\n",
       " 37.6999016,\n",
       " 37.5798988,\n",
       " 37.0199013,\n",
       " 37.5800018,\n",
       " 37.257,\n",
       " 37.3279991,\n",
       " 36.3578987,\n",
       " 36.0298996,\n",
       " 36.3800011,\n",
       " 34.75,\n",
       " 35.8699989,\n",
       " 35.3699989,\n",
       " 34.5499992,\n",
       " 34.7999992,\n",
       " 33.7801018]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(lat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"Webmap_datasources/volc.csv\", sep=\";\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>Flag Tsunami</th>\n",
       "      <th>Flag Earthquake</th>\n",
       "      <th>Volcano Name</th>\n",
       "      <th>Location</th>\n",
       "      <th>Country</th>\n",
       "      <th>Elevation</th>\n",
       "      <th>Volcano Type</th>\n",
       "      <th>...</th>\n",
       "      <th>Total Effects : Missing Description</th>\n",
       "      <th>Total Effects : Injuries</th>\n",
       "      <th>Total Effects : Injuries Description</th>\n",
       "      <th>Total Effects : Damages in million Dollars</th>\n",
       "      <th>Total Effects : Damage Description</th>\n",
       "      <th>Total Effects : Houses Destroyed</th>\n",
       "      <th>Total Effects : Houses Destroyed Description</th>\n",
       "      <th>Coordinates</th>\n",
       "      <th>Earthquakes : Houses damaged Description</th>\n",
       "      <th>Total Effects : Houses Damaged Description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Etna</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Italy</td>\n",
       "      <td>3350</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.734,15.004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1262</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Katla</td>\n",
       "      <td>Iceland-S</td>\n",
       "      <td>Iceland</td>\n",
       "      <td>1512</td>\n",
       "      <td>Subglacial volcano</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.63,-19.05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1300</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hekla</td>\n",
       "      <td>Iceland-S</td>\n",
       "      <td>Iceland</td>\n",
       "      <td>1491</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.98,-19.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1331</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Aso</td>\n",
       "      <td>Kyushu-Japan</td>\n",
       "      <td>Japan</td>\n",
       "      <td>1592</td>\n",
       "      <td>Caldera</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.88,131.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1714</td>\n",
       "      <td>6.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Tsunami</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vesuvius</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Italy</td>\n",
       "      <td>1281</td>\n",
       "      <td>Complex volcano</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.821,14.426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830</th>\n",
       "      <td>2006</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Tsunami</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Soufriere Hills</td>\n",
       "      <td>W Indies</td>\n",
       "      <td>Montserrat</td>\n",
       "      <td>915</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.72,-62.18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>2015</td>\n",
       "      <td>4.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Calbuco</td>\n",
       "      <td>Chile-S</td>\n",
       "      <td>Chile</td>\n",
       "      <td>2003</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MODERATE (~$1 to $5 million)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Some (~51 to 100 houses)</td>\n",
       "      <td>-41.326,-72.614</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>832</th>\n",
       "      <td>2017</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Campi Flegrei</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Italy</td>\n",
       "      <td>458</td>\n",
       "      <td>Caldera</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.827,14.139</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833</th>\n",
       "      <td>2018</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kadovar</td>\n",
       "      <td>New Guinea-NE of</td>\n",
       "      <td>Papua New Guinea</td>\n",
       "      <td>365</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LIMITED (roughly corresponding to less than $1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-3.62,144.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>834</th>\n",
       "      <td>2018</td>\n",
       "      <td>3.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ijen</td>\n",
