IPython Notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Curation Project\n",
    "## Dataset : Landslides after Rainfall\n",
    "### Team: Group 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import all the required libraries used at various stages of data cleaning\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd  \n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import re\n",
    "from bs4 import BeautifulSoup"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read the dataset and store it in a dataframe to perform operations on it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>continent_code</th>\n",
       "      <th>country_name</th>\n",
       "      <th>country_code</th>\n",
       "      <th>state/province</th>\n",
       "      <th>population</th>\n",
       "      <th>city/town</th>\n",
       "      <th>distance</th>\n",
       "      <th>...</th>\n",
       "      <th>geolocation</th>\n",
       "      <th>hazard_type</th>\n",
       "      <th>landslide_type</th>\n",
       "      <th>landslide_size</th>\n",
       "      <th>trigger</th>\n",
       "      <th>storm_name</th>\n",
       "      <th>injuries</th>\n",
       "      <th>fatalities</th>\n",
       "      <th>source_name</th>\n",
       "      <th>source_link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34</td>\n",
       "      <td>3/2/2007</td>\n",
       "      <td>Night</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>16000</td>\n",
       "      <td>Cherry Hill</td>\n",
       "      <td>3.40765</td>\n",
       "      <td>...</td>\n",
       "      <td>(38.600900000000003, -77.268199999999993)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NBC 4 news</td>\n",
       "      <td>http://www.nbc4.com/news/11186871/detail.html</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>42</td>\n",
       "      <td>22/3/2007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>17288</td>\n",
       "      <td>New Philadelphia</td>\n",
       "      <td>3.33522</td>\n",
       "      <td>...</td>\n",
       "      <td>(40.517499999999998, -81.430499999999995)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Canton Rep.com</td>\n",
       "      <td>http://www.cantonrep.com/index.php?ID=345054&amp;C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>56</td>\n",
       "      <td>4/6/2007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>15930</td>\n",
       "      <td>Wilkinsburg</td>\n",
       "      <td>2.91977</td>\n",
       "      <td>...</td>\n",
       "      <td>(40.4377, -79.915999999999997)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>The Pittsburgh Channel.com</td>\n",
       "      <td>https://web.archive.org/web/20080423132842/htt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>59</td>\n",
       "      <td>4/14/2007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>42786</td>\n",
       "      <td>ChÃ¢teauguay</td>\n",
       "      <td>2.98682</td>\n",
       "      <td>...</td>\n",
       "      <td>(45.322600000000001, -73.777100000000004)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Riverbank collapse</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Le Soleil</td>\n",
       "      <td>http://www.hebdos.net/lsc/edition162007/articl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>61</td>\n",
       "      <td>4/15/2007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>5.66542</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.432499999999997, -82.493099999999998)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Matthew Crawford (KGS)</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>64</td>\n",
       "      <td>4/20/2007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>0.23715</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.481400000000001, -82.518600000000006)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Applalachain news-express</td>\n",
       "      <td>http://www.news-expressky.com/articles/2007/04...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>67</td>\n",
       "      <td>14/4/2007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>2540</td>\n",
       "      <td>Dakota Dunes</td>\n",
       "      <td>2.48033</td>\n",
       "      <td>...</td>\n",
       "      <td>(42.494100000000003, -96.457599999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Sioux City Journnal</td>\n",
       "      <td>http://www.siouxcityjournal.com/articles/2007/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>77</td>\n",
       "      <td>5/21/2007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SA</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>Risaralda</td>\n",
       "      <td>440118</td>\n",
       "      <td>Pereira</td>\n",
       "      <td>0.62022</td>\n",
       "      <td>...</td>\n",
       "      <td>(4.8080999999999996, -75.694100000000006)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Large</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>Reuters - AlertNet.org</td>\n",
       "      <td>http://www.reuters.com/news/video/videoStory?v...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>105</td>\n",
       "      <td>6/27/2007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SA</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Zamora-Chinchipe</td>\n",
       "      <td>15276</td>\n",
       "      <td>Zamora</td>\n",
       "      <td>0.47714</td>\n",
       "      <td>...</td>\n",
       "      <td>(-4.0650000000000004, -78.950999999999993)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>106</td>\n",
       "      <td>27/6/2007</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SA</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Loja</td>\n",
       "      <td>117796</td>\n",
       "      <td>Loja</td>\n",
       "      <td>0.35649</td>\n",
       "      <td>...</td>\n",
       "      <td>(-3.99, -79.204999999999998)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    id       date   time continent_code   country_name country_code  \\\n",
       "0   34   3/2/2007  Night            NaN  United States           US   \n",
       "1   42  22/3/2007    NaN            NaN  United States           US   \n",
       "2   56   4/6/2007    NaN  North America  United States           US   \n",
       "3   59  4/14/2007    NaN            NaN         Canada           CA   \n",
       "4   61  4/15/2007    NaN            NaN  United States           US   \n",
       "5   64  4/20/2007    NaN            NaN  United States           US   \n",
       "6   67  14/4/2007    NaN  North America  United States           US   \n",
       "7   77  5/21/2007    NaN             SA       Colombia           CO   \n",
       "8  105  6/27/2007    NaN             SA        Ecuador           EC   \n",
       "9  106  27/6/2007    NaN             SA        Ecuador           EC   \n",
       "\n",
       "     state/province  population         city/town  distance  \\\n",
       "0          Virginia       16000       Cherry Hill   3.40765   \n",
       "1              Ohio       17288  New Philadelphia   3.33522   \n",
       "2      Pennsylvania       15930       Wilkinsburg   2.91977   \n",
       "3            Quebec       42786      ChÃ¢teauguay   2.98682   \n",
       "4          Kentucky        6903         Pikeville   5.66542   \n",
       "5          Kentucky        6903         Pikeville   0.23715   \n",
       "6      South Dakota        2540      Dakota Dunes   2.48033   \n",
       "7         Risaralda      440118           Pereira   0.62022   \n",
       "8  Zamora-Chinchipe       15276            Zamora   0.47714   \n",
       "9              Loja      117796              Loja   0.35649   \n",
       "\n",
       "                         ...                          \\\n",
       "0                        ...                           \n",
       "1                        ...                           \n",
       "2                        ...                           \n",
       "3                        ...                           \n",
       "4                        ...                           \n",
       "5                        ...                           \n",
       "6                        ...                           \n",
       "7                        ...                           \n",
       "8                        ...                           \n",
       "9                        ...                           \n",
       "\n",
       "                                  geolocation  hazard_type  \\\n",
       "0   (38.600900000000003, -77.268199999999993)    Landslide   \n",
       "1   (40.517499999999998, -81.430499999999995)    Landslide   \n",
       "2              (40.4377, -79.915999999999997)    Landslide   \n",
       "3   (45.322600000000001, -73.777100000000004)    Landslide   \n",
       "4   (37.432499999999997, -82.493099999999998)    Landslide   \n",
       "5   (37.481400000000001, -82.518600000000006)    Landslide   \n",
       "6   (42.494100000000003, -96.457599999999999)    Landslide   \n",
       "7   (4.8080999999999996, -75.694100000000006)    Landslide   \n",
       "8  (-4.0650000000000004, -78.950999999999993)    Landslide   \n",
       "9                (-3.99, -79.204999999999998)    Landslide   \n",
       "\n",
       "       landslide_type landslide_size   trigger storm_name injuries fatalities  \\\n",
       "0           Landslide          Small      Rain        NaN      NaN        NaN   \n",
       "1           Landslide          Small      Rain        NaN      NaN        NaN   \n",
       "2           Landslide          Small      Rain        NaN      NaN        NaN   \n",
       "3  Riverbank collapse          Small      Rain        NaN      NaN        NaN   \n",
       "4           Landslide          Small  Downpour        NaN      NaN        0.0   \n",
       "5           Landslide          Small      Rain        NaN      NaN        NaN   \n",
       "6           Landslide          Small      Rain        NaN      NaN        NaN   \n",
       "7            Mudslide          Large      Rain        NaN      NaN       13.0   \n",
       "8           Landslide         Medium  Downpour        NaN      NaN        NaN   \n",
       "9           Landslide         Medium  Downpour        NaN      NaN        NaN   \n",
       "\n",
       "                  source_name  \\\n",
       "0                  NBC 4 news   \n",
       "1              Canton Rep.com   \n",
       "2  The Pittsburgh Channel.com   \n",
       "3                   Le Soleil   \n",
       "4      Matthew Crawford (KGS)   \n",
       "5   Applalachain news-express   \n",
       "6         Sioux City Journnal   \n",
       "7      Reuters - AlertNet.org   \n",
       "8   Red Cross - Field reports   \n",
       "9   Red Cross - Field reports   \n",
       "\n",
       "                                         source_link  \n",
       "0      http://www.nbc4.com/news/11186871/detail.html  \n",
       "1  http://www.cantonrep.com/index.php?ID=345054&C...  \n",
       "2  https://web.archive.org/web/20080423132842/htt...  \n",
       "3  http://www.hebdos.net/lsc/edition162007/articl...  \n",
       "4                                                NaN  \n",
       "5  http://www.news-expressky.com/articles/2007/04...  \n",
       "6  http://www.siouxcityjournal.com/articles/2007/...  \n",
       "7  http://www.reuters.com/news/video/videoStory?v...  \n",
       "8  https://www-secure.ifrc.org/dmis/prepare/view_...  \n",
       "9  https://www-secure.ifrc.org/dmis/prepare/view_...  \n",
       "\n",
       "[10 rows x 23 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.read_csv(\"D:/IIT C/Courses/Spring 2018/CS520- Data Integration, Warehousing, and Provenance/Data Curation Project/Dataset/LandslidesAfterRainfall.csv\",encoding = \"ISO-8859-1\")\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Count  the number of null values inside the dataset in all the respective fields"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                         0\n",
       "date                       3\n",
       "time                    1064\n",
       "continent_code          1520\n",
       "country_name               0\n",
       "country_code               0\n",
       "state/province             1\n",
       "population                 0\n",
       "city/town                  4\n",
       "distance                   1\n",
       "location_description    1142\n",
       "latitude                   1\n",
       "longitude                  1\n",
       "geolocation                1\n",
       "hazard_type                0\n",
       "landslide_type             1\n",
       "landslide_size             1\n",
       "trigger                    2\n",
       "storm_name              1561\n",
       "injuries                1178\n",
       "fatalities               248\n",
       "source_name              822\n",
       "source_link              100\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.isnull(df).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df=pd.read_csv(\"D:/IIT C/Courses/Spring 2018/CS520- Data Integration, Warehousing, and Provenance/Data Curation Project/Dataset/LandslidesAfterRainfall.csv\",encoding = \"ISO-8859-1\", keep_default_na=False)\n",
    "#df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Replace all the Inconsistent reference to entities with proper reference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>continent_code</th>\n",
       "      <th>country_name</th>\n",
       "      <th>country_code</th>\n",
       "      <th>state/province</th>\n",
       "      <th>population</th>\n",
       "      <th>city/town</th>\n",
       "      <th>distance</th>\n",
       "      <th>...</th>\n",
       "      <th>geolocation</th>\n",
       "      <th>hazard_type</th>\n",
       "      <th>landslide_type</th>\n",
       "      <th>landslide_size</th>\n",
       "      <th>trigger</th>\n",
       "      <th>storm_name</th>\n",
       "      <th>injuries</th>\n",
       "      <th>fatalities</th>\n",
       "      <th>source_name</th>\n",
       "      <th>source_link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34</td>\n",
       "      <td>3/2/2007</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>16000</td>\n",
       "      <td>Cherry Hill</td>\n",
       "      <td>3.40765</td>\n",
       "      <td>...</td>\n",
       "      <td>(38.600900000000003, -77.268199999999993)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NBC 4 news</td>\n",
       "      <td>http://www.nbc4.com/news/11186871/detail.html</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>42</td>\n",
       "      <td>22/3/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>17288</td>\n",
       "      <td>New Philadelphia</td>\n",
       "      <td>3.33522</td>\n",
       "      <td>...</td>\n",
       "      <td>(40.517499999999998, -81.430499999999995)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Canton Rep.com</td>\n",
       "      <td>http://www.cantonrep.com/index.php?ID=345054&amp;C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>56</td>\n",
       "      <td>4/6/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>15930</td>\n",
       "      <td>Wilkinsburg</td>\n",
       "      <td>2.91977</td>\n",
       "      <td>...</td>\n",
       "      <td>(40.4377, -79.915999999999997)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Pittsburgh Channel.com</td>\n",
       "      <td>https://web.archive.org/web/20080423132842/htt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>59</td>\n",
       "      <td>4/14/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>42786</td>\n",
       "      <td>ChÃ¢teauguay</td>\n",
       "      <td>2.98682</td>\n",
       "      <td>...</td>\n",
       "      <td>(45.322600000000001, -73.777100000000004)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Riverbank collapse</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Le Soleil</td>\n",
       "      <td>http://www.hebdos.net/lsc/edition162007/articl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>61</td>\n",
       "      <td>4/15/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>5.66542</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.432499999999997, -82.493099999999998)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>Matthew Crawford (KGS)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>64</td>\n",
       "      <td>4/20/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>0.23715</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.481400000000001, -82.518600000000006)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Applalachain news-express</td>\n",
       "      <td>http://www.news-expressky.com/articles/2007/04...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>67</td>\n",
       "      <td>14/4/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>2540</td>\n",
       "      <td>Dakota Dunes</td>\n",
       "      <td>2.48033</td>\n",
       "      <td>...</td>\n",
       "      <td>(42.494100000000003, -96.457599999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Sioux City Journnal</td>\n",
       "      <td>http://www.siouxcityjournal.com/articles/2007/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>77</td>\n",
       "      <td>5/21/2007</td>\n",
       "      <td></td>\n",
       "      <td>SA</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>Risaralda</td>\n",
       "      <td>440118</td>\n",
       "      <td>Pereira</td>\n",
       "      <td>0.62022</td>\n",
       "      <td>...</td>\n",
       "      <td>(4.8080999999999996, -75.694100000000006)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Large</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13</td>\n",
       "      <td>Reuters - AlertNet.org</td>\n",
       "      <td>http://www.reuters.com/news/video/videoStory?v...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>105</td>\n",
       "      <td>6/27/2007</td>\n",
       "      <td></td>\n",
       "      <td>SA</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Zamora-Chinchipe</td>\n",
       "      <td>15276</td>\n",
       "      <td>Zamora</td>\n",
       "      <td>0.47714</td>\n",
       "      <td>...</td>\n",
       "      <td>(-4.0650000000000004, -78.950999999999993)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>106</td>\n",
       "      <td>27/6/2007</td>\n",
       "      <td></td>\n",
       "      <td>SA</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Loja</td>\n",
       "      <td>117796</td>\n",
       "      <td>Loja</td>\n",
       "      <td>0.35649</td>\n",
       "      <td>...</td>\n",
       "      <td>(-3.99, -79.204999999999998)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>107</td>\n",
       "      <td>6/27/2007</td>\n",
       "      <td></td>\n",
       "      <td>SA</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Pichincha</td>\n",
       "      <td>5114</td>\n",
       "      <td>SangolquÃ­</td>\n",
       "      <td>33.94603</td>\n",
       "      <td>...</td>\n",
       "      <td>(-0.35599999999999998, -78.147999999999996)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>109</td>\n",
       "      <td>7/1/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Texas</td>\n",
       "      <td>42409</td>\n",
       "      <td>Haltom City</td>\n",
       "      <td>0.03668</td>\n",
       "      <td>...</td>\n",
       "      <td>(32.799500000000002, -97.268799999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NBC5i.com</td>\n",
       "      <td>http://www.nbc5i.com/news/13604036/detail.html</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>115</td>\n",
       "      <td>7/4/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>TX</td>\n",
       "      <td>1947</td>\n",
       "      <td>Laguna Chica (Pueblo Nuevo)</td>\n",
       "      <td>9.51003</td>\n",
       "      <td>...</td>\n",
       "      <td>(18.536899999999999, -96.822900000000004)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "      <td>nytimes.com</td>\n",
       "      <td>http://www.nytimes.com/2007/07/04/world/americ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>119</td>\n",
       "      <td>7/8/2007</td>\n",
       "      <td></td>\n",
       "      <td>null</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>812129</td>\n",
       "      <td>Ottawa</td>\n",
       "      <td>1.74759</td>\n",
       "      <td>...</td>\n",
       "      <td>(45.425699999999999, -75.689599999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>http://www.cfra.com/headlines/index.asp?cat=1&amp;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>124</td>\n",
       "      <td>7/13/2007</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>DO</td>\n",
       "      <td>Distrito Nacional</td>\n",
       "      <td>13456</td>\n",
       "      <td>San Carlos</td>\n",
       "      <td>1.70298</td>\n",
       "      <td>...</td>\n",
       "      <td>(18.4757, -69.914000000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Dominican Today</td>\n",
       "      <td>http://www.dominicantoday.com/app/article.aspx...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>138</td>\n",
       "      <td>7/24/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Texas</td>\n",
       "      <td>175396</td>\n",
       "      <td>Grand Prairie</td>\n",
       "      <td>5.66936</td>\n",
       "      <td>...</td>\n",
       "      <td>(32.7883, -97.031700000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Trinity River Authority - Grand Prarie Times</td>\n",