       "      <td>Java</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>2799</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Few (~1 to 50 deaths)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.058,114.242</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>835 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year  Month   Day Flag Tsunami Flag Earthquake     Volcano Name  \\\n",
       "0    -141    NaN   NaN          NaN             NaN             Etna   \n",
       "1    1262    NaN   NaN          NaN             NaN            Katla   \n",
       "2    1300    7.0  11.0          NaN             NaN            Hekla   \n",
       "3    1331   12.0   NaN          NaN             NaN              Aso   \n",
       "4    1714    6.0  30.0      Tsunami             NaN         Vesuvius   \n",
       "..    ...    ...   ...          ...             ...              ...   \n",
       "830  2006    5.0  20.0      Tsunami             NaN  Soufriere Hills   \n",
       "831  2015    4.0  22.0          NaN             NaN          Calbuco   \n",
       "832  2017    9.0  12.0          NaN             NaN    Campi Flegrei   \n",
       "833  2018    1.0   5.0          NaN             NaN          Kadovar   \n",
       "834  2018    3.0  21.0          NaN             NaN             Ijen   \n",
       "\n",
       "             Location           Country  Elevation        Volcano Type  ...  \\\n",
       "0               Italy             Italy       3350       Stratovolcano  ...   \n",
       "1           Iceland-S           Iceland       1512  Subglacial volcano  ...   \n",
       "2           Iceland-S           Iceland       1491       Stratovolcano  ...   \n",
       "3        Kyushu-Japan             Japan       1592             Caldera  ...   \n",
       "4               Italy             Italy       1281     Complex volcano  ...   \n",
       "..                ...               ...        ...                 ...  ...   \n",
       "830          W Indies        Montserrat        915       Stratovolcano  ...   \n",
       "831           Chile-S             Chile       2003       Stratovolcano  ...   \n",
       "832             Italy             Italy        458             Caldera  ...   \n",
       "833  New Guinea-NE of  Papua New Guinea        365       Stratovolcano  ...   \n",
       "834              Java         Indonesia       2799       Stratovolcano  ...   \n",
       "\n",
       "    Total Effects : Missing Description  Total Effects : Injuries  \\\n",
       "0                                   NaN                       NaN   \n",
       "1                                   NaN                       NaN   \n",
       "2                                   NaN                       NaN   \n",
       "3                                   NaN                       NaN   \n",
       "4                                   NaN                       NaN   \n",
       "..                                  ...                       ...   \n",
       "830                                 NaN                       NaN   \n",
       "831                                 NaN                       NaN   \n",
       "832                                 NaN                       NaN   \n",
       "833                                 NaN                       NaN   \n",
       "834                                 NaN                      30.0   \n",
       "\n",
       "     Total Effects : Injuries Description  \\\n",
       "0                                     NaN   \n",
       "1                                     NaN   \n",
       "2                                     NaN   \n",
       "3                                     NaN   \n",
       "4                                     NaN   \n",
       "..                                    ...   \n",
       "830                                   NaN   \n",
       "831                                   NaN   \n",
       "832                                   NaN   \n",
       "833                                   NaN   \n",
       "834                 Few (~1 to 50 deaths)   \n",
       "\n",
       "    Total Effects : Damages in million Dollars  \\\n",
       "0                                          NaN   \n",
       "1                                          NaN   \n",
       "2                                          NaN   \n",
       "3                                          NaN   \n",
       "4                                          NaN   \n",
       "..                                         ...   \n",
       "830                                        NaN   \n",
       "831                                        NaN   \n",
       "832                                        NaN   \n",
       "833                                        NaN   \n",
       "834                                        NaN   \n",
       "\n",
       "                    Total Effects : Damage Description  \\\n",
       "0                                                  NaN   \n",
       "1                                                  NaN   \n",
       "2                                                  NaN   \n",
       "3                                                  NaN   \n",
       "4                                                  NaN   \n",
       "..                                                 ...   \n",
       "830                                                NaN   \n",
       "831                       MODERATE (~$1 to $5 million)   \n",
       "832                                                NaN   \n",
       "833  LIMITED (roughly corresponding to less than $1...   \n",
       "834                                                NaN   \n",
       "\n",
       "    Total Effects : Houses Destroyed  \\\n",
       "0                                NaN   \n",
       "1                                NaN   \n",
       "2                                NaN   \n",
       "3                                NaN   \n",
       "4                                NaN   \n",
       "..                               ...   \n",
       "830                              NaN   \n",
       "831                              NaN   \n",
       "832                              NaN   \n",
       "833                              NaN   \n",
       "834                              NaN   \n",
       "\n",
       "     Total Effects : Houses Destroyed Description      Coordinates  \\\n",
       "0                                             NaN    37.734,15.004   \n",
       "1                                             NaN     63.63,-19.05   \n",
       "2                                             NaN      63.98,-19.7   \n",
       "3                                             NaN      32.88,131.1   \n",
       "4                                             NaN    40.821,14.426   \n",
       "..                                            ...              ...   \n",
       "830                                           NaN     16.72,-62.18   \n",
       "831                      Some (~51 to 100 houses)  -41.326,-72.614   \n",
       "832                                           NaN    40.827,14.139   \n",
       "833                                           NaN     -3.62,144.62   \n",
       "834                                           NaN   -8.058,114.242   \n",
       "\n",
       "     Earthquakes : Houses damaged Description  \\\n",
       "0                                         NaN   \n",
       "1                                         NaN   \n",
       "2                                         NaN   \n",
       "3                                         NaN   \n",
       "4                                         NaN   \n",
       "..                                        ...   \n",
       "830                                       NaN   \n",
       "831                                       NaN   \n",
       "832                                       NaN   \n",
       "833                                       NaN   \n",
       "834                                       NaN   \n",
       "\n",
       "    Total Effects : Houses Damaged Description  \n",
       "0                                          NaN  \n",
       "1                                          NaN  \n",
       "2                                          NaN  \n",
       "3                                          NaN  \n",
       "4                                          NaN  \n",
       "..                                         ...  \n",
       "830                                        NaN  \n",
       "831                                        NaN  \n",
       "832                                        NaN  \n",
       "833                                        NaN  \n",
       "834                                        NaN  \n",
       "\n",
       "[835 rows x 35 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "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>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>Flag Tsunami</th>\n",
       "      <th>Flag Earthquake</th>\n",
       "      <th>Volcano Name</th>\n",
       "      <th>Location</th>\n",
       "      <th>Country</th>\n",
       "      <th>Elevation</th>\n",
       "      <th>Volcano Type</th>\n",
       "      <th>...</th>\n",
       "      <th>Total Effects : Missing Description</th>\n",
       "      <th>Total Effects : Injuries</th>\n",
       "      <th>Total Effects : Injuries Description</th>\n",
       "      <th>Total Effects : Damages in million Dollars</th>\n",
       "      <th>Total Effects : Damage Description</th>\n",
       "      <th>Total Effects : Houses Destroyed</th>\n",
       "      <th>Total Effects : Houses Destroyed Description</th>\n",
       "      <th>Coordinates</th>\n",
       "      <th>Earthquakes : Houses damaged Description</th>\n",
       "      <th>Total Effects : Houses Damaged Description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-141</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Etna</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Italy</td>\n",