       "      <td>http://www.gptimes.com/?story_20070627130646_s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>165</td>\n",
       "      <td>8/9/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>47247</td>\n",
       "      <td>San JosÃ© Pinula</td>\n",
       "      <td>4.74385</td>\n",
       "      <td>...</td>\n",
       "      <td>(14.566700000000001, -90.45)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>International Herald</td>\n",
       "      <td>http://www.iht.com/articles/ap/2007/08/09/amer...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>174</td>\n",
       "      <td>8/11/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>JM</td>\n",
       "      <td>Portland</td>\n",
       "      <td>14400</td>\n",
       "      <td>Port Antonio</td>\n",
       "      <td>7.79027</td>\n",
       "      <td>...</td>\n",
       "      <td>(18.125800000000002, -76.508200000000002)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Jamaica Gleaner</td>\n",
       "      <td>http://www.jamaica-gleaner.com/gleaner/2007081...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>185</td>\n",
       "      <td>8/14/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>2475</td>\n",
       "      <td>Meeker</td>\n",
       "      <td>10.87949</td>\n",
       "      <td>...</td>\n",
       "      <td>(39.942500000000003, -107.8818)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Telluride Daily Planet</td>\n",
       "      <td>http://www.telluridegateway.com/articles/2007/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>186</td>\n",
       "      <td>8/17/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Dominica</td>\n",
       "      <td>DM</td>\n",
       "      <td>Saint Paul</td>\n",
       "      <td>702</td>\n",
       "      <td>Pont CassÃ©</td>\n",
       "      <td>3.39516</td>\n",
       "      <td>...</td>\n",
       "      <td>(15.337899999999999, -61.360999999999997)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>Tribune India</td>\n",
       "      <td>http://www.tribuneindia.com/2007/20070817/hima...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>187</td>\n",
       "      <td>8/18/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>US</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>2868</td>\n",
       "      <td>Caledonia</td>\n",
       "      <td>22.31062</td>\n",
       "      <td>...</td>\n",
       "      <td>(43.595999999999997, -91.2256)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Sun Times</td>\n",
       "      <td>http://www.suntimes.com/news/nation/516414,19f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>188</td>\n",
       "      <td>8/18/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>9520</td>\n",
       "      <td>Cody</td>\n",
       "      <td>64.74594</td>\n",
       "      <td>...</td>\n",
       "      <td>(44.465899999999998, -109.86620000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Billings Gazette</td>\n",
       "      <td>http://www.billingsgazette.net/articles/2007/0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>189</td>\n",
       "      <td>8/18/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>106769</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>...</td>\n",
       "      <td>(44.0304, -92.467100000000002)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Post bulletin.com</td>\n",
       "      <td>http://www.postbulletin.com/newsmanager/templa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>193</td>\n",
       "      <td>8/19/2007</td>\n",
       "      <td></td>\n",
       "      <td>null</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>51320</td>\n",
       "      <td>La Crosse</td>\n",
       "      <td>13.62525</td>\n",
       "      <td>...</td>\n",
       "      <td>(43.679600000000001, -91.219399999999993)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>LaCrosse Tribune.com</td>\n",
       "      <td>http://www.lacrossetribune.com/articles/2007/0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>194</td>\n",
       "      <td>8/19/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>WI</td>\n",
       "      <td>51320</td>\n",
       "      <td>La Crosse</td>\n",
       "      <td>12.91337</td>\n",
       "      <td>...</td>\n",
       "      <td>(43.689, -91.280600000000007)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>FOX news</td>\n",
       "      <td>http://www.fox23news.com/news/national/story.a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>197</td>\n",
       "      <td>20/8/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>1526</td>\n",
       "      <td>Glendale</td>\n",
       "      <td>3.492</td>\n",
       "      <td>...</td>\n",
       "      <td>(39.957999999999998, -80.793499999999995)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>WTOV9.com</td>\n",
       "      <td>http://www.wtov9.com/news/13943449/detail.html</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>198</td>\n",
       "      <td>8/21/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Alta Verapaz</td>\n",
       "      <td>2006</td>\n",
       "      <td>LanquÃ­n</td>\n",
       "      <td>13.39817</td>\n",
       "      <td>...</td>\n",
       "      <td>(15.6046, -90.085300000000004)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>United Nations Development Programme - Relief Web</td>\n",
       "      <td>http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>199</td>\n",
       "      <td>8/21/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Izabal</td>\n",
       "      <td>18994</td>\n",
       "      <td>Morales</td>\n",
       "      <td>12.55184</td>\n",
       "      <td>...</td>\n",
       "      <td>(15.516299999999999, -88.928600000000003)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>United Nations Development Programme - Relief Web</td>\n",
       "      <td>http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>201</td>\n",
       "      <td>8/23/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Puebla</td>\n",
       "      <td>1414</td>\n",
       "      <td>Xochitlaxco (San Baltazar)</td>\n",
       "      <td>1.68294</td>\n",
       "      <td>...</td>\n",
       "      <td>(19.933299999999999, -97.85)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td>Inquirer.com</td>\n",
       "      <td>http://newsinfo.inquirer.net/breakingnews/worl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>224</td>\n",
       "      <td>9/1/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>TT</td>\n",
       "      <td>Tobago</td>\n",
       "      <td>17000</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>9.11607</td>\n",
       "      <td>...</td>\n",
       "      <td>(11.2415, -60.674199999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Felix</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Trinadad Express</td>\n",
       "      <td>http://www.trinidadexpress.com/index.pl/articl...</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>1663</th>\n",
       "      <td>7508</td>\n",
       "      <td>9/17/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>CoclÃ©</td>\n",
       "      <td>0</td>\n",
       "      <td>Caballero</td>\n",
       "      <td>0.21605</td>\n",
       "      <td>...</td>\n",
       "      <td>(8.5414999999999992, -80.197800000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Flooding</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PanamÃ¡ AmÃ©rica</td>\n",
       "      <td>http://www.panamaamerica.com.pa/provincias/tem...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1664</th>\n",
       "      <td>7509</td>\n",
       "      <td>9/10/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>2.59449</td>\n",
       "      <td>...</td>\n",
       "      <td>(9.0417000000000005, -79.448700000000002)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Large</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cuerpos de Bomberos</td>\n",
       "      <td>http://www.bomberos.gob.pa/2015/09/gobierno-de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1665</th>\n",
       "      <td>7510</td>\n",
       "      <td>8/31/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>3.30848</td>\n",
       "      <td>...</td>\n",
       "      <td>(9.0687999999999995, -79.494399999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Critica</td>\n",
       "      <td>http://www.critica.com.pa/nacional/deslizamien...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1666</th>\n",
       "      <td>7511</td>\n",
       "      <td>8/31/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>3.54386</td>\n",
       "      <td>...</td>\n",
       "      <td>(9.0771999999999995, -79.488200000000006)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Critica</td>\n",
       "      <td>http://www.critica.com.pa/nacional/deslizamien...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1667</th>\n",
       "      <td>7512</td>\n",
       "      <td>9/22/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>76815</td>\n",
       "      <td>ArraijÃ¡n</td>\n",
       "      <td>1.80341</td>\n",
       "      <td>...</td>\n",
       "      <td>(8.9496000000000002, -79.633600000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PanamÃ¡ AmÃ©rica</td>\n",
       "      <td>http://www.panamaamerica.com.pa/provincias/tem...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1668</th>\n",
       "      <td>7513</td>\n",
       "      <td>5/9/2015</td>\n",
       "      <td></td>\n",
       "      <td>SA</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>Antioquia</td>\n",
       "      <td>4811</td>\n",
       "      <td>MutatÃ¡</td>\n",
       "      <td>15.04256</td>\n",
       "      <td>...</td>\n",
       "      <td>(7.1106999999999996, -76.408900000000003)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Noticias Caracol</td>\n",
       "      <td>http://www.noticiascaracol.com/colombia/al-mar...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1669</th>\n",
       "      <td>7514</td>\n",
       "      <td>5/23/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>3796</td>\n",
       "      <td>Santo Domingo</td>\n",
       "      <td>0.76257</td>\n",
       "      <td>...</td>\n",
       "      <td>(15.0337, -92.112399999999994)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cuarto Poder</td>\n",
       "      <td>http://www.cuartopoder.mx/deslaveafectacarrete...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1670</th>\n",
       "      <td>7515</td>\n",
       "      <td>10/21/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>19092</td>\n",
       "      <td>Motozintla de Mendoza</td>\n",
       "      <td>2.06743</td>\n",
       "      <td>...</td>\n",
       "      <td>(15.3482, -92.252300000000005)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>azteca noticias</td>\n",
       "      <td>http://www.aztecanoticias.com.mx/notas/estados...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1671</th>\n",
       "      <td>7516</td>\n",
       "      <td>10/21/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>18608</td>\n",
       "      <td>Emiliano Zapata</td>\n",
       "      <td>4.68443</td>\n",
       "      <td>...</td>\n",
       "      <td>(17.705500000000001, -91.741600000000005)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>cold front No. 7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>azteca noticias</td>\n",
       "      <td>http://www.aztecanoticias.com.mx/notas/estados...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1672</th>\n",
       "      <td>7517</td>\n",
       "      <td>9/12/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>6089</td>\n",
       "      <td>Tila</td>\n",
       "      <td>1.73469</td>\n",
       "      <td>...</td>\n",
       "      <td>(17.311199999999999, -92.439300000000003)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NVI noticias</td>\n",
       "      <td>http://www.noticiasnet.mx/portal/chiapas/gener...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1673</th>\n",
       "      <td>7518</td>\n",
       "      <td>10/15/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Tabasco</td>\n",
       "      <td>32415</td>\n",
       "      <td>Tenosique de Pino SuÃ¡rez</td>\n",
       "      <td>15.2226</td>\n",
       "      <td>...</td>\n",
       "      <td>(17.4054, -91.2988)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Flooding</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>ver tiente global</td>\n",
       "      <td>http://vertienteglobal.com/?p=49401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1674</th>\n",
       "      <td>7519</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1371</td>\n",
       "      <td>Springville</td>\n",
       "      <td>8.58443</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.2699, -81.372399999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WJHL</td>\n",
       "      <td>http://wjhl.com/2016/02/24/rockslide-could-lea...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1675</th>\n",
       "      <td>7520</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>5951</td>\n",
       "      <td>Crafton</td>\n",
       "      <td>1.45894</td>\n",
       "      <td>...</td>\n",
       "      <td>(40.4377, -80.082999999999998)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WPXI</td>\n",
       "      <td>http://www.wpxi.com/news/news/local/rockslide-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1676</th>\n",
       "      <td>7521</td>\n",
       "      <td>2/15/2016</td>\n",
       "      <td>Morning</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>9614</td>\n",
       "      <td>Glenwood Springs</td>\n",
       "      <td>13.85194</td>\n",
       "      <td>...</td>\n",
       "      <td>(39.592599999999997, -107.1799)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>CBS</td>\n",
       "      <td>http://denver.cbslocal.com/2016/02/16/i-70-clo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1677</th>\n",
       "      <td>7522</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1128</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>3.21144</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.3444, -80.6203)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NEWSSHINE</td>\n",
       "      <td>http://www.newsshine.com/us-local-news/virgini...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1678</th>\n",
       "      <td>7524</td>\n",
       "      <td>2/21/2016</td>\n",
       "      <td>14:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>51400</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>6.43349</td>\n",
       "      <td>...</td>\n",
       "      <td>(38.398899999999998, -81.584999999999994)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WQBE</td>\n",
       "      <td>http://www.wqbe.com/rockslide-changes-bus-route/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679</th>\n",
       "      <td>7526</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td>Morning</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>519949</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>2.00473</td>\n",
       "      <td>...</td>\n",
       "      <td>(43.237200000000001, -79.832400000000007)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Hamilton Spectator</td>\n",
       "      <td>http://www.thespec.com/news-story/6341970-fall...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1680</th>\n",
       "      <td>7527</td>\n",
       "      <td>1/28/2016</td>\n",
       "      <td>9:45</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1241</td>\n",
       "      <td>Blowing Rock</td>\n",
       "      <td>4.20387</td>\n",
       "      <td>...</td>\n",
       "      <td>(36.106200000000001, -81.647499999999994)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WSOC</td>\n",
       "      <td>http://www.wsoctv.com/news/rock-slide-shuts-do...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1681</th>\n",
       "      <td>7528</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td>4:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1560</td>\n",
       "      <td>New Haven</td>\n",
       "      <td>6.83465</td>\n",
       "      <td>...</td>\n",
       "      <td>(38.951900000000002, -81.908199999999994)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Pomeroy Daily Sentinel</td>\n",
       "      <td>http://mydailysentinel.com/top-stories/4538/ro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1682</th>\n",
       "      <td>7529</td>\n",
       "      <td>2/27/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>939</td>\n",
       "      <td>Cascade</td>\n",
       "      <td>22.78728</td>\n",
       "      <td>...</td>\n",
       "      <td>(44.3127, -116.07599999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>KTVB</td>\n",
       "      <td>http://www.ktvb.com/news/local/itd-working-to-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1683</th>\n",
       "      <td>7530</td>\n",
       "      <td>2/27/2016</td>\n",
       "      <td>15:30</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>485</td>\n",
       "      <td>Idaho City</td>\n",
       "      <td>24.16064</td>\n",
       "      <td>...</td>\n",
       "      <td>(44.103999999999999, -116.0033)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>KTVB</td>\n",
       "      <td>http://www.ktvb.com/news/local/itd-working-to-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1684</th>\n",
       "      <td>7531</td>\n",
       "      <td>2/14/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>16887</td>\n",
       "      <td>Durango</td>\n",
       "      <td>22.57467</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.072000000000003, -107.8717)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Durango Herald</td>\n",
       "      <td>http://www.durangoherald.com/article/20160227/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1685</th>\n",
       "      <td>7532</td>\n",
       "      <td>2/26/2016</td>\n",
       "      <td>15:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jacksboro</td>\n",
       "      <td>8.43321</td>\n",
       "      <td>...</td>\n",
       "      <td>(36.383299999999998, -84.250799999999998)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Commercial Appeal</td>\n",
       "      <td>http://www.commercialappeal.com/news/regional/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1686</th>\n",
       "      <td>7533</td>\n",
       "      <td>2/27/2016</td>\n",
       "      <td>12:15</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>2184</td>\n",
       "      <td>Bluewell</td>\n",
       "      <td>5.07093</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.328699999999998, -81.313400000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/rockslide-blocks...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1687</th>\n",
       "      <td>7534</td>\n",
       "      <td>11/29/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1646</td>\n",
       "      <td>Tryon</td>\n",
       "      <td>7.69666</td>\n",
       "      <td>...</td>\n",
       "      <td>(35.220700000000001, -82.321600000000004)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tryon Daily Bulletin</td>\n",
       "      <td>http://www.tryondailybulletin.com/2016/02/26/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1688</th>\n",
       "      <td>7535</td>\n",
       "      <td>12/7/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1646</td>\n",
       "      <td>Tryon</td>\n",
       "      <td>7.80866</td>\n",
       "      <td>...</td>\n",
       "      <td>(35.221899999999998, -82.322599999999994)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tryon Daily Bulletin</td>\n",
       "      <td>http://www.tryondailybulletin.com/2016/02/26/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1689</th>\n",
       "      <td>7537</td>\n",
       "      <td>2/22/2016</td>\n",
       "      <td>0:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>51400</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>6.84721</td>\n",
       "      <td>...</td>\n",
       "      <td>(38.398699999999998, -81.584800000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Charleston Gazette</td>\n",
       "      <td>http://www.wvgazettemail.com/news/20160222/us-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1690</th>\n",
       "      <td>7539</td>\n",
       "      <td>2/23/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>2406</td>\n",
       "      <td>Welch</td>\n",
       "      <td>14.19735</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.409599999999998, -81.4268)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/officials-cautio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1691</th>\n",
       "      <td>7540</td>\n",
       "      <td>2/26/2016</td>\n",
       "      <td>21:06</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>1048</td>\n",
       "      <td>Athens</td>\n",
       "      <td>12.00678</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.501100000000001, -81.109300000000005)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/rockslide-snarls...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1692</th>\n",
       "      <td>7541</td>\n",
       "      <td>3/2/2016</td>\n",
       "      <td>8:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>2066</td>\n",
       "      <td>Windsor</td>\n",
       "      <td>1.78429</td>\n",
       "      <td>...</td>\n",
       "      <td>(43.4771, -72.406599999999997)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Valley News</td>\n",