       "      <td>3350</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>37.734,15.004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1262</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Katla</td>\n",
       "      <td>Iceland-S</td>\n",
       "      <td>Iceland</td>\n",
       "      <td>1512</td>\n",
       "      <td>Subglacial volcano</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.63,-19.05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1300</td>\n",
       "      <td>7.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Hekla</td>\n",
       "      <td>Iceland-S</td>\n",
       "      <td>Iceland</td>\n",
       "      <td>1491</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.98,-19.7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1331</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Aso</td>\n",
       "      <td>Kyushu-Japan</td>\n",
       "      <td>Japan</td>\n",
       "      <td>1592</td>\n",
       "      <td>Caldera</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.88,131.1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1714</td>\n",
       "      <td>6.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Tsunami</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Vesuvius</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Italy</td>\n",
       "      <td>1281</td>\n",
       "      <td>Complex volcano</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.821,14.426</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>830</th>\n",
       "      <td>2006</td>\n",
       "      <td>5.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>Tsunami</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Soufriere Hills</td>\n",
       "      <td>W Indies</td>\n",
       "      <td>Montserrat</td>\n",
       "      <td>915</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.72,-62.18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>2015</td>\n",
       "      <td>4.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Calbuco</td>\n",
       "      <td>Chile-S</td>\n",
       "      <td>Chile</td>\n",
       "      <td>2003</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MODERATE (~$1 to $5 million)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Some (~51 to 100 houses)</td>\n",
       "      <td>-41.326,-72.614</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>832</th>\n",
       "      <td>2017</td>\n",
       "      <td>9.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Campi Flegrei</td>\n",
       "      <td>Italy</td>\n",
       "      <td>Italy</td>\n",
       "      <td>458</td>\n",
       "      <td>Caldera</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>40.827,14.139</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833</th>\n",
       "      <td>2018</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kadovar</td>\n",
       "      <td>New Guinea-NE of</td>\n",
       "      <td>Papua New Guinea</td>\n",
       "      <td>365</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>LIMITED (roughly corresponding to less than $1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-3.62,144.62</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>834</th>\n",
       "      <td>2018</td>\n",
       "      <td>3.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ijen</td>\n",
       "      <td>Java</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>2799</td>\n",
       "      <td>Stratovolcano</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>Few (~1 to 50 deaths)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-8.058,114.242</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>835 rows × 35 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Year  Month   Day Flag Tsunami Flag Earthquake     Volcano Name  \\\n",
       "0    -141    NaN   NaN          NaN             NaN             Etna   \n",
       "1    1262    NaN   NaN          NaN             NaN            Katla   \n",
       "2    1300    7.0  11.0          NaN             NaN            Hekla   \n",
       "3    1331   12.0   NaN          NaN             NaN              Aso   \n",
       "4    1714    6.0  30.0      Tsunami             NaN         Vesuvius   \n",
       "..    ...    ...   ...          ...             ...              ...   \n",
       "830  2006    5.0  20.0      Tsunami             NaN  Soufriere Hills   \n",
       "831  2015    4.0  22.0          NaN             NaN          Calbuco   \n",
       "832  2017    9.0  12.0          NaN             NaN    Campi Flegrei   \n",
       "833  2018    1.0   5.0          NaN             NaN          Kadovar   \n",
       "834  2018    3.0  21.0          NaN             NaN             Ijen   \n",
       "\n",
       "             Location           Country  Elevation        Volcano Type  ...  \\\n",
       "0               Italy             Italy       3350       Stratovolcano  ...   \n",