       "      <td>http://www.vnews.com/home/21353539-95/loose-ledge</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1693 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id        date     time continent_code         country_name  \\\n",
       "0       34    3/2/2007    Night  North America        United States   \n",
       "1       42   22/3/2007           North America        United States   \n",
       "2       56    4/6/2007           North America        United States   \n",
       "3       59   4/14/2007           North America               Canada   \n",
       "4       61   4/15/2007           North America        United States   \n",
       "5       64   4/20/2007           North America        United States   \n",
       "6       67   14/4/2007           North America        United States   \n",
       "7       77   5/21/2007                      SA             Colombia   \n",
       "8      105   6/27/2007                      SA              Ecuador   \n",
       "9      106   27/6/2007                      SA              Ecuador   \n",
       "10     107   6/27/2007                      SA              Ecuador   \n",
       "11     109    7/1/2007           North America        United States   \n",
       "12     115    7/4/2007           North America               Mexico   \n",
       "13     119    7/8/2007                    null               Canada   \n",
       "14     124   7/13/2007    Night  North America   Dominican Republic   \n",
       "15     138   7/24/2007           North America        United States   \n",
       "16     165    8/9/2007           North America            Guatemala   \n",
       "17     174   8/11/2007           North America              Jamaica   \n",
       "18     185   8/14/2007           North America        United States   \n",
       "19     186   8/17/2007           North America             Dominica   \n",
       "20     187   8/18/2007           North America                Egypt   \n",
       "21     188   8/18/2007           North America        United States   \n",
       "22     189   8/18/2007           North America        United States   \n",
       "23     193   8/19/2007                    null        United States   \n",
       "24     194   8/19/2007           North America        United States   \n",
       "25     197   20/8/2007           North America        United States   \n",
       "26     198   8/21/2007           North America            Guatemala   \n",
       "27     199   8/21/2007           North America            Guatemala   \n",
       "28     201   8/23/2007           North America               Mexico   \n",
       "29     224    9/1/2007           North America  Trinidad and Tobago   \n",
       "...    ...         ...      ...            ...                  ...   \n",
       "1663  7508   9/17/2015           North America               Panama   \n",
       "1664  7509   9/10/2015           North America               Panama   \n",
       "1665  7510   8/31/2015           North America               Panama   \n",
       "1666  7511   8/31/2015           North America               Panama   \n",
       "1667  7512   9/22/2015           North America               Panama   \n",
       "1668  7513    5/9/2015                      SA             Colombia   \n",
       "1669  7514   5/23/2015           North America               Mexico   \n",
       "1670  7515  10/21/2015           North America               Mexico   \n",
       "1671  7516  10/21/2015           North America               Mexico   \n",
       "1672  7517   9/12/2015           North America               Mexico   \n",
       "1673  7518  10/15/2015           North America               Mexico   \n",
       "1674  7519   2/24/2016           North America        United States   \n",
       "1675  7520   2/24/2016    Night  North America        United States   \n",
       "1676  7521   2/15/2016  Morning  North America        United States   \n",
       "1677  7522   2/24/2016           North America        United States   \n",
       "1678  7524   2/21/2016    14:00  North America        United States   \n",
       "1679  7526   2/24/2016  Morning  North America               Canada   \n",
       "1680  7527   1/28/2016     9:45  North America        United States   \n",
       "1681  7528   2/24/2016     4:00  North America        United States   \n",
       "1682  7529   2/27/2016           North America        United States   \n",
       "1683  7530   2/27/2016    15:30  North America        United States   \n",
       "1684  7531   2/14/2016           North America        United States   \n",
       "1685  7532   2/26/2016    15:00  North America        United States   \n",
       "1686  7533   2/27/2016    12:15  North America        United States   \n",
       "1687  7534  11/29/2015           North America        United States   \n",
       "1688  7535   12/7/2015           North America        United States   \n",
       "1689  7537   2/22/2016     0:00  North America        United States   \n",
       "1690  7539   2/23/2016           North America        United States   \n",
       "1691  7540   2/26/2016    21:06  North America        United States   \n",
       "1692  7541    3/2/2016     8:00  North America        United States   \n",
       "\n",
       "     country_code     state/province  population                    city/town  \\\n",
       "0              US           Virginia       16000                  Cherry Hill   \n",
       "1              US               Ohio       17288             New Philadelphia   \n",
       "2              US       Pennsylvania       15930                  Wilkinsburg   \n",
       "3              CA             Quebec       42786                 ChÃ¢teauguay   \n",
       "4              US           Kentucky        6903                    Pikeville   \n",
       "5              US           Kentucky        6903                    Pikeville   \n",
       "6              US       South Dakota        2540                 Dakota Dunes   \n",
       "7              CO          Risaralda      440118                      Pereira   \n",
       "8              EC   Zamora-Chinchipe       15276                       Zamora   \n",
       "9              EC               Loja      117796                         Loja   \n",
       "10             EC          Pichincha        5114                   SangolquÃ­   \n",
       "11             US              Texas       42409                  Haltom City   \n",
       "12             MX                 TX        1947  Laguna Chica (Pueblo Nuevo)   \n",
       "13             CA            Ontario      812129                       Ottawa   \n",
       "14             DO  Distrito Nacional       13456                   San Carlos   \n",
       "15             US              Texas      175396                Grand Prairie   \n",
       "16             GT          Guatemala       47247             San JosÃ© Pinula   \n",
       "17             JM           Portland       14400                 Port Antonio   \n",
       "18             US           Colorado        2475                       Meeker   \n",
       "19             DM         Saint Paul         702                  Pont CassÃ©   \n",
       "20             US          Minnesota        2868                    Caledonia   \n",
       "21             US            Wyoming        9520                         Cody   \n",
       "22             US          Minnesota      106769                    Rochester   \n",
       "23             US          Wisconsin       51320                    La Crosse   \n",
       "24             US                 WI       51320                    La Crosse   \n",
       "25             US      West Virginia        1526                     Glendale   \n",
       "26             GT       Alta Verapaz        2006                     LanquÃ­n   \n",
       "27             GT             Izabal       18994                      Morales   \n",
       "28             MX             Puebla        1414   Xochitlaxco (San Baltazar)   \n",
       "29             TT             Tobago       17000                  Scarborough   \n",
       "...           ...                ...         ...                          ...   \n",
       "1663           PA             CoclÃ©           0                    Caballero   \n",
       "1664           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1665           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1666           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1667           PA            PanamÃ¡       76815                    ArraijÃ¡n   \n",
       "1668           CO          Antioquia        4811                      MutatÃ¡   \n",
       "1669           MX            Chiapas        3796                Santo Domingo   \n",
       "1670           MX            Chiapas       19092        Motozintla de Mendoza   \n",
       "1671           MX            Chiapas       18608              Emiliano Zapata   \n",
       "1672           MX            Chiapas        6089                         Tila   \n",
       "1673           MX            Tabasco       32415    Tenosique de Pino SuÃ¡rez   \n",
       "1674           US           Virginia        1371                  Springville   \n",
       "1675           US       Pennsylvania        5951                      Crafton   \n",
       "1676           US           Colorado        9614             Glenwood Springs   \n",
       "1677           US           Virginia        1128                     Pembroke   \n",
       "1678           US      West Virginia       51400                   Charleston   \n",
       "1679           CA            Ontario      519949                     Hamilton   \n",
       "1680           US     North Carolina        1241                 Blowing Rock   \n",
       "1681           US               Ohio        1560                    New Haven   \n",
       "1682           US              Idaho         939                      Cascade   \n",
       "1683           US              Idaho         485                   Idaho City   \n",
       "1684           US           Colorado       16887                      Durango   \n",
       "1685           US          Tennessee        2020                    Jacksboro   \n",
       "1686           US      West Virginia        2184                     Bluewell   \n",
       "1687           US     North Carolina        1646                        Tryon   \n",
       "1688           US     North Carolina        1646                        Tryon   \n",
       "1689           US      West Virginia       51400                   Charleston   \n",
       "1690           US      West Virginia        2406                        Welch   \n",
       "1691           US      West Virginia        1048                       Athens   \n",
       "1692           US            Vermont        2066                      Windsor   \n",
       "\n",
       "      distance                        ...                          \\\n",
       "0      3.40765                        ...                           \n",
       "1      3.33522                        ...                           \n",
       "2      2.91977                        ...                           \n",
       "3      2.98682                        ...                           \n",
       "4      5.66542                        ...                           \n",
       "5      0.23715                        ...                           \n",
       "6      2.48033                        ...                           \n",
       "7      0.62022                        ...                           \n",
       "8      0.47714                        ...                           \n",
       "9      0.35649                        ...                           \n",
       "10    33.94603                        ...                           \n",
       "11     0.03668                        ...                           \n",
       "12     9.51003                        ...                           \n",
       "13     1.74759                        ...                           \n",
       "14     1.70298                        ...                           \n",
       "15     5.66936                        ...                           \n",
       "16     4.74385                        ...                           \n",
       "17     7.79027                        ...                           \n",
       "18    10.87949                        ...                           \n",
       "19     3.39516                        ...                           \n",
       "20    22.31062                        ...                           \n",
       "21    64.74594                        ...                           \n",
       "22      0.9999                        ...                           \n",
       "23    13.62525                        ...                           \n",
       "24    12.91337                        ...                           \n",
       "25       3.492                        ...                           \n",
       "26    13.39817                        ...                           \n",
       "27    12.55184                        ...                           \n",
       "28     1.68294                        ...                           \n",
       "29     9.11607                        ...                           \n",
       "...        ...                        ...                           \n",
       "1663   0.21605                        ...                           \n",
       "1664   2.59449                        ...                           \n",
       "1665   3.30848                        ...                           \n",
       "1666   3.54386                        ...                           \n",
       "1667   1.80341                        ...                           \n",
       "1668  15.04256                        ...                           \n",
       "1669   0.76257                        ...                           \n",
       "1670   2.06743                        ...                           \n",
       "1671   4.68443                        ...                           \n",
       "1672   1.73469                        ...                           \n",
       "1673   15.2226                        ...                           \n",
       "1674   8.58443                        ...                           \n",
       "1675   1.45894                        ...                           \n",
       "1676  13.85194                        ...                           \n",
       "1677   3.21144                        ...                           \n",
       "1678   6.43349                        ...                           \n",
       "1679   2.00473                        ...                           \n",
       "1680   4.20387                        ...                           \n",
       "1681   6.83465                        ...                           \n",
       "1682  22.78728                        ...                           \n",
       "1683  24.16064                        ...                           \n",
       "1684  22.57467                        ...                           \n",
       "1685   8.43321                        ...                           \n",
       "1686   5.07093                        ...                           \n",
       "1687   7.69666                        ...                           \n",
       "1688   7.80866                        ...                           \n",
       "1689   6.84721                        ...                           \n",
       "1690  14.19735                        ...                           \n",
       "1691  12.00678                        ...                           \n",
       "1692   1.78429                        ...                           \n",
       "\n",
       "                                      geolocation hazard_type  \\\n",
       "0       (38.600900000000003, -77.268199999999993)   Landslide   \n",
       "1       (40.517499999999998, -81.430499999999995)   Landslide   \n",
       "2                  (40.4377, -79.915999999999997)   Landslide   \n",
       "3       (45.322600000000001, -73.777100000000004)   Landslide   \n",
       "4       (37.432499999999997, -82.493099999999998)   Landslide   \n",
       "5       (37.481400000000001, -82.518600000000006)   Landslide   \n",
       "6       (42.494100000000003, -96.457599999999999)   Landslide   \n",
       "7       (4.8080999999999996, -75.694100000000006)   Landslide   \n",
       "8      (-4.0650000000000004, -78.950999999999993)   Landslide   \n",
       "9                    (-3.99, -79.204999999999998)   Landslide   \n",
       "10    (-0.35599999999999998, -78.147999999999996)   Landslide   \n",
       "11      (32.799500000000002, -97.268799999999999)   Landslide   \n",
       "12      (18.536899999999999, -96.822900000000004)   Landslide   \n",
       "13      (45.425699999999999, -75.689599999999999)   Landslide   \n",
       "14                 (18.4757, -69.914000000000001)   Landslide   \n",
       "15                 (32.7883, -97.031700000000001)   Landslide   \n",
       "16                   (14.566700000000001, -90.45)   Landslide   \n",
       "17      (18.125800000000002, -76.508200000000002)   Landslide   \n",
       "18                (39.942500000000003, -107.8818)   Landslide   \n",
       "19      (15.337899999999999, -61.360999999999997)   Landslide   \n",
       "20                 (43.595999999999997, -91.2256)   Landslide   \n",
       "21      (44.465899999999998, -109.86620000000001)   Landslide   \n",
       "22                 (44.0304, -92.467100000000002)   Landslide   \n",
       "23      (43.679600000000001, -91.219399999999993)   Landslide   \n",
       "24                  (43.689, -91.280600000000007)   Landslide   \n",
       "25      (39.957999999999998, -80.793499999999995)   Landslide   \n",
       "26                 (15.6046, -90.085300000000004)   Landslide   \n",
       "27      (15.516299999999999, -88.928600000000003)   Landslide   \n",
       "28                   (19.933299999999999, -97.85)   Landslide   \n",
       "29                 (11.2415, -60.674199999999999)   Landslide   \n",
       "...                                           ...         ...   \n",
       "1663    (8.5414999999999992, -80.197800000000001)   Landslide   \n",
       "1664    (9.0417000000000005, -79.448700000000002)   Landslide   \n",
       "1665    (9.0687999999999995, -79.494399999999999)   Landslide   \n",
       "1666    (9.0771999999999995, -79.488200000000006)   Landslide   \n",
       "1667    (8.9496000000000002, -79.633600000000001)   Landslide   \n",
       "1668    (7.1106999999999996, -76.408900000000003)   Landslide   \n",
       "1669               (15.0337, -92.112399999999994)   Landslide   \n",
       "1670               (15.3482, -92.252300000000005)   Landslide   \n",
       "1671    (17.705500000000001, -91.741600000000005)   Landslide   \n",
       "1672    (17.311199999999999, -92.439300000000003)   Landslide   \n",
       "1673                          (17.4054, -91.2988)   Landslide   \n",
       "1674               (37.2699, -81.372399999999999)   Landslide   \n",
       "1675               (40.4377, -80.082999999999998)   Landslide   \n",
       "1676              (39.592599999999997, -107.1799)   Landslide   \n",
       "1677                          (37.3444, -80.6203)   Landslide   \n",
       "1678    (38.398899999999998, -81.584999999999994)   Landslide   \n",
       "1679    (43.237200000000001, -79.832400000000007)   Landslide   \n",
       "1680    (36.106200000000001, -81.647499999999994)   Landslide   \n",
       "1681    (38.951900000000002, -81.908199999999994)   Landslide   \n",
       "1682               (44.3127, -116.07599999999999)   Landslide   \n",
       "1683              (44.103999999999999, -116.0033)   Landslide   \n",
       "1684              (37.072000000000003, -107.8717)   Landslide   \n",
       "1685    (36.383299999999998, -84.250799999999998)   Landslide   \n",
       "1686    (37.328699999999998, -81.313400000000001)   Landslide   \n",
       "1687    (35.220700000000001, -82.321600000000004)   Landslide   \n",
       "1688    (35.221899999999998, -82.322599999999994)   Landslide   \n",
       "1689    (38.398699999999998, -81.584800000000001)   Landslide   \n",
       "1690               (37.409599999999998, -81.4268)   Landslide   \n",
       "1691    (37.501100000000001, -81.109300000000005)   Landslide   \n",
       "1692               (43.4771, -72.406599999999997)   Landslide   \n",
       "\n",
       "          landslide_type landslide_size           trigger        storm_name  \\\n",
       "0              Landslide          Small              Rain                     \n",
       "1              Landslide          Small              Rain                     \n",
       "2              Landslide          Small              Rain                     \n",
       "3     Riverbank collapse          Small              Rain                     \n",
       "4              Landslide          Small          Downpour                     \n",
       "5              Landslide          Small              Rain                     \n",
       "6              Landslide          Small              Rain                     \n",
       "7               Mudslide          Large              Rain                     \n",