       "1           Iceland-S           Iceland       1512  Subglacial volcano  ...   \n",
       "2           Iceland-S           Iceland       1491       Stratovolcano  ...   \n",
       "3        Kyushu-Japan             Japan       1592             Caldera  ...   \n",
       "4               Italy             Italy       1281     Complex volcano  ...   \n",
       "..                ...               ...        ...                 ...  ...   \n",
       "830          W Indies        Montserrat        915       Stratovolcano  ...   \n",
       "831           Chile-S             Chile       2003       Stratovolcano  ...   \n",
       "832             Italy             Italy        458             Caldera  ...   \n",
       "833  New Guinea-NE of  Papua New Guinea        365       Stratovolcano  ...   \n",
       "834              Java         Indonesia       2799       Stratovolcano  ...   \n",
       "\n",
       "    Total Effects : Missing Description  Total Effects : Injuries  \\\n",
       "0                                   NaN                       NaN   \n",
       "1                                   NaN                       NaN   \n",
       "2                                   NaN                       NaN   \n",
       "3                                   NaN                       NaN   \n",
       "4                                   NaN                       NaN   \n",
       "..                                  ...                       ...   \n",
       "830                                 NaN                       NaN   \n",
       "831                                 NaN                       NaN   \n",
       "832                                 NaN                       NaN   \n",
       "833                                 NaN                       NaN   \n",
       "834                                 NaN                      30.0   \n",
       "\n",
       "     Total Effects : Injuries Description  \\\n",
       "0                                     NaN   \n",
       "1                                     NaN   \n",
       "2                                     NaN   \n",
       "3                                     NaN   \n",
       "4                                     NaN   \n",
       "..                                    ...   \n",
       "830                                   NaN   \n",
       "831                                   NaN   \n",
       "832                                   NaN   \n",
       "833                                   NaN   \n",
       "834                 Few (~1 to 50 deaths)   \n",
       "\n",
       "    Total Effects : Damages in million Dollars  \\\n",
       "0                                          NaN   \n",
       "1                                          NaN   \n",
       "2                                          NaN   \n",
       "3                                          NaN   \n",
       "4                                          NaN   \n",
       "..                                         ...   \n",
       "830                                        NaN   \n",
       "831                                        NaN   \n",
       "832                                        NaN   \n",
       "833                                        NaN   \n",
       "834                                        NaN   \n",
       "\n",
       "                    Total Effects : Damage Description  \\\n",
       "0                                                  NaN   \n",
       "1                                                  NaN   \n",
       "2                                                  NaN   \n",
       "3                                                  NaN   \n",
       "4                                                  NaN   \n",
       "..                                                 ...   \n",
       "830                                                NaN   \n",
       "831                       MODERATE (~$1 to $5 million)   \n",
       "832                                                NaN   \n",
       "833  LIMITED (roughly corresponding to less than $1...   \n",
       "834                                                NaN   \n",
       "\n",
       "    Total Effects : Houses Destroyed  \\\n",
       "0                                NaN   \n",
       "1                                NaN   \n",
       "2                                NaN   \n",
       "3                                NaN   \n",
       "4                                NaN   \n",
       "..                               ...   \n",
       "830                              NaN   \n",
       "831                              NaN   \n",
       "832                              NaN   \n",
       "833                              NaN   \n",
       "834                              NaN   \n",
       "\n",
       "     Total Effects : Houses Destroyed Description      Coordinates  \\\n",
       "0                                             NaN    37.734,15.004   \n",
       "1                                             NaN     63.63,-19.05   \n",
       "2                                             NaN      63.98,-19.7   \n",
       "3                                             NaN      32.88,131.1   \n",
       "4                                             NaN    40.821,14.426   \n",
       "..                                            ...              ...   \n",
       "830                                           NaN     16.72,-62.18   \n",
       "831                      Some (~51 to 100 houses)  -41.326,-72.614   \n",
       "832                                           NaN    40.827,14.139   \n",
       "833                                           NaN     -3.62,144.62   \n",
       "834                                           NaN   -8.058,114.242   \n",
       "\n",
       "     Earthquakes : Houses damaged Description  \\\n",
       "0                                         NaN   \n",
       "1                                         NaN   \n",
       "2                                         NaN   \n",
       "3                                         NaN   \n",
       "4                                         NaN   \n",
       "..                                        ...   \n",
       "830                                       NaN   \n",
       "831                                       NaN   \n",
       "832                                       NaN   \n",
       "833                                       NaN   \n",
       "834                                       NaN   \n",
       "\n",
       "    Total Effects : Houses Damaged Description  \n",
       "0                                          NaN  \n",
       "1                                          NaN  \n",
       "2                                          NaN  \n",
       "3                                          NaN  \n",
       "4                                          NaN  \n",
       "..                                         ...  \n",
       "830                                        NaN  \n",
       "831                                        NaN  \n",
       "832                                        NaN  \n",
       "833                                        NaN  \n",
       "834                                        NaN  \n",
       "\n",
       "[835 rows x 35 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "coord = list(df[\"Coordinates\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['37.734,15.004', '63.63,-19.05', '63.98,-19.7', '32.88,131.1', '40.821,14.426', '-13.612,-172.525', '36.4,138.53', '19.514,-103.62', '52.82,-169.95', '32.1,139.85', '-40.59,-72.117', '28.58,-17.83', '-5.52,148.121', '13.33,-61.18', '34.08,139.53', '37.734,15.004', '32.88,131.1', '37.734,15.004', '-8.108,112.92', '-6.72,106.73', '14.473,-90.88', '-15.4,167.83', '-15.4,167.83', '38.789,15.213', '-8.125,114.042', '25.32,98.47', '-6.3,130.0', '38.47,-28.4', '-38.82,176.0', '36.404,25.396', '19.475,-155.608', '-6.14,155.195', '-15.6,-175.63', '31.93,130.87', '14.82,-61.17', '-15.4,167.83', '-7.32,107.73', '36.404,25.396', '36.53,139.18', '-8.342,115.508', '-8.108,112.92', '14.002,120.993', '63.43,-20.28', '2.78,125.48', '19.425,-155.292', '17.36,-93.228', '6.25,10.5', '-8.108,112.92', '-19.52,169.425', '12.702,-87.004', '-7.942,112.95', '2.92,-76.05', '-42.833,-72.646', '52.18,-175.5', '-7.542,110.442', '11.984,-86.161', '40.821,14.426', '40.821,14.426', '17.36,-93.228', 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'37.734,15.004', '-7.2,109.92', '56.17,-159.38', '61.38,-141.75', '21.125,-104.508', '63.98,-19.7', '37.734,15.004', '63.98,-19.7', '-4.525,129.871', '14.473,-90.88', '0.32,127.4', '28.58,-17.83', '19.692,-155.87', '46.2,-122.18', '-4.525,129.871', '53.255,158.83', '37.734,15.004', '-7.2,109.92', '-5.589,147.875', '-14.175,-169.618', '2.28,125.425', '-8.54,123.59', '2.32,-76.4', '-10.38,165.8', '13.33,-61.18', '-11.75,43.38', '36.62,138.55', '-9.02,157.95', '36.62,138.55', '1.358,124.792', '14.381,-90.601', '19.425,-155.292', '14.473,-90.88', '0.8,127.325', '3.17,98.392', '15.13,120.35', '36.404,25.396', '63.63,-19.05', '4.895,-75.322', '-4.525,129.871', '-8.125,114.042', '13.736,-89.286', '64.42,-17.33', '63.98,-19.7', '-4.525,129.871', '40.821,14.426', '38.65,-28.08', '32.88,131.1', '-8.058,114.242', '-5.83,154.98', '41.8,141.17', '13.257,123.685', '3.138,125.491', '58.27,-155.16', '35.22,139.02', '43.68,142.88', '-7.2,109.92', '12.3,-61.63', '-10.38,165.8', '-8.108,112.92', 