       "8              Landslide         Medium          Downpour                     \n",
       "9              Landslide         Medium          Downpour                     \n",
       "10             Landslide         Medium          Downpour                     \n",
       "11             Landslide         Medium              Rain                     \n",
       "12             Landslide         Medium              Rain                     \n",
       "13             Landslide          Small           Unknown                     \n",
       "14             Landslide          Small           Unknown                     \n",
       "15             Landslide          Small              Rain                     \n",
       "16              Mudslide         Medium              Rain                     \n",
       "17             Landslide         Medium              Rain                     \n",
       "18              Mudslide         Medium              Rain                     \n",
       "19              Mudslide          Small  Tropical cyclone    Hurricane Dean   \n",
       "20             Landslide         Medium              Rain                     \n",
       "21             Landslide          Small              Rain                     \n",
       "22              Mudslide          Small              Rain                     \n",
       "23               Complex         Medium              Rain                     \n",
       "24              Mudslide         Medium              Rain                     \n",
       "25              Mudslide          Small              Rain                     \n",
       "26             Landslide         Medium  Tropical cyclone    Hurricane Dean   \n",
       "27             Landslide         Medium  Tropical cyclone    Hurricane Dean   \n",
       "28              Mudslide         Medium  Tropical cyclone    Hurricane Dean   \n",
       "29             Landslide         Medium  Tropical cyclone   Hurricane Felix   \n",
       "...                  ...            ...               ...               ...   \n",
       "1663           Landslide         Medium          Flooding                     \n",
       "1664           Landslide          Large          Downpour                     \n",
       "1665           Landslide         Medium          Downpour                     \n",
       "1666           Landslide         Medium          Downpour                     \n",
       "1667           Landslide         Medium          Downpour                     \n",
       "1668           Landslide         Medium          Downpour                     \n",
       "1669           Landslide         Medium              Rain                     \n",
       "1670           Landslide         Medium              Rain                     \n",
       "1671           Landslide         Medium              Rain  cold front No. 7   \n",
       "1672           Landslide         Medium              Rain                     \n",
       "1673           Landslide         Medium          Flooding                     \n",
       "1674           Landslide         Medium           Unknown                     \n",
       "1675            Rockfall          Small              Rain                     \n",
       "1676            Rockfall         Medium       Freeze thaw                     \n",
       "1677            Rockfall         Medium           Unknown                     \n",
       "1678           Landslide         Medium           Unknown                     \n",
       "1679            Rockfall          Small       Freeze thaw                     \n",
       "1680            Rockfall         Medium           Unknown                     \n",
       "1681            Rockfall          Small              Rain                     \n",
       "1682            Rockfall          Small           Unknown                     \n",
       "1683            Rockfall          Small              Rain                     \n",
       "1684            Rockfall          Small       Freeze thaw                     \n",
       "1685            Rockfall          Small           Unknown                     \n",
       "1686            Rockfall          Small           Unknown                     \n",
       "1687            Mudslide         Medium           Unknown                     \n",
       "1688            Rockfall          Small                                       \n",
       "1689            Mudslide          Small           Unknown                     \n",
       "1690           Landslide          Small              Rain                     \n",
       "1691            Rockfall          Small           Unknown                     \n",
       "1692            Rockfall          Small           Unknown                     \n",
       "\n",
       "     injuries fatalities                                        source_name  \\\n",
       "0                                                                NBC 4 news   \n",
       "1                                                            Canton Rep.com   \n",
       "2                                                The Pittsburgh Channel.com   \n",
       "3                                                                 Le Soleil   \n",
       "4                      0                             Matthew Crawford (KGS)   \n",
       "5                                                 Applalachain news-express   \n",
       "6                                                       Sioux City Journnal   \n",
       "7                     13                             Reuters - AlertNet.org   \n",
       "8                                                 Red Cross - Field reports   \n",
       "9                                                 Red Cross - Field reports   \n",
       "10                                                Red Cross - Field reports   \n",
       "11                                                                NBC5i.com   \n",
       "12                     7                                        nytimes.com   \n",
       "13                                                                            \n",
       "14                                                          Dominican Today   \n",
       "15                             Trinity River Authority - Grand Prarie Times   \n",
       "16                     5                               International Herald   \n",
       "17                                                          Jamaica Gleaner   \n",
       "18                                                   Telluride Daily Planet   \n",
       "19                     2                                      Tribune India   \n",
       "20                                                            The Sun Times   \n",
       "21                                                         Billings Gazette   \n",
       "22                                                        Post bulletin.com   \n",
       "23                                                     LaCrosse Tribune.com   \n",
       "24                                                                 FOX news   \n",
       "25                                                                WTOV9.com   \n",
       "26                        United Nations Development Programme - Relief Web   \n",
       "27                        United Nations Development Programme - Relief Web   \n",
       "28                     6                                       Inquirer.com   \n",
       "29                                                         Trinadad Express   \n",
       "...       ...        ...                                                ...   \n",
       "1663        0          0                                   PanamÃ¡ AmÃ©rica   \n",
       "1664        0          0                                Cuerpos de Bomberos   \n",
       "1665        0          0                                            Critica   \n",
       "1666        0          0                                            Critica   \n",
       "1667        0          0                                   PanamÃ¡ AmÃ©rica   \n",
       "1668        0          0                                   Noticias Caracol   \n",
       "1669        0          0                                       Cuarto Poder   \n",
       "1670        0          0                                    azteca noticias   \n",
       "1671        0          0                                    azteca noticias   \n",
       "1672        0          0                                       NVI noticias   \n",
       "1673        0          0                                  ver tiente global   \n",
       "1674        0          0                                               WJHL   \n",
       "1675        0          0                                               WPXI   \n",
       "1676        0          0                                                CBS   \n",
       "1677        0          0                                          NEWSSHINE   \n",
       "1678        0          0                                               WQBE   \n",
       "1679        0          0                                 Hamilton Spectator   \n",
       "1680        0          0                                               WSOC   \n",
       "1681        0          0                             Pomeroy Daily Sentinel   \n",
       "1682        0          0                                               KTVB   \n",
       "1683        1          0                                               KTVB   \n",
       "1684        0          0                                     Durango Herald   \n",
       "1685        0          0                                  Commercial Appeal   \n",
       "1686        0          0                          Bluefield Daily Telegraph   \n",
       "1687        0          0                               Tryon Daily Bulletin   \n",
       "1688        0          0                               Tryon Daily Bulletin   \n",
       "1689        0          0                                 Charleston Gazette   \n",
       "1690        0          0                          Bluefield Daily Telegraph   \n",
       "1691        0          0                          Bluefield Daily Telegraph   \n",
       "1692        0          0                                        Valley News   \n",
       "\n",
       "                                            source_link  \n",
       "0         http://www.nbc4.com/news/11186871/detail.html  \n",
       "1     http://www.cantonrep.com/index.php?ID=345054&C...  \n",
       "2     https://web.archive.org/web/20080423132842/htt...  \n",
       "3     http://www.hebdos.net/lsc/edition162007/articl...  \n",
       "4                                                        \n",
       "5     http://www.news-expressky.com/articles/2007/04...  \n",
       "6     http://www.siouxcityjournal.com/articles/2007/...  \n",
       "7     http://www.reuters.com/news/video/videoStory?v...  \n",
       "8     https://www-secure.ifrc.org/dmis/prepare/view_...  \n",
       "9     https://www-secure.ifrc.org/dmis/prepare/view_...  \n",
       "10    https://www-secure.ifrc.org/dmis/prepare/view_...  \n",
       "11       http://www.nbc5i.com/news/13604036/detail.html  \n",
       "12    http://www.nytimes.com/2007/07/04/world/americ...  \n",
       "13    http://www.cfra.com/headlines/index.asp?cat=1&...  \n",
       "14    http://www.dominicantoday.com/app/article.aspx...  \n",
       "15    http://www.gptimes.com/?story_20070627130646_s...  \n",
       "16    http://www.iht.com/articles/ap/2007/08/09/amer...  \n",
       "17    http://www.jamaica-gleaner.com/gleaner/2007081...  \n",
       "18    http://www.telluridegateway.com/articles/2007/...  \n",
       "19    http://www.tribuneindia.com/2007/20070817/hima...  \n",
       "20    http://www.suntimes.com/news/nation/516414,19f...  \n",
       "21    http://www.billingsgazette.net/articles/2007/0...  \n",
       "22    http://www.postbulletin.com/newsmanager/templa...  \n",
       "23    http://www.lacrossetribune.com/articles/2007/0...  \n",
       "24    http://www.fox23news.com/news/national/story.a...  \n",
       "25       http://www.wtov9.com/news/13943449/detail.html  \n",
       "26    http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...  \n",
       "27    http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...  \n",
       "28    http://newsinfo.inquirer.net/breakingnews/worl...  \n",
       "29    http://www.trinidadexpress.com/index.pl/articl...  \n",
       "...                                                 ...  \n",
       "1663  http://www.panamaamerica.com.pa/provincias/tem...  \n",
       "1664  http://www.bomberos.gob.pa/2015/09/gobierno-de...  \n",
       "1665  http://www.critica.com.pa/nacional/deslizamien...  \n",
       "1666  http://www.critica.com.pa/nacional/deslizamien...  \n",
       "1667  http://www.panamaamerica.com.pa/provincias/tem...  \n",
       "1668  http://www.noticiascaracol.com/colombia/al-mar...  \n",
       "1669  http://www.cuartopoder.mx/deslaveafectacarrete...  \n",
       "1670  http://www.aztecanoticias.com.mx/notas/estados...  \n",
       "1671  http://www.aztecanoticias.com.mx/notas/estados...  \n",
       "1672  http://www.noticiasnet.mx/portal/chiapas/gener...  \n",
       "1673                http://vertienteglobal.com/?p=49401  \n",
       "1674  http://wjhl.com/2016/02/24/rockslide-could-lea...  \n",
       "1675  http://www.wpxi.com/news/news/local/rockslide-...  \n",
       "1676  http://denver.cbslocal.com/2016/02/16/i-70-clo...  \n",
       "1677  http://www.newsshine.com/us-local-news/virgini...  \n",
       "1678   http://www.wqbe.com/rockslide-changes-bus-route/  \n",
       "1679  http://www.thespec.com/news-story/6341970-fall...  \n",
       "1680  http://www.wsoctv.com/news/rock-slide-shuts-do...  \n",
       "1681  http://mydailysentinel.com/top-stories/4538/ro...  \n",
       "1682  http://www.ktvb.com/news/local/itd-working-to-...  \n",
       "1683  http://www.ktvb.com/news/local/itd-working-to-...  \n",
       "1684  http://www.durangoherald.com/article/20160227/...  \n",
       "1685  http://www.commercialappeal.com/news/regional/...  \n",
       "1686  http://www.bdtonline.com/news/rockslide-blocks...  \n",
       "1687  http://www.tryondailybulletin.com/2016/02/26/u...  \n",
       "1688  http://www.tryondailybulletin.com/2016/02/26/u...  \n",
       "1689  http://www.wvgazettemail.com/news/20160222/us-...  \n",
       "1690  http://www.bdtonline.com/news/officials-cautio...  \n",
       "1691  http://www.bdtonline.com/news/rockslide-snarls...  \n",
       "1692  http://www.vnews.com/home/21353539-95/loose-ledge  \n",
       "\n",
       "[1693 rows x 23 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.replace(['NA', 'Na', 'na', 'nA'],\"North America\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>continent_code</th>\n",
       "      <th>country_name</th>\n",
       "      <th>country_code</th>\n",
       "      <th>state/province</th>\n",
       "      <th>population</th>\n",
       "      <th>city/town</th>\n",
       "      <th>distance</th>\n",
       "      <th>...</th>\n",
       "      <th>geolocation</th>\n",
       "      <th>hazard_type</th>\n",
       "      <th>landslide_type</th>\n",
       "      <th>landslide_size</th>\n",
       "      <th>trigger</th>\n",
       "      <th>storm_name</th>\n",
       "      <th>injuries</th>\n",
       "      <th>fatalities</th>\n",
       "      <th>source_name</th>\n",
       "      <th>source_link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34</td>\n",
       "      <td>3/2/2007</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>16000</td>\n",
       "      <td>Cherry Hill</td>\n",
       "      <td>3.40765</td>\n",
       "      <td>...</td>\n",
       "      <td>(38.600900000000003, -77.268199999999993)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NBC 4 news</td>\n",
       "      <td>http://www.nbc4.com/news/11186871/detail.html</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>42</td>\n",
       "      <td>22/3/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>17288</td>\n",
       "      <td>New Philadelphia</td>\n",
       "      <td>3.33522</td>\n",
       "      <td>...</td>\n",
       "      <td>(40.517499999999998, -81.430499999999995)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Canton Rep.com</td>\n",
       "      <td>http://www.cantonrep.com/index.php?ID=345054&amp;C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>56</td>\n",
       "      <td>4/6/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>15930</td>\n",
       "      <td>Wilkinsburg</td>\n",
       "      <td>2.91977</td>\n",
       "      <td>...</td>\n",
       "      <td>(40.4377, -79.915999999999997)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Pittsburgh Channel.com</td>\n",
       "      <td>https://web.archive.org/web/20080423132842/htt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>59</td>\n",
       "      <td>4/14/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>42786</td>\n",
       "      <td>ChÃ¢teauguay</td>\n",
       "      <td>2.98682</td>\n",
       "      <td>...</td>\n",
       "      <td>(45.322600000000001, -73.777100000000004)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Riverbank collapse</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Le Soleil</td>\n",
       "      <td>http://www.hebdos.net/lsc/edition162007/articl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>61</td>\n",
       "      <td>4/15/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>5.66542</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.432499999999997, -82.493099999999998)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>Matthew Crawford (KGS)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>64</td>\n",
       "      <td>4/20/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>0.23715</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.481400000000001, -82.518600000000006)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Applalachain news-express</td>\n",
       "      <td>http://www.news-expressky.com/articles/2007/04...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>67</td>\n",
       "      <td>14/4/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>2540</td>\n",
       "      <td>Dakota Dunes</td>\n",
       "      <td>2.48033</td>\n",
       "      <td>...</td>\n",
       "      <td>(42.494100000000003, -96.457599999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Sioux City Journnal</td>\n",
       "      <td>http://www.siouxcityjournal.com/articles/2007/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>77</td>\n",
       "      <td>5/21/2007</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>Risaralda</td>\n",
       "      <td>440118</td>\n",
       "      <td>Pereira</td>\n",
       "      <td>0.62022</td>\n",
       "      <td>...</td>\n",
       "      <td>(4.8080999999999996, -75.694100000000006)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Large</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13</td>\n",
       "      <td>Reuters - AlertNet.org</td>\n",
       "      <td>http://www.reuters.com/news/video/videoStory?v...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>105</td>\n",
       "      <td>6/27/2007</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Zamora-Chinchipe</td>\n",
       "      <td>15276</td>\n",
       "      <td>Zamora</td>\n",
       "      <td>0.47714</td>\n",
       "      <td>...</td>\n",
       "      <td>(-4.0650000000000004, -78.950999999999993)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>106</td>\n",
       "      <td>27/6/2007</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Loja</td>\n",
       "      <td>117796</td>\n",
       "      <td>Loja</td>\n",
       "      <td>0.35649</td>\n",
       "      <td>...</td>\n",
       "      <td>(-3.99, -79.204999999999998)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>107</td>\n",
       "      <td>6/27/2007</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Pichincha</td>\n",
       "      <td>5114</td>\n",
       "      <td>SangolquÃ­</td>\n",
       "      <td>33.94603</td>\n",
       "      <td>...</td>\n",
       "      <td>(-0.35599999999999998, -78.147999999999996)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>109</td>\n",
       "      <td>7/1/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Texas</td>\n",
       "      <td>42409</td>\n",
       "      <td>Haltom City</td>\n",
       "      <td>0.03668</td>\n",
       "      <td>...</td>\n",
       "      <td>(32.799500000000002, -97.268799999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NBC5i.com</td>\n",
       "      <td>http://www.nbc5i.com/news/13604036/detail.html</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>115</td>\n",
       "      <td>7/4/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>TX</td>\n",
       "      <td>1947</td>\n",
       "      <td>Laguna Chica (Pueblo Nuevo)</td>\n",
       "      <td>9.51003</td>\n",
       "      <td>...</td>\n",
       "      <td>(18.536899999999999, -96.822900000000004)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "      <td>nytimes.com</td>\n",
       "      <td>http://www.nytimes.com/2007/07/04/world/americ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>119</td>\n",
       "      <td>7/8/2007</td>\n",
       "      <td></td>\n",
       "      <td>null</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>812129</td>\n",