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'-7.13,107.83', '13.257,123.685', '32.45,139.77', '64.42,-17.33', '-9.2,149.07', '36.4,138.53', '43.42,142.68', '14.473,-90.88', '-39.42,-71.93', '-62.97,-60.65', '-7.542,110.442', '-1.52,29.25', '-38.377,-71.58', '32.75,130.3', '-0.171,-78.598', '-1.467,-78.442', '13.37,41.7', '-16.355,-70.903', '3.17,98.392', '3.17,98.392', '36.404,25.396', '61.38,-141.75', '40.821,14.426', '40.821,14.426', '38.65,-28.08', '13.33,-61.18', '53.255,158.83', '-6.77,107.6', '42.07,140.68', '59.37,-153.42', '31.58,130.67', '38.789,15.213', '64.27,-16.65', '40.821,14.426', '9.203,124.673', '32.1,139.85', '10.463,-84.703', '35.22,139.02', '50.858,155.55', '-7.93,112.308', '16.72,-62.18', '-8.108,112.92', '-1.467,-78.442', '-7.93,112.308', '1.375,127.52', '3.67,125.5', '40.821,14.426', '-0.677,-78.436', '3.67,125.5', '-8.108,112.92', '-4.649,145.964', '14.82,-61.17', '-11.75,43.38', '40.821,14.426', '37.734,15.004', '-41.326,-72.614', '-7.542,110.442', '49.12,154.508', '30.43,130.22', '-8.108,112.92', 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'-7.542,110.442', '-8.32,121.708', '31.58,130.67', '-6.77,107.6', '-0.17,121.608', '37.734,15.004', '-8.42,116.47', '64.42,-17.33', '16.72,-62.18', '-0.171,-78.598', '-7.542,110.442', '-1.52,29.25', '2.78,125.48', '19.425,-155.292', '19.425,-155.292', '-6.102,105.423', '-7.93,112.308', '37.12,139.97', '38.6,-28.73', '31.58,130.67', '-9.23,33.78', '36.4,138.53', '-16.25,168.12', '42.53,140.83', '36.4,138.53', '13.736,-89.286', '-6.77,107.6', '31.93,130.87', '42.07,140.68', '14.756,-91.552', '12.3,-61.63', '-7.93,112.308', '3.67,125.5', '-39.42,-71.93', '36.92,138.03', '-11.75,43.38', '12.77,124.05', '17.36,-93.228', '39.97,140.77', '37.734,15.004', '19.425,-155.292', '36.404,25.396', '-2.38,147.35', '53.42,-168.13', '63.98,-19.7', '-16.829,168.536', '63.98,-19.7', '-6.092,155.225', '-6.892,108.4', '14.002,120.993', '14.473,-90.88', '63.63,-19.05', '19.67,145.4', '4.895,-75.322', '31.93,130.87', '-16.68,168.37', '-21.38,-175.65', '-6.102,105.423', '-2.751,35.902', '-8.108,112.92', '-7.542,110.442', '36.57,137.6', '36.4,138.53', '43.42,142.68', '-8.342,115.508', '19.077,122.202', '2.78,125.48', '-8.108,112.92', '19.425,-155.292', '-7.542,110.442', '13.672,-89.053', '14.381,-90.601', '31.93,130.87', '36.4,138.53', '56.057,160.638', '-15.78,-71.85', '-7.2,109.92', '-7.13,107.83', '19.692,-155.87', '-33.62,-76.83', '64.42,-17.33', '-4.271,152.203', '-7.93,112.308', '14.002,120.993', '-2.751,35.902', '37.12,139.97', '35.22,139.02', '-8.108,112.92', '42.53,140.83', '63.98,-19.7', '36.62,138.55', '37.734,15.004', '-7.25,108.05', '10.463,-84.703', '-11.75,43.38', '-7.942,112.95', '15.13,120.35', '31.58,130.67', '31.58,130.67', '0.32,127.4', '63.98,-19.7', '19.425,-155.292', '36.4,138.53', '40.821,14.426', '54.75,-163.97', '-8.0,113.342', '-6.102,105.423', '36.4,138.53', '-37.52,177.18', '-8.32,121.708', '32.1,139.85', '-8.51,124.148', '-39.42,-71.93', '-7.542,110.442', '42.53,140.83', '46.2,-122.18', '52.68,158.3', '4.895,-75.322', '56.653,161.36', '14.756,-91.552', '-19.52,169.425', '-7.542,110.442', '63.63,-19.62', '-1.467,-78.442', '63.63,-19.05', '3.17,98.392', '-16.25,168.12', '-4.1,145.061', '-5.58,150.52', '-5.58,150.52', '13.257,123.685', '-7.542,110.442', '-19.52,169.425', '-13.612,-172.525', '63.63,-19.05', '38.789,15.213', '32.1,139.85', '-40.35,-72.07', '-7.542,110.442', '10.463,-84.703', '63.98,-19.7', '-8.32,121.708', '39.97,140.77', '-11.75,43.38', '-7.542,110.442', '36.22,137.58', '38.789,15.213', '16.72,-62.18', '-1.467,-78.442', '14.473,-90.88', '60.48,-152.75', '-29.27,-177.92', '42.07,140.68', '32.45,139.77', '3.67,125.5', '-15.6,-175.63', '0.686,99.539', '-41.326,-72.614', '36.4,138.53', '36.4,138.53', '19.48,-102.25', '-7.2,109.92', '34.73,139.38', '-45.9,-72.97', '32.88,131.1', '15.13,120.35', '15.13,120.35', '14.95,-24.35', '-4.1,145.061', '19.425,-155.292', '13.853,-89.63', '16.72,-62.18', '-41.326,-72.614', '40.827,14.139', '-3.62,144.62', '-8.058,114.242']\n"
     ]
    }
   ],
   "source": [
    "print(coord)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import re"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "lat = []\n",
    "long = []\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "Coord = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "for c in coord:\n",
    "    x = re.split(\",\", c)\n",
    "    Coord.append(x)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "lat3 = []\n",
    "long3 = []\n",
    "for lat_long in Coord:\n",
    "    lat3.append(float(lat_long[0]))\n",
    "    long3.append(float(lat_long[1]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "coordinate_2 = Coord.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "for sublist in coordinate_2:\n",
    "    for element in sublist:\n",
    "        if sublist.index(element) == 1:\n",
    "            long.append(element)\n",
    "        else:\n",
    "            lat.append(element)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'str'>\n"
     ]
    }
   ],
   "source": [
    "print(type(lat[30]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "lat_f = [float(i) for i in lat]\n",
    "long_f = [float(i) for i in long]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "print(lat3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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}