       "      <td>Ottawa</td>\n",
       "      <td>1.74759</td>\n",
       "      <td>...</td>\n",
       "      <td>(45.425699999999999, -75.689599999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>http://www.cfra.com/headlines/index.asp?cat=1&amp;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>124</td>\n",
       "      <td>7/13/2007</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>DO</td>\n",
       "      <td>Distrito Nacional</td>\n",
       "      <td>13456</td>\n",
       "      <td>San Carlos</td>\n",
       "      <td>1.70298</td>\n",
       "      <td>...</td>\n",
       "      <td>(18.4757, -69.914000000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Dominican Today</td>\n",
       "      <td>http://www.dominicantoday.com/app/article.aspx...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>138</td>\n",
       "      <td>7/24/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Texas</td>\n",
       "      <td>175396</td>\n",
       "      <td>Grand Prairie</td>\n",
       "      <td>5.66936</td>\n",
       "      <td>...</td>\n",
       "      <td>(32.7883, -97.031700000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Trinity River Authority - Grand Prarie Times</td>\n",
       "      <td>http://www.gptimes.com/?story_20070627130646_s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>165</td>\n",
       "      <td>8/9/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>47247</td>\n",
       "      <td>San JosÃ© Pinula</td>\n",
       "      <td>4.74385</td>\n",
       "      <td>...</td>\n",
       "      <td>(14.566700000000001, -90.45)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>International Herald</td>\n",
       "      <td>http://www.iht.com/articles/ap/2007/08/09/amer...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>174</td>\n",
       "      <td>8/11/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>JM</td>\n",
       "      <td>Portland</td>\n",
       "      <td>14400</td>\n",
       "      <td>Port Antonio</td>\n",
       "      <td>7.79027</td>\n",
       "      <td>...</td>\n",
       "      <td>(18.125800000000002, -76.508200000000002)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Jamaica Gleaner</td>\n",
       "      <td>http://www.jamaica-gleaner.com/gleaner/2007081...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>185</td>\n",
       "      <td>8/14/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>2475</td>\n",
       "      <td>Meeker</td>\n",
       "      <td>10.87949</td>\n",
       "      <td>...</td>\n",
       "      <td>(39.942500000000003, -107.8818)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Telluride Daily Planet</td>\n",
       "      <td>http://www.telluridegateway.com/articles/2007/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>186</td>\n",
       "      <td>8/17/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Dominica</td>\n",
       "      <td>DM</td>\n",
       "      <td>Saint Paul</td>\n",
       "      <td>702</td>\n",
       "      <td>Pont CassÃ©</td>\n",
       "      <td>3.39516</td>\n",
       "      <td>...</td>\n",
       "      <td>(15.337899999999999, -61.360999999999997)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>Tribune India</td>\n",
       "      <td>http://www.tribuneindia.com/2007/20070817/hima...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>187</td>\n",
       "      <td>8/18/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>US</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>2868</td>\n",
       "      <td>Caledonia</td>\n",
       "      <td>22.31062</td>\n",
       "      <td>...</td>\n",
       "      <td>(43.595999999999997, -91.2256)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Sun Times</td>\n",
       "      <td>http://www.suntimes.com/news/nation/516414,19f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>188</td>\n",
       "      <td>8/18/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>9520</td>\n",
       "      <td>Cody</td>\n",
       "      <td>64.74594</td>\n",
       "      <td>...</td>\n",
       "      <td>(44.465899999999998, -109.86620000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Billings Gazette</td>\n",
       "      <td>http://www.billingsgazette.net/articles/2007/0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>189</td>\n",
       "      <td>8/18/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>106769</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>...</td>\n",
       "      <td>(44.0304, -92.467100000000002)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Post bulletin.com</td>\n",
       "      <td>http://www.postbulletin.com/newsmanager/templa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>193</td>\n",
       "      <td>8/19/2007</td>\n",
       "      <td></td>\n",
       "      <td>null</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>51320</td>\n",
       "      <td>La Crosse</td>\n",
       "      <td>13.62525</td>\n",
       "      <td>...</td>\n",
       "      <td>(43.679600000000001, -91.219399999999993)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>LaCrosse Tribune.com</td>\n",
       "      <td>http://www.lacrossetribune.com/articles/2007/0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>194</td>\n",
       "      <td>8/19/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>WI</td>\n",
       "      <td>51320</td>\n",
       "      <td>La Crosse</td>\n",
       "      <td>12.91337</td>\n",
       "      <td>...</td>\n",
       "      <td>(43.689, -91.280600000000007)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>FOX news</td>\n",
       "      <td>http://www.fox23news.com/news/national/story.a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>197</td>\n",
       "      <td>20/8/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>1526</td>\n",
       "      <td>Glendale</td>\n",
       "      <td>3.492</td>\n",
       "      <td>...</td>\n",
       "      <td>(39.957999999999998, -80.793499999999995)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>WTOV9.com</td>\n",
       "      <td>http://www.wtov9.com/news/13943449/detail.html</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>198</td>\n",
       "      <td>8/21/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Alta Verapaz</td>\n",
       "      <td>2006</td>\n",
       "      <td>LanquÃ­n</td>\n",
       "      <td>13.39817</td>\n",
       "      <td>...</td>\n",
       "      <td>(15.6046, -90.085300000000004)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>United Nations Development Programme - Relief Web</td>\n",
       "      <td>http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>199</td>\n",
       "      <td>8/21/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Izabal</td>\n",
       "      <td>18994</td>\n",
       "      <td>Morales</td>\n",
       "      <td>12.55184</td>\n",
       "      <td>...</td>\n",
       "      <td>(15.516299999999999, -88.928600000000003)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>United Nations Development Programme - Relief Web</td>\n",
       "      <td>http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>201</td>\n",
       "      <td>8/23/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Puebla</td>\n",
       "      <td>1414</td>\n",
       "      <td>Xochitlaxco (San Baltazar)</td>\n",
       "      <td>1.68294</td>\n",
       "      <td>...</td>\n",
       "      <td>(19.933299999999999, -97.85)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td>Inquirer.com</td>\n",
       "      <td>http://newsinfo.inquirer.net/breakingnews/worl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>224</td>\n",
       "      <td>9/1/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>TT</td>\n",
       "      <td>Tobago</td>\n",
       "      <td>17000</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>9.11607</td>\n",
       "      <td>...</td>\n",
       "      <td>(11.2415, -60.674199999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Felix</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Trinadad Express</td>\n",
       "      <td>http://www.trinidadexpress.com/index.pl/articl...</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>1663</th>\n",
       "      <td>7508</td>\n",
       "      <td>9/17/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>CoclÃ©</td>\n",
       "      <td>0</td>\n",
       "      <td>Caballero</td>\n",
       "      <td>0.21605</td>\n",
       "      <td>...</td>\n",
       "      <td>(8.5414999999999992, -80.197800000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Flooding</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PanamÃ¡ AmÃ©rica</td>\n",
       "      <td>http://www.panamaamerica.com.pa/provincias/tem...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1664</th>\n",
       "      <td>7509</td>\n",
       "      <td>9/10/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>2.59449</td>\n",
       "      <td>...</td>\n",
       "      <td>(9.0417000000000005, -79.448700000000002)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Large</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cuerpos de Bomberos</td>\n",
       "      <td>http://www.bomberos.gob.pa/2015/09/gobierno-de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1665</th>\n",
       "      <td>7510</td>\n",
       "      <td>8/31/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>3.30848</td>\n",
       "      <td>...</td>\n",
       "      <td>(9.0687999999999995, -79.494399999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Critica</td>\n",
       "      <td>http://www.critica.com.pa/nacional/deslizamien...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1666</th>\n",
       "      <td>7511</td>\n",
       "      <td>8/31/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>3.54386</td>\n",
       "      <td>...</td>\n",
       "      <td>(9.0771999999999995, -79.488200000000006)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Critica</td>\n",
       "      <td>http://www.critica.com.pa/nacional/deslizamien...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1667</th>\n",
       "      <td>7512</td>\n",
       "      <td>9/22/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>76815</td>\n",
       "      <td>ArraijÃ¡n</td>\n",
       "      <td>1.80341</td>\n",
       "      <td>...</td>\n",
       "      <td>(8.9496000000000002, -79.633600000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PanamÃ¡ AmÃ©rica</td>\n",
       "      <td>http://www.panamaamerica.com.pa/provincias/tem...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1668</th>\n",
       "      <td>7513</td>\n",
       "      <td>5/9/2015</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>Antioquia</td>\n",
       "      <td>4811</td>\n",
       "      <td>MutatÃ¡</td>\n",
       "      <td>15.04256</td>\n",
       "      <td>...</td>\n",
       "      <td>(7.1106999999999996, -76.408900000000003)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Noticias Caracol</td>\n",
       "      <td>http://www.noticiascaracol.com/colombia/al-mar...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1669</th>\n",
       "      <td>7514</td>\n",
       "      <td>5/23/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>3796</td>\n",
       "      <td>Santo Domingo</td>\n",
       "      <td>0.76257</td>\n",
       "      <td>...</td>\n",
       "      <td>(15.0337, -92.112399999999994)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cuarto Poder</td>\n",
       "      <td>http://www.cuartopoder.mx/deslaveafectacarrete...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1670</th>\n",
       "      <td>7515</td>\n",
       "      <td>10/21/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>19092</td>\n",
       "      <td>Motozintla de Mendoza</td>\n",
       "      <td>2.06743</td>\n",
       "      <td>...</td>\n",
       "      <td>(15.3482, -92.252300000000005)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>azteca noticias</td>\n",
       "      <td>http://www.aztecanoticias.com.mx/notas/estados...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1671</th>\n",
       "      <td>7516</td>\n",
       "      <td>10/21/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>18608</td>\n",
       "      <td>Emiliano Zapata</td>\n",
       "      <td>4.68443</td>\n",
       "      <td>...</td>\n",
       "      <td>(17.705500000000001, -91.741600000000005)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>cold front No. 7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>azteca noticias</td>\n",
       "      <td>http://www.aztecanoticias.com.mx/notas/estados...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1672</th>\n",
       "      <td>7517</td>\n",
       "      <td>9/12/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>6089</td>\n",
       "      <td>Tila</td>\n",
       "      <td>1.73469</td>\n",
       "      <td>...</td>\n",
       "      <td>(17.311199999999999, -92.439300000000003)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NVI noticias</td>\n",
       "      <td>http://www.noticiasnet.mx/portal/chiapas/gener...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1673</th>\n",
       "      <td>7518</td>\n",
       "      <td>10/15/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Tabasco</td>\n",
       "      <td>32415</td>\n",
       "      <td>Tenosique de Pino SuÃ¡rez</td>\n",
       "      <td>15.2226</td>\n",
       "      <td>...</td>\n",
       "      <td>(17.4054, -91.2988)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Flooding</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>ver tiente global</td>\n",
       "      <td>http://vertienteglobal.com/?p=49401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1674</th>\n",
       "      <td>7519</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1371</td>\n",
       "      <td>Springville</td>\n",
       "      <td>8.58443</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.2699, -81.372399999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WJHL</td>\n",
       "      <td>http://wjhl.com/2016/02/24/rockslide-could-lea...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1675</th>\n",
       "      <td>7520</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>5951</td>\n",
       "      <td>Crafton</td>\n",
       "      <td>1.45894</td>\n",
       "      <td>...</td>\n",
       "      <td>(40.4377, -80.082999999999998)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WPXI</td>\n",
       "      <td>http://www.wpxi.com/news/news/local/rockslide-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1676</th>\n",
       "      <td>7521</td>\n",
       "      <td>2/15/2016</td>\n",
       "      <td>Morning</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>9614</td>\n",
       "      <td>Glenwood Springs</td>\n",
       "      <td>13.85194</td>\n",
       "      <td>...</td>\n",
       "      <td>(39.592599999999997, -107.1799)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>CBS</td>\n",
       "      <td>http://denver.cbslocal.com/2016/02/16/i-70-clo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1677</th>\n",
       "      <td>7522</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1128</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>3.21144</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.3444, -80.6203)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NEWSSHINE</td>\n",
       "      <td>http://www.newsshine.com/us-local-news/virgini...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1678</th>\n",
       "      <td>7524</td>\n",
       "      <td>2/21/2016</td>\n",
       "      <td>14:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>51400</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>6.43349</td>\n",
       "      <td>...</td>\n",
       "      <td>(38.398899999999998, -81.584999999999994)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WQBE</td>\n",
       "      <td>http://www.wqbe.com/rockslide-changes-bus-route/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679</th>\n",
       "      <td>7526</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td>Morning</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>519949</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>2.00473</td>\n",
       "      <td>...</td>\n",
       "      <td>(43.237200000000001, -79.832400000000007)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Hamilton Spectator</td>\n",
       "      <td>http://www.thespec.com/news-story/6341970-fall...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1680</th>\n",
       "      <td>7527</td>\n",
       "      <td>1/28/2016</td>\n",
       "      <td>9:45</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1241</td>\n",
       "      <td>Blowing Rock</td>\n",
       "      <td>4.20387</td>\n",
       "      <td>...</td>\n",
       "      <td>(36.106200000000001, -81.647499999999994)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WSOC</td>\n",
       "      <td>http://www.wsoctv.com/news/rock-slide-shuts-do...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1681</th>\n",
       "      <td>7528</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td>4:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1560</td>\n",
       "      <td>New Haven</td>\n",
       "      <td>6.83465</td>\n",
       "      <td>...</td>\n",
       "      <td>(38.951900000000002, -81.908199999999994)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Pomeroy Daily Sentinel</td>\n",
       "      <td>http://mydailysentinel.com/top-stories/4538/ro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1682</th>\n",
       "      <td>7529</td>\n",
       "      <td>2/27/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>939</td>\n",
       "      <td>Cascade</td>\n",
       "      <td>22.78728</td>\n",
       "      <td>...</td>\n",
       "      <td>(44.3127, -116.07599999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>KTVB</td>\n",
       "      <td>http://www.ktvb.com/news/local/itd-working-to-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1683</th>\n",
       "      <td>7530</td>\n",
       "      <td>2/27/2016</td>\n",
       "      <td>15:30</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>485</td>\n",
       "      <td>Idaho City</td>\n",
       "      <td>24.16064</td>\n",
       "      <td>...</td>\n",
       "      <td>(44.103999999999999, -116.0033)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>KTVB</td>\n",
       "      <td>http://www.ktvb.com/news/local/itd-working-to-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1684</th>\n",
       "      <td>7531</td>\n",
       "      <td>2/14/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>16887</td>\n",
       "      <td>Durango</td>\n",
       "      <td>22.57467</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.072000000000003, -107.8717)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Durango Herald</td>\n",
       "      <td>http://www.durangoherald.com/article/20160227/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1685</th>\n",
       "      <td>7532</td>\n",
       "      <td>2/26/2016</td>\n",
       "      <td>15:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jacksboro</td>\n",
       "      <td>8.43321</td>\n",
       "      <td>...</td>\n",
       "      <td>(36.383299999999998, -84.250799999999998)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Commercial Appeal</td>\n",
       "      <td>http://www.commercialappeal.com/news/regional/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1686</th>\n",
       "      <td>7533</td>\n",
       "      <td>2/27/2016</td>\n",
       "      <td>12:15</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>2184</td>\n",
       "      <td>Bluewell</td>\n",
       "      <td>5.07093</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.328699999999998, -81.313400000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/rockslide-blocks...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1687</th>\n",
       "      <td>7534</td>\n",
       "      <td>11/29/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1646</td>\n",
       "      <td>Tryon</td>\n",
       "      <td>7.69666</td>\n",
       "      <td>...</td>\n",
       "      <td>(35.220700000000001, -82.321600000000004)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tryon Daily Bulletin</td>\n",
       "      <td>http://www.tryondailybulletin.com/2016/02/26/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1688</th>\n",
       "      <td>7535</td>\n",
       "      <td>12/7/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1646</td>\n",
       "      <td>Tryon</td>\n",
       "      <td>7.80866</td>\n",
       "      <td>...</td>\n",
       "      <td>(35.221899999999998, -82.322599999999994)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tryon Daily Bulletin</td>\n",
       "      <td>http://www.tryondailybulletin.com/2016/02/26/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1689</th>\n",
       "      <td>7537</td>\n",
       "      <td>2/22/2016</td>\n",
       "      <td>0:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>51400</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>6.84721</td>\n",
       "      <td>...</td>\n",
       "      <td>(38.398699999999998, -81.584800000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Charleston Gazette</td>\n",
       "      <td>http://www.wvgazettemail.com/news/20160222/us-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1690</th>\n",
       "      <td>7539</td>\n",
       "      <td>2/23/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>2406</td>\n",
       "      <td>Welch</td>\n",
       "      <td>14.19735</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.409599999999998, -81.4268)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/officials-cautio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1691</th>\n",
       "      <td>7540</td>\n",
       "      <td>2/26/2016</td>\n",
       "      <td>21:06</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>1048</td>\n",
       "      <td>Athens</td>\n",
       "      <td>12.00678</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.501100000000001, -81.109300000000005)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/rockslide-snarls...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1692</th>\n",
       "      <td>7541</td>\n",
       "      <td>3/2/2016</td>\n",
       "      <td>8:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>2066</td>\n",
       "      <td>Windsor</td>\n",
       "      <td>1.78429</td>\n",
       "      <td>...</td>\n",
       "      <td>(43.4771, -72.406599999999997)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Valley News</td>\n",
       "      <td>http://www.vnews.com/home/21353539-95/loose-ledge</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1693 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id        date     time continent_code         country_name  \\\n",
       "0       34    3/2/2007    Night  North America        United States   \n",
       "1       42   22/3/2007           North America        United States   \n",
       "2       56    4/6/2007           North America        United States   \n",
       "3       59   4/14/2007           North America               Canada   \n",
       "4       61   4/15/2007           North America        United States   \n",
       "5       64   4/20/2007           North America        United States   \n",
       "6       67   14/4/2007           North America        United States   \n",
       "7       77   5/21/2007           South America             Colombia   \n",
       "8      105   6/27/2007           South America              Ecuador   \n",
       "9      106   27/6/2007           South America              Ecuador   \n",
       "10     107   6/27/2007           South America              Ecuador   \n",
       "11     109    7/1/2007           North America        United States   \n",
       "12     115    7/4/2007           North America               Mexico   \n",
       "13     119    7/8/2007                    null               Canada   \n",
       "14     124   7/13/2007    Night  North America   Dominican Republic   \n",
       "15     138   7/24/2007           North America        United States   \n",
       "16     165    8/9/2007           North America            Guatemala   \n",
       "17     174   8/11/2007           North America              Jamaica   \n",
       "18     185   8/14/2007           North America        United States   \n",
       "19     186   8/17/2007           North America             Dominica   \n",
       "20     187   8/18/2007           North America                Egypt   \n",
       "21     188   8/18/2007           North America        United States   \n",
       "22     189   8/18/2007           North America        United States   \n",
       "23     193   8/19/2007                    null        United States   \n",
       "24     194   8/19/2007           North America        United States   \n",
       "25     197   20/8/2007           North America        United States   \n",
       "26     198   8/21/2007           North America            Guatemala   \n",
       "27     199   8/21/2007           North America            Guatemala   \n",
       "28     201   8/23/2007           North America               Mexico   \n",
       "29     224    9/1/2007           North America  Trinidad and Tobago   \n",
       "...    ...         ...      ...            ...                  ...   \n",
       "1663  7508   9/17/2015           North America               Panama   \n",
       "1664  7509   9/10/2015           North America               Panama   \n",
       "1665  7510   8/31/2015           North America               Panama   \n",
       "1666  7511   8/31/2015           North America               Panama   \n",
       "1667  7512   9/22/2015           North America               Panama   \n",
       "1668  7513    5/9/2015           South America             Colombia   \n",
       "1669  7514   5/23/2015           North America               Mexico   \n",
       "1670  7515  10/21/2015           North America               Mexico   \n",
       "1671  7516  10/21/2015           North America               Mexico   \n",
       "1672  7517   9/12/2015           North America               Mexico   \n",
       "1673  7518  10/15/2015           North America               Mexico   \n",
       "1674  7519   2/24/2016           North America        United States   \n",
       "1675  7520   2/24/2016    Night  North America        United States   \n",
       "1676  7521   2/15/2016  Morning  North America        United States   \n",
       "1677  7522   2/24/2016           North America        United States   \n",
       "1678  7524   2/21/2016    14:00  North America        United States   \n",
       "1679  7526   2/24/2016  Morning  North America               Canada   \n",
       "1680  7527   1/28/2016     9:45  North America        United States   \n",
       "1681  7528   2/24/2016     4:00  North America        United States   \n",
       "1682  7529   2/27/2016           North America        United States   \n",
       "1683  7530   2/27/2016    15:30  North America        United States   \n",
       "1684  7531   2/14/2016           North America        United States   \n",
       "1685  7532   2/26/2016    15:00  North America        United States   \n",
       "1686  7533   2/27/2016    12:15  North America        United States   \n",
       "1687  7534  11/29/2015           North America        United States   \n",
       "1688  7535   12/7/2015           North America        United States   \n",
       "1689  7537   2/22/2016     0:00  North America        United States   \n",
       "1690  7539   2/23/2016           North America        United States   \n",
       "1691  7540   2/26/2016    21:06  North America        United States   \n",
       "1692  7541    3/2/2016     8:00  North America        United States   \n",
       "\n",
       "     country_code     state/province  population                    city/town  \\\n",
       "0              US           Virginia       16000                  Cherry Hill   \n",
       "1              US               Ohio       17288             New Philadelphia   \n",
       "2              US       Pennsylvania       15930                  Wilkinsburg   \n",
       "3              CA             Quebec       42786                 ChÃ¢teauguay   \n",
       "4              US           Kentucky        6903                    Pikeville   \n",
       "5              US           Kentucky        6903                    Pikeville   \n",
       "6              US       South Dakota        2540                 Dakota Dunes   \n",
       "7              CO          Risaralda      440118                      Pereira   \n",
       "8              EC   Zamora-Chinchipe       15276                       Zamora   \n",
       "9              EC               Loja      117796                         Loja   \n",
       "10             EC          Pichincha        5114                   SangolquÃ­   \n",
       "11             US              Texas       42409                  Haltom City   \n",
       "12             MX                 TX        1947  Laguna Chica (Pueblo Nuevo)   \n",
       "13             CA            Ontario      812129                       Ottawa   \n",
       "14             DO  Distrito Nacional       13456                   San Carlos   \n",
       "15             US              Texas      175396                Grand Prairie   \n",
       "16             GT          Guatemala       47247             San JosÃ© Pinula   \n",
       "17             JM           Portland       14400                 Port Antonio   \n",
       "18             US           Colorado        2475                       Meeker   \n",
       "19             DM         Saint Paul         702                  Pont CassÃ©   \n",
       "20             US          Minnesota        2868                    Caledonia   \n",
       "21             US            Wyoming        9520                         Cody   \n",
       "22             US          Minnesota      106769                    Rochester   \n",
       "23             US          Wisconsin       51320                    La Crosse   \n",
       "24             US                 WI       51320                    La Crosse   \n",
       "25             US      West Virginia        1526                     Glendale   \n",
       "26             GT       Alta Verapaz        2006                     LanquÃ­n   \n",
       "27             GT             Izabal       18994                      Morales   \n",
       "28             MX             Puebla        1414   Xochitlaxco (San Baltazar)   \n",
       "29             TT             Tobago       17000                  Scarborough   \n",
       "...           ...                ...         ...                          ...   \n",
       "1663           PA             CoclÃ©           0                    Caballero   \n",
       "1664           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1665           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1666           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1667           PA            PanamÃ¡       76815                    ArraijÃ¡n   \n",
       "1668           CO          Antioquia        4811                      MutatÃ¡   \n",
       "1669           MX            Chiapas        3796                Santo Domingo   \n",
       "1670           MX            Chiapas       19092        Motozintla de Mendoza   \n",
       "1671           MX            Chiapas       18608              Emiliano Zapata   \n",
       "1672           MX            Chiapas        6089                         Tila   \n",
       "1673           MX            Tabasco       32415    Tenosique de Pino SuÃ¡rez   \n",
       "1674           US           Virginia        1371                  Springville   \n",
       "1675           US       Pennsylvania        5951                      Crafton   \n",
       "1676           US           Colorado        9614             Glenwood Springs   \n",
       "1677           US           Virginia        1128                     Pembroke   \n",
       "1678           US      West Virginia       51400                   Charleston   \n",
       "1679           CA            Ontario      519949                     Hamilton   \n",
       "1680           US     North Carolina        1241                 Blowing Rock   \n",
       "1681           US               Ohio        1560                    New Haven   \n",
       "1682           US              Idaho         939                      Cascade   \n",
       "1683           US              Idaho         485                   Idaho City   \n",
       "1684           US           Colorado       16887                      Durango   \n",
       "1685           US          Tennessee        2020                    Jacksboro   \n",
       "1686           US      West Virginia        2184                     Bluewell   \n",
       "1687           US     North Carolina        1646                        Tryon   \n",
       "1688           US     North Carolina        1646                        Tryon   \n",
       "1689           US      West Virginia       51400                   Charleston   \n",
       "1690           US      West Virginia        2406                        Welch   \n",
       "1691           US      West Virginia        1048                       Athens   \n",
       "1692           US            Vermont        2066                      Windsor   \n",
       "\n",
       "      distance                        ...                          \\\n",
       "0      3.40765                        ...                           \n",
       "1      3.33522                        ...                           \n",
       "2      2.91977                        ...                           \n",
       "3      2.98682                        ...                           \n",
       "4      5.66542                        ...                           \n",
       "5      0.23715                        ...                           \n",
       "6      2.48033                        ...                           \n",
       "7      0.62022                        ...                           \n",
       "8      0.47714                        ...                           \n",
       "9      0.35649                        ...                           \n",
       "10    33.94603                        ...                           \n",
       "11     0.03668                        ...                           \n",
       "12     9.51003                        ...                           \n",
       "13     1.74759                        ...                           \n",
       "14     1.70298                        ...                           \n",
       "15     5.66936                        ...                           \n",
       "16     4.74385                        ...                           \n",
       "17     7.79027                        ...                           \n",
       "18    10.87949                        ...                           \n",
       "19     3.39516                        ...                           \n",
       "20    22.31062                        ...                           \n",
       "21    64.74594                        ...                           \n",
       "22      0.9999                        ...                           \n",
       "23    13.62525                        ...                           \n",
       "24    12.91337                        ...                           \n",
       "25       3.492                        ...                           \n",
       "26    13.39817                        ...                           \n",
       "27    12.55184                        ...                           \n",
       "28     1.68294                        ...                           \n",
       "29     9.11607                        ...                           \n",
       "...        ...                        ...                           \n",
       "1663   0.21605                        ...                           \n",
       "1664   2.59449                        ...                           \n",
       "1665   3.30848                        ...                           \n",
       "1666   3.54386                        ...                           \n",
       "1667   1.80341                        ...                           \n",
       "1668  15.04256                        ...                           \n",
       "1669   0.76257                        ...                           \n",
       "1670   2.06743                        ...                           \n",
       "1671   4.68443                        ...                           \n",
       "1672   1.73469                        ...                           \n",
       "1673   15.2226                        ...                           \n",
       "1674   8.58443                        ...                           \n",
       "1675   1.45894                        ...                           \n",
       "1676  13.85194                        ...                           \n",
       "1677   3.21144                        ...                           \n",
       "1678   6.43349                        ...                           \n",
       "1679   2.00473                        ...                           \n",
       "1680   4.20387                        ...                           \n",
       "1681   6.83465                        ...                           \n",
       "1682  22.78728                        ...                           \n",
       "1683  24.16064                        ...                           \n",
       "1684  22.57467                        ...                           \n",
       "1685   8.43321                        ...                           \n",
       "1686   5.07093                        ...                           \n",
       "1687   7.69666                        ...                           \n",
       "1688   7.80866                        ...                           \n",
       "1689   6.84721                        ...                           \n",
       "1690  14.19735                        ...                           \n",
       "1691  12.00678                        ...                           \n",
       "1692   1.78429                        ...                           \n",
       "\n",
       "                                      geolocation hazard_type  \\\n",
       "0       (38.600900000000003, -77.268199999999993)   Landslide   \n",
       "1       (40.517499999999998, -81.430499999999995)   Landslide   \n",
       "2                  (40.4377, -79.915999999999997)   Landslide   \n",
       "3       (45.322600000000001, -73.777100000000004)   Landslide   \n",
       "4       (37.432499999999997, -82.493099999999998)   Landslide   \n",
       "5       (37.481400000000001, -82.518600000000006)   Landslide   \n",
       "6       (42.494100000000003, -96.457599999999999)   Landslide   \n",
       "7       (4.8080999999999996, -75.694100000000006)   Landslide   \n",
       "8      (-4.0650000000000004, -78.950999999999993)   Landslide   \n",
       "9                    (-3.99, -79.204999999999998)   Landslide   \n",
       "10    (-0.35599999999999998, -78.147999999999996)   Landslide   \n",
       "11      (32.799500000000002, -97.268799999999999)   Landslide   \n",
       "12      (18.536899999999999, -96.822900000000004)   Landslide   \n",
       "13      (45.425699999999999, -75.689599999999999)   Landslide   \n",
       "14                 (18.4757, -69.914000000000001)   Landslide   \n",
       "15                 (32.7883, -97.031700000000001)   Landslide   \n",
       "16                   (14.566700000000001, -90.45)   Landslide   \n",
       "17      (18.125800000000002, -76.508200000000002)   Landslide   \n",
       "18                (39.942500000000003, -107.8818)   Landslide   \n",
       "19      (15.337899999999999, -61.360999999999997)   Landslide   \n",
       "20                 (43.595999999999997, -91.2256)   Landslide   \n",
       "21      (44.465899999999998, -109.86620000000001)   Landslide   \n",
       "22                 (44.0304, -92.467100000000002)   Landslide   \n",
       "23      (43.679600000000001, -91.219399999999993)   Landslide   \n",
       "24                  (43.689, -91.280600000000007)   Landslide   \n",
       "25      (39.957999999999998, -80.793499999999995)   Landslide   \n",
       "26                 (15.6046, -90.085300000000004)   Landslide   \n",
       "27      (15.516299999999999, -88.928600000000003)   Landslide   \n",
       "28                   (19.933299999999999, -97.85)   Landslide   \n",
       "29                 (11.2415, -60.674199999999999)   Landslide   \n",
       "...                                           ...         ...   \n",
       "1663    (8.5414999999999992, -80.197800000000001)   Landslide   \n",
       "1664    (9.0417000000000005, -79.448700000000002)   Landslide   \n",
       "1665    (9.0687999999999995, -79.494399999999999)   Landslide   \n",
       "1666    (9.0771999999999995, -79.488200000000006)   Landslide   \n",
       "1667    (8.9496000000000002, -79.633600000000001)   Landslide   \n",
       "1668    (7.1106999999999996, -76.408900000000003)   Landslide   \n",
       "1669               (15.0337, -92.112399999999994)   Landslide   \n",
       "1670               (15.3482, -92.252300000000005)   Landslide   \n",
       "1671    (17.705500000000001, -91.741600000000005)   Landslide   \n",
       "1672    (17.311199999999999, -92.439300000000003)   Landslide   \n",
       "1673                          (17.4054, -91.2988)   Landslide   \n",
       "1674               (37.2699, -81.372399999999999)   Landslide   \n",
       "1675               (40.4377, -80.082999999999998)   Landslide   \n",
       "1676              (39.592599999999997, -107.1799)   Landslide   \n",
       "1677                          (37.3444, -80.6203)   Landslide   \n",
       "1678    (38.398899999999998, -81.584999999999994)   Landslide   \n",
       "1679    (43.237200000000001, -79.832400000000007)   Landslide   \n",
       "1680    (36.106200000000001, -81.647499999999994)   Landslide   \n",
       "1681    (38.951900000000002, -81.908199999999994)   Landslide   \n",
       "1682               (44.3127, -116.07599999999999)   Landslide   \n",
       "1683              (44.103999999999999, -116.0033)   Landslide   \n",
       "1684              (37.072000000000003, -107.8717)   Landslide   \n",
       "1685    (36.383299999999998, -84.250799999999998)   Landslide   \n",
       "1686    (37.328699999999998, -81.313400000000001)   Landslide   \n",
       "1687    (35.220700000000001, -82.321600000000004)   Landslide   \n",
       "1688    (35.221899999999998, -82.322599999999994)   Landslide   \n",
       "1689    (38.398699999999998, -81.584800000000001)   Landslide   \n",
       "1690               (37.409599999999998, -81.4268)   Landslide   \n",
       "1691    (37.501100000000001, -81.109300000000005)   Landslide   \n",
       "1692               (43.4771, -72.406599999999997)   Landslide   \n",
       "\n",
       "          landslide_type landslide_size           trigger        storm_name  \\\n",
       "0              Landslide          Small              Rain                     \n",
       "1              Landslide          Small              Rain                     \n",
       "2              Landslide          Small              Rain                     \n",
       "3     Riverbank collapse          Small              Rain                     \n",
       "4              Landslide          Small          Downpour                     \n",
       "5              Landslide          Small              Rain                     \n",
       "6              Landslide          Small              Rain                     \n",
       "7               Mudslide          Large              Rain                     \n",
       "8              Landslide         Medium          Downpour                     \n",
       "9              Landslide         Medium          Downpour                     \n",
       "10             Landslide         Medium          Downpour                     \n",
       "11             Landslide         Medium              Rain                     \n",
       "12             Landslide         Medium              Rain                     \n",
       "13             Landslide          Small           Unknown                     \n",
       "14             Landslide          Small           Unknown                     \n",
       "15             Landslide          Small              Rain                     \n",
       "16              Mudslide         Medium              Rain                     \n",
       "17             Landslide         Medium              Rain                     \n",
       "18              Mudslide         Medium              Rain                     \n",
       "19              Mudslide          Small  Tropical cyclone    Hurricane Dean   \n",
       "20             Landslide         Medium              Rain                     \n",
       "21             Landslide          Small              Rain                     \n",
       "22              Mudslide          Small              Rain                     \n",
       "23               Complex         Medium              Rain                     \n",
       "24              Mudslide         Medium              Rain                     \n",
       "25              Mudslide          Small              Rain                     \n",
       "26             Landslide         Medium  Tropical cyclone    Hurricane Dean   \n",
       "27             Landslide         Medium  Tropical cyclone    Hurricane Dean   \n",
       "28              Mudslide         Medium  Tropical cyclone    Hurricane Dean   \n",
       "29             Landslide         Medium  Tropical cyclone   Hurricane Felix   \n",
       "...                  ...            ...               ...               ...   \n",
       "1663           Landslide         Medium          Flooding                     \n",
       "1664           Landslide          Large          Downpour                     \n",
       "1665           Landslide         Medium          Downpour                     \n",
       "1666           Landslide         Medium          Downpour                     \n",
       "1667           Landslide         Medium          Downpour                     \n",
       "1668           Landslide         Medium          Downpour                     \n",
       "1669           Landslide         Medium              Rain                     \n",
       "1670           Landslide         Medium              Rain                     \n",
       "1671           Landslide         Medium              Rain  cold front No. 7   \n",
       "1672           Landslide         Medium              Rain                     \n",
       "1673           Landslide         Medium          Flooding                     \n",
       "1674           Landslide         Medium           Unknown                     \n",
       "1675            Rockfall          Small              Rain                     \n",
       "1676            Rockfall         Medium       Freeze thaw                     \n",
       "1677            Rockfall         Medium           Unknown                     \n",
       "1678           Landslide         Medium           Unknown                     \n",
       "1679            Rockfall          Small       Freeze thaw                     \n",
       "1680            Rockfall         Medium           Unknown                     \n",
       "1681            Rockfall          Small              Rain                     \n",
       "1682            Rockfall          Small           Unknown                     \n",
       "1683            Rockfall          Small              Rain                     \n",
       "1684            Rockfall          Small       Freeze thaw                     \n",
       "1685            Rockfall          Small           Unknown                     \n",
       "1686            Rockfall          Small           Unknown                     \n",
       "1687            Mudslide         Medium           Unknown                     \n",
       "1688            Rockfall          Small                                       \n",
       "1689            Mudslide          Small           Unknown                     \n",
       "1690           Landslide          Small              Rain                     \n",
       "1691            Rockfall          Small           Unknown                     \n",
       "1692            Rockfall          Small           Unknown                     \n",
       "\n",
       "     injuries fatalities                                        source_name  \\\n",
       "0                                                                NBC 4 news   \n",
       "1                                                            Canton Rep.com   \n",
       "2                                                The Pittsburgh Channel.com   \n",
       "3                                                                 Le Soleil   \n",
       "4                      0                             Matthew Crawford (KGS)   \n",
       "5                                                 Applalachain news-express   \n",
       "6                                                       Sioux City Journnal   \n",
       "7                     13                             Reuters - AlertNet.org   \n",
       "8                                                 Red Cross - Field reports   \n",
       "9                                                 Red Cross - Field reports   \n",
       "10                                                Red Cross - Field reports   \n",
       "11                                                                NBC5i.com   \n",
       "12                     7                                        nytimes.com   \n",
       "13                                                                            \n",
       "14                                                          Dominican Today   \n",
       "15                             Trinity River Authority - Grand Prarie Times   \n",
       "16                     5                               International Herald   \n",
       "17                                                          Jamaica Gleaner   \n",
       "18                                                   Telluride Daily Planet   \n",
       "19                     2                                      Tribune India   \n",
       "20                                                            The Sun Times   \n",
       "21                                                         Billings Gazette   \n",
       "22                                                        Post bulletin.com   \n",
       "23                                                     LaCrosse Tribune.com   \n",
       "24                                                                 FOX news   \n",
       "25                                                                WTOV9.com   \n",
       "26                        United Nations Development Programme - Relief Web   \n",
       "27                        United Nations Development Programme - Relief Web   \n",
       "28                     6                                       Inquirer.com   \n",
       "29                                                         Trinadad Express   \n",
       "...       ...        ...                                                ...   \n",
       "1663        0          0                                   PanamÃ¡ AmÃ©rica   \n",
       "1664        0          0                                Cuerpos de Bomberos   \n",
       "1665        0          0                                            Critica   \n",
       "1666        0          0                                            Critica   \n",
       "1667        0          0                                   PanamÃ¡ AmÃ©rica   \n",
       "1668        0          0                                   Noticias Caracol   \n",
       "1669        0          0                                       Cuarto Poder   \n",
       "1670        0          0                                    azteca noticias   \n",
       "1671        0          0                                    azteca noticias   \n",
       "1672        0          0                                       NVI noticias   \n",
       "1673        0          0                                  ver tiente global   \n",
       "1674        0          0                                               WJHL   \n",
       "1675        0          0                                               WPXI   \n",
       "1676        0          0                                                CBS   \n",
       "1677        0          0                                          NEWSSHINE   \n",
       "1678        0          0                                               WQBE   \n",
       "1679        0          0                                 Hamilton Spectator   \n",
       "1680        0          0                                               WSOC   \n",
       "1681        0          0                             Pomeroy Daily Sentinel   \n",
       "1682        0          0                                               KTVB   \n",
       "1683        1          0                                               KTVB   \n",
       "1684        0          0                                     Durango Herald   \n",
       "1685        0          0                                  Commercial Appeal   \n",
       "1686        0          0                          Bluefield Daily Telegraph   \n",
       "1687        0          0                               Tryon Daily Bulletin   \n",
       "1688        0          0                               Tryon Daily Bulletin   \n",
       "1689        0          0                                 Charleston Gazette   \n",
       "1690        0          0                          Bluefield Daily Telegraph   \n",
       "1691        0          0                          Bluefield Daily Telegraph   \n",
       "1692        0          0                                        Valley News   \n",
       "\n",
       "                                            source_link  \n",
       "0         http://www.nbc4.com/news/11186871/detail.html  \n",
       "1     http://www.cantonrep.com/index.php?ID=345054&C...  \n",
       "2     https://web.archive.org/web/20080423132842/htt...  \n",
       "3     http://www.hebdos.net/lsc/edition162007/articl...  \n",
       "4                                                        \n",
       "5     http://www.news-expressky.com/articles/2007/04...  \n",
       "6     http://www.siouxcityjournal.com/articles/2007/...  \n",
       "7     http://www.reuters.com/news/video/videoStory?v...  \n",
       "8     https://www-secure.ifrc.org/dmis/prepare/view_...  \n",
       "9     https://www-secure.ifrc.org/dmis/prepare/view_...  \n",
       "10    https://www-secure.ifrc.org/dmis/prepare/view_...  \n",
       "11       http://www.nbc5i.com/news/13604036/detail.html  \n",
       "12    http://www.nytimes.com/2007/07/04/world/americ...  \n",
       "13    http://www.cfra.com/headlines/index.asp?cat=1&...  \n",
       "14    http://www.dominicantoday.com/app/article.aspx...  \n",
       "15    http://www.gptimes.com/?story_20070627130646_s...  \n",
       "16    http://www.iht.com/articles/ap/2007/08/09/amer...  \n",
       "17    http://www.jamaica-gleaner.com/gleaner/2007081...  \n",
       "18    http://www.telluridegateway.com/articles/2007/...  \n",
       "19    http://www.tribuneindia.com/2007/20070817/hima...  \n",
       "20    http://www.suntimes.com/news/nation/516414,19f...  \n",
       "21    http://www.billingsgazette.net/articles/2007/0...  \n",
       "22    http://www.postbulletin.com/newsmanager/templa...  \n",
       "23    http://www.lacrossetribune.com/articles/2007/0...  \n",
       "24    http://www.fox23news.com/news/national/story.a...  \n",
       "25       http://www.wtov9.com/news/13943449/detail.html  \n",
       "26    http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...  \n",
       "27    http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...  \n",
       "28    http://newsinfo.inquirer.net/breakingnews/worl...  \n",
       "29    http://www.trinidadexpress.com/index.pl/articl...  \n",
       "...                                                 ...  \n",
       "1663  http://www.panamaamerica.com.pa/provincias/tem...  \n",
       "1664  http://www.bomberos.gob.pa/2015/09/gobierno-de...  \n",
       "1665  http://www.critica.com.pa/nacional/deslizamien...  \n",
       "1666  http://www.critica.com.pa/nacional/deslizamien...  \n",
       "1667  http://www.panamaamerica.com.pa/provincias/tem...  \n",
       "1668  http://www.noticiascaracol.com/colombia/al-mar...  \n",
       "1669  http://www.cuartopoder.mx/deslaveafectacarrete...  \n",
       "1670  http://www.aztecanoticias.com.mx/notas/estados...  \n",
       "1671  http://www.aztecanoticias.com.mx/notas/estados...  \n",
       "1672  http://www.noticiasnet.mx/portal/chiapas/gener...  \n",
       "1673                http://vertienteglobal.com/?p=49401  \n",
       "1674  http://wjhl.com/2016/02/24/rockslide-could-lea...  \n",
       "1675  http://www.wpxi.com/news/news/local/rockslide-...  \n",
       "1676  http://denver.cbslocal.com/2016/02/16/i-70-clo...  \n",
       "1677  http://www.newsshine.com/us-local-news/virgini...  \n",
       "1678   http://www.wqbe.com/rockslide-changes-bus-route/  \n",
       "1679  http://www.thespec.com/news-story/6341970-fall...  \n",
       "1680  http://www.wsoctv.com/news/rock-slide-shuts-do...  \n",
       "1681  http://mydailysentinel.com/top-stories/4538/ro...  \n",
       "1682  http://www.ktvb.com/news/local/itd-working-to-...  \n",
       "1683  http://www.ktvb.com/news/local/itd-working-to-...  \n",
       "1684  http://www.durangoherald.com/article/20160227/...  \n",
       "1685  http://www.commercialappeal.com/news/regional/...  \n",
       "1686  http://www.bdtonline.com/news/rockslide-blocks...  \n",
       "1687  http://www.tryondailybulletin.com/2016/02/26/u...  \n",
       "1688  http://www.tryondailybulletin.com/2016/02/26/u...  \n",
       "1689  http://www.wvgazettemail.com/news/20160222/us-...  \n",
       "1690  http://www.bdtonline.com/news/officials-cautio...  \n",
       "1691  http://www.bdtonline.com/news/rockslide-snarls...  \n",
       "1692  http://www.vnews.com/home/21353539-95/loose-ledge  \n",
       "\n",
       "[1693 rows x 23 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.replace(['SA', 'Sa', 'sa', 'sA'],\"South America\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>continent_code</th>\n",
       "      <th>country_name</th>\n",
       "      <th>country_code</th>\n",
       "      <th>state/province</th>\n",
       "      <th>population</th>\n",
       "      <th>city/town</th>\n",
       "      <th>distance</th>\n",
       "      <th>...</th>\n",
       "      <th>geolocation</th>\n",
       "      <th>hazard_type</th>\n",
       "      <th>landslide_type</th>\n",
       "      <th>landslide_size</th>\n",
       "      <th>trigger</th>\n",
       "      <th>storm_name</th>\n",
       "      <th>injuries</th>\n",
       "      <th>fatalities</th>\n",
       "      <th>source_name</th>\n",
       "      <th>source_link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34</td>\n",
       "      <td>3/2/2007</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>16000</td>\n",
       "      <td>Cherry Hill</td>\n",
       "      <td>3.40765</td>\n",
       "      <td>...</td>\n",
       "      <td>(38.600900000000003, -77.268199999999993)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NBC 4 news</td>\n",
       "      <td>http://www.nbc4.com/news/11186871/detail.html</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>42</td>\n",
       "      <td>22/3/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>17288</td>\n",
       "      <td>New Philadelphia</td>\n",
       "      <td>3.33522</td>\n",
       "      <td>...</td>\n",
       "      <td>(40.517499999999998, -81.430499999999995)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Canton Rep.com</td>\n",
       "      <td>http://www.cantonrep.com/index.php?ID=345054&amp;C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>56</td>\n",
       "      <td>4/6/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>15930</td>\n",
       "      <td>Wilkinsburg</td>\n",
       "      <td>2.91977</td>\n",
       "      <td>...</td>\n",
       "      <td>(40.4377, -79.915999999999997)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Pittsburgh Channel.com</td>\n",
       "      <td>https://web.archive.org/web/20080423132842/htt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>59</td>\n",
       "      <td>4/14/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>42786</td>\n",
       "      <td>ChÃ¢teauguay</td>\n",
       "      <td>2.98682</td>\n",
       "      <td>...</td>\n",
       "      <td>(45.322600000000001, -73.777100000000004)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Riverbank collapse</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Le Soleil</td>\n",
       "      <td>http://www.hebdos.net/lsc/edition162007/articl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>61</td>\n",
       "      <td>4/15/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>5.66542</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.432499999999997, -82.493099999999998)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>Matthew Crawford (KGS)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>64</td>\n",
       "      <td>4/20/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>0.23715</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.481400000000001, -82.518600000000006)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Applalachain news-express</td>\n",
       "      <td>http://www.news-expressky.com/articles/2007/04...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>67</td>\n",
       "      <td>14/4/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>2540</td>\n",
       "      <td>Dakota Dunes</td>\n",
       "      <td>2.48033</td>\n",
       "      <td>...</td>\n",
       "      <td>(42.494100000000003, -96.457599999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Sioux City Journnal</td>\n",
       "      <td>http://www.siouxcityjournal.com/articles/2007/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>77</td>\n",
       "      <td>5/21/2007</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>Risaralda</td>\n",
       "      <td>440118</td>\n",
       "      <td>Pereira</td>\n",
       "      <td>0.62022</td>\n",
       "      <td>...</td>\n",
       "      <td>(4.8080999999999996, -75.694100000000006)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Large</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13</td>\n",
       "      <td>Reuters - AlertNet.org</td>\n",
       "      <td>http://www.reuters.com/news/video/videoStory?v...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>105</td>\n",
       "      <td>6/27/2007</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Zamora-Chinchipe</td>\n",
       "      <td>15276</td>\n",
       "      <td>Zamora</td>\n",
       "      <td>0.47714</td>\n",
       "      <td>...</td>\n",
       "      <td>(-4.0650000000000004, -78.950999999999993)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>106</td>\n",
       "      <td>27/6/2007</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Loja</td>\n",
       "      <td>117796</td>\n",
       "      <td>Loja</td>\n",
       "      <td>0.35649</td>\n",
       "      <td>...</td>\n",
       "      <td>(-3.99, -79.204999999999998)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>107</td>\n",
       "      <td>6/27/2007</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Pichincha</td>\n",
       "      <td>5114</td>\n",
       "      <td>SangolquÃ­</td>\n",
       "      <td>33.94603</td>\n",
       "      <td>...</td>\n",
       "      <td>(-0.35599999999999998, -78.147999999999996)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>109</td>\n",
       "      <td>7/1/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Texas</td>\n",
       "      <td>42409</td>\n",
       "      <td>Haltom City</td>\n",
       "      <td>0.03668</td>\n",
       "      <td>...</td>\n",
       "      <td>(32.799500000000002, -97.268799999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NBC5i.com</td>\n",
       "      <td>http://www.nbc5i.com/news/13604036/detail.html</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>115</td>\n",
       "      <td>7/4/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Texas</td>\n",
       "      <td>1947</td>\n",
       "      <td>Laguna Chica (Pueblo Nuevo)</td>\n",
       "      <td>9.51003</td>\n",
       "      <td>...</td>\n",
       "      <td>(18.536899999999999, -96.822900000000004)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "      <td>nytimes.com</td>\n",
       "      <td>http://www.nytimes.com/2007/07/04/world/americ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>119</td>\n",
       "      <td>7/8/2007</td>\n",
       "      <td></td>\n",
       "      <td>null</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>812129</td>\n",
       "      <td>Ottawa</td>\n",
       "      <td>1.74759</td>\n",
       "      <td>...</td>\n",
       "      <td>(45.425699999999999, -75.689599999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>http://www.cfra.com/headlines/index.asp?cat=1&amp;...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>124</td>\n",
       "      <td>7/13/2007</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>DO</td>\n",
       "      <td>Distrito Nacional</td>\n",
       "      <td>13456</td>\n",
       "      <td>San Carlos</td>\n",
       "      <td>1.70298</td>\n",
       "      <td>...</td>\n",
       "      <td>(18.4757, -69.914000000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Dominican Today</td>\n",
       "      <td>http://www.dominicantoday.com/app/article.aspx...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>138</td>\n",
       "      <td>7/24/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Texas</td>\n",
       "      <td>175396</td>\n",
       "      <td>Grand Prairie</td>\n",
       "      <td>5.66936</td>\n",
       "      <td>...</td>\n",
       "      <td>(32.7883, -97.031700000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Trinity River Authority - Grand Prarie Times</td>\n",
       "      <td>http://www.gptimes.com/?story_20070627130646_s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>165</td>\n",
       "      <td>8/9/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>47247</td>\n",
       "      <td>San JosÃ© Pinula</td>\n",
       "      <td>4.74385</td>\n",
       "      <td>...</td>\n",
       "      <td>(14.566700000000001, -90.45)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>International Herald</td>\n",
       "      <td>http://www.iht.com/articles/ap/2007/08/09/amer...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>174</td>\n",
       "      <td>8/11/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>JM</td>\n",
       "      <td>Portland</td>\n",
       "      <td>14400</td>\n",
       "      <td>Port Antonio</td>\n",
       "      <td>7.79027</td>\n",
       "      <td>...</td>\n",
       "      <td>(18.125800000000002, -76.508200000000002)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Jamaica Gleaner</td>\n",
       "      <td>http://www.jamaica-gleaner.com/gleaner/2007081...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>185</td>\n",
       "      <td>8/14/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>2475</td>\n",
       "      <td>Meeker</td>\n",
       "      <td>10.87949</td>\n",
       "      <td>...</td>\n",
       "      <td>(39.942500000000003, -107.8818)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Telluride Daily Planet</td>\n",
       "      <td>http://www.telluridegateway.com/articles/2007/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>186</td>\n",
       "      <td>8/17/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Dominica</td>\n",
       "      <td>DM</td>\n",
       "      <td>Saint Paul</td>\n",
       "      <td>702</td>\n",
       "      <td>Pont CassÃ©</td>\n",
       "      <td>3.39516</td>\n",
       "      <td>...</td>\n",
       "      <td>(15.337899999999999, -61.360999999999997)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>Tribune India</td>\n",
       "      <td>http://www.tribuneindia.com/2007/20070817/hima...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>187</td>\n",
       "      <td>8/18/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>US</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>2868</td>\n",
       "      <td>Caledonia</td>\n",
       "      <td>22.31062</td>\n",
       "      <td>...</td>\n",
       "      <td>(43.595999999999997, -91.2256)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Sun Times</td>\n",
       "      <td>http://www.suntimes.com/news/nation/516414,19f...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>188</td>\n",
       "      <td>8/18/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>9520</td>\n",
       "      <td>Cody</td>\n",
       "      <td>64.74594</td>\n",
       "      <td>...</td>\n",
       "      <td>(44.465899999999998, -109.86620000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Billings Gazette</td>\n",
       "      <td>http://www.billingsgazette.net/articles/2007/0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>189</td>\n",
       "      <td>8/18/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>106769</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>...</td>\n",
       "      <td>(44.0304, -92.467100000000002)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Post bulletin.com</td>\n",
       "      <td>http://www.postbulletin.com/newsmanager/templa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>193</td>\n",
       "      <td>8/19/2007</td>\n",
       "      <td></td>\n",
       "      <td>null</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>51320</td>\n",
       "      <td>La Crosse</td>\n",
       "      <td>13.62525</td>\n",
       "      <td>...</td>\n",
       "      <td>(43.679600000000001, -91.219399999999993)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>LaCrosse Tribune.com</td>\n",
       "      <td>http://www.lacrossetribune.com/articles/2007/0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>194</td>\n",
       "      <td>8/19/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>WI</td>\n",
       "      <td>51320</td>\n",
       "      <td>La Crosse</td>\n",
       "      <td>12.91337</td>\n",
       "      <td>...</td>\n",
       "      <td>(43.689, -91.280600000000007)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>FOX news</td>\n",
       "      <td>http://www.fox23news.com/news/national/story.a...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>197</td>\n",
       "      <td>20/8/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>1526</td>\n",
       "      <td>Glendale</td>\n",
       "      <td>3.492</td>\n",
       "      <td>...</td>\n",
       "      <td>(39.957999999999998, -80.793499999999995)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>WTOV9.com</td>\n",
       "      <td>http://www.wtov9.com/news/13943449/detail.html</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>198</td>\n",
       "      <td>8/21/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Alta Verapaz</td>\n",
       "      <td>2006</td>\n",
       "      <td>LanquÃ­n</td>\n",
       "      <td>13.39817</td>\n",
       "      <td>...</td>\n",
       "      <td>(15.6046, -90.085300000000004)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>United Nations Development Programme - Relief Web</td>\n",
       "      <td>http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>199</td>\n",
       "      <td>8/21/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Izabal</td>\n",
       "      <td>18994</td>\n",
       "      <td>Morales</td>\n",
       "      <td>12.55184</td>\n",
       "      <td>...</td>\n",
       "      <td>(15.516299999999999, -88.928600000000003)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>United Nations Development Programme - Relief Web</td>\n",
       "      <td>http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>201</td>\n",
       "      <td>8/23/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Puebla</td>\n",
       "      <td>1414</td>\n",
       "      <td>Xochitlaxco (San Baltazar)</td>\n",
       "      <td>1.68294</td>\n",
       "      <td>...</td>\n",
       "      <td>(19.933299999999999, -97.85)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td>Inquirer.com</td>\n",
       "      <td>http://newsinfo.inquirer.net/breakingnews/worl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>224</td>\n",
       "      <td>9/1/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>TT</td>\n",
       "      <td>Tobago</td>\n",
       "      <td>17000</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>9.11607</td>\n",
       "      <td>...</td>\n",
       "      <td>(11.2415, -60.674199999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Felix</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Trinadad Express</td>\n",
       "      <td>http://www.trinidadexpress.com/index.pl/articl...</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>1663</th>\n",
       "      <td>7508</td>\n",
       "      <td>9/17/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>CoclÃ©</td>\n",
       "      <td>0</td>\n",
       "      <td>Caballero</td>\n",
       "      <td>0.21605</td>\n",
       "      <td>...</td>\n",
       "      <td>(8.5414999999999992, -80.197800000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Flooding</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PanamÃ¡ AmÃ©rica</td>\n",
       "      <td>http://www.panamaamerica.com.pa/provincias/tem...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1664</th>\n",
       "      <td>7509</td>\n",
       "      <td>9/10/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>2.59449</td>\n",
       "      <td>...</td>\n",
       "      <td>(9.0417000000000005, -79.448700000000002)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Large</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cuerpos de Bomberos</td>\n",
       "      <td>http://www.bomberos.gob.pa/2015/09/gobierno-de...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1665</th>\n",
       "      <td>7510</td>\n",
       "      <td>8/31/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>3.30848</td>\n",
       "      <td>...</td>\n",
       "      <td>(9.0687999999999995, -79.494399999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Critica</td>\n",
       "      <td>http://www.critica.com.pa/nacional/deslizamien...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1666</th>\n",
       "      <td>7511</td>\n",
       "      <td>8/31/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>3.54386</td>\n",
       "      <td>...</td>\n",
       "      <td>(9.0771999999999995, -79.488200000000006)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Critica</td>\n",
       "      <td>http://www.critica.com.pa/nacional/deslizamien...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1667</th>\n",
       "      <td>7512</td>\n",
       "      <td>9/22/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>76815</td>\n",
       "      <td>ArraijÃ¡n</td>\n",
       "      <td>1.80341</td>\n",
       "      <td>...</td>\n",
       "      <td>(8.9496000000000002, -79.633600000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PanamÃ¡ AmÃ©rica</td>\n",
       "      <td>http://www.panamaamerica.com.pa/provincias/tem...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1668</th>\n",
       "      <td>7513</td>\n",
       "      <td>5/9/2015</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>Antioquia</td>\n",
       "      <td>4811</td>\n",
       "      <td>MutatÃ¡</td>\n",
       "      <td>15.04256</td>\n",
       "      <td>...</td>\n",
       "      <td>(7.1106999999999996, -76.408900000000003)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Noticias Caracol</td>\n",
       "      <td>http://www.noticiascaracol.com/colombia/al-mar...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1669</th>\n",
       "      <td>7514</td>\n",
       "      <td>5/23/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>3796</td>\n",
       "      <td>Santo Domingo</td>\n",
       "      <td>0.76257</td>\n",
       "      <td>...</td>\n",
       "      <td>(15.0337, -92.112399999999994)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cuarto Poder</td>\n",
       "      <td>http://www.cuartopoder.mx/deslaveafectacarrete...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1670</th>\n",
       "      <td>7515</td>\n",
       "      <td>10/21/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>19092</td>\n",
       "      <td>Motozintla de Mendoza</td>\n",
       "      <td>2.06743</td>\n",
       "      <td>...</td>\n",
       "      <td>(15.3482, -92.252300000000005)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>azteca noticias</td>\n",
       "      <td>http://www.aztecanoticias.com.mx/notas/estados...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1671</th>\n",
       "      <td>7516</td>\n",
       "      <td>10/21/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>18608</td>\n",
       "      <td>Emiliano Zapata</td>\n",
       "      <td>4.68443</td>\n",
       "      <td>...</td>\n",
       "      <td>(17.705500000000001, -91.741600000000005)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>cold front No. 7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>azteca noticias</td>\n",
       "      <td>http://www.aztecanoticias.com.mx/notas/estados...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1672</th>\n",
       "      <td>7517</td>\n",
       "      <td>9/12/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>6089</td>\n",
       "      <td>Tila</td>\n",
       "      <td>1.73469</td>\n",
       "      <td>...</td>\n",
       "      <td>(17.311199999999999, -92.439300000000003)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NVI noticias</td>\n",
       "      <td>http://www.noticiasnet.mx/portal/chiapas/gener...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1673</th>\n",
       "      <td>7518</td>\n",
       "      <td>10/15/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Tabasco</td>\n",
       "      <td>32415</td>\n",
       "      <td>Tenosique de Pino SuÃ¡rez</td>\n",
       "      <td>15.2226</td>\n",
       "      <td>...</td>\n",
       "      <td>(17.4054, -91.2988)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Flooding</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>ver tiente global</td>\n",
       "      <td>http://vertienteglobal.com/?p=49401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1674</th>\n",
       "      <td>7519</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1371</td>\n",
       "      <td>Springville</td>\n",
       "      <td>8.58443</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.2699, -81.372399999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WJHL</td>\n",
       "      <td>http://wjhl.com/2016/02/24/rockslide-could-lea...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1675</th>\n",
       "      <td>7520</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>5951</td>\n",
       "      <td>Crafton</td>\n",
       "      <td>1.45894</td>\n",
       "      <td>...</td>\n",
       "      <td>(40.4377, -80.082999999999998)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WPXI</td>\n",
       "      <td>http://www.wpxi.com/news/news/local/rockslide-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1676</th>\n",
       "      <td>7521</td>\n",
       "      <td>2/15/2016</td>\n",
       "      <td>Morning</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>9614</td>\n",
       "      <td>Glenwood Springs</td>\n",
       "      <td>13.85194</td>\n",
       "      <td>...</td>\n",
       "      <td>(39.592599999999997, -107.1799)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>CBS</td>\n",
       "      <td>http://denver.cbslocal.com/2016/02/16/i-70-clo...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1677</th>\n",
       "      <td>7522</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1128</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>3.21144</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.3444, -80.6203)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NEWSSHINE</td>\n",
       "      <td>http://www.newsshine.com/us-local-news/virgini...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1678</th>\n",
       "      <td>7524</td>\n",
       "      <td>2/21/2016</td>\n",
       "      <td>14:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>51400</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>6.43349</td>\n",
       "      <td>...</td>\n",
       "      <td>(38.398899999999998, -81.584999999999994)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WQBE</td>\n",
       "      <td>http://www.wqbe.com/rockslide-changes-bus-route/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679</th>\n",
       "      <td>7526</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td>Morning</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>519949</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>2.00473</td>\n",
       "      <td>...</td>\n",
       "      <td>(43.237200000000001, -79.832400000000007)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Hamilton Spectator</td>\n",
       "      <td>http://www.thespec.com/news-story/6341970-fall...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1680</th>\n",
       "      <td>7527</td>\n",
       "      <td>1/28/2016</td>\n",
       "      <td>9:45</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1241</td>\n",
       "      <td>Blowing Rock</td>\n",
       "      <td>4.20387</td>\n",
       "      <td>...</td>\n",
       "      <td>(36.106200000000001, -81.647499999999994)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WSOC</td>\n",
       "      <td>http://www.wsoctv.com/news/rock-slide-shuts-do...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1681</th>\n",
       "      <td>7528</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td>4:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1560</td>\n",
       "      <td>New Haven</td>\n",
       "      <td>6.83465</td>\n",
       "      <td>...</td>\n",
       "      <td>(38.951900000000002, -81.908199999999994)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Pomeroy Daily Sentinel</td>\n",
       "      <td>http://mydailysentinel.com/top-stories/4538/ro...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1682</th>\n",
       "      <td>7529</td>\n",
       "      <td>2/27/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>939</td>\n",
       "      <td>Cascade</td>\n",
       "      <td>22.78728</td>\n",
       "      <td>...</td>\n",
       "      <td>(44.3127, -116.07599999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>KTVB</td>\n",
       "      <td>http://www.ktvb.com/news/local/itd-working-to-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1683</th>\n",
       "      <td>7530</td>\n",
       "      <td>2/27/2016</td>\n",
       "      <td>15:30</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>485</td>\n",
       "      <td>Idaho City</td>\n",
       "      <td>24.16064</td>\n",
       "      <td>...</td>\n",
       "      <td>(44.103999999999999, -116.0033)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>KTVB</td>\n",
       "      <td>http://www.ktvb.com/news/local/itd-working-to-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1684</th>\n",
       "      <td>7531</td>\n",
       "      <td>2/14/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>16887</td>\n",
       "      <td>Durango</td>\n",
       "      <td>22.57467</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.072000000000003, -107.8717)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Durango Herald</td>\n",
       "      <td>http://www.durangoherald.com/article/20160227/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1685</th>\n",
       "      <td>7532</td>\n",
       "      <td>2/26/2016</td>\n",
       "      <td>15:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jacksboro</td>\n",
       "      <td>8.43321</td>\n",
       "      <td>...</td>\n",
       "      <td>(36.383299999999998, -84.250799999999998)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Commercial Appeal</td>\n",
       "      <td>http://www.commercialappeal.com/news/regional/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1686</th>\n",
       "      <td>7533</td>\n",
       "      <td>2/27/2016</td>\n",
       "      <td>12:15</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>2184</td>\n",
       "      <td>Bluewell</td>\n",
       "      <td>5.07093</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.328699999999998, -81.313400000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/rockslide-blocks...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1687</th>\n",
       "      <td>7534</td>\n",
       "      <td>11/29/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1646</td>\n",
       "      <td>Tryon</td>\n",
       "      <td>7.69666</td>\n",
       "      <td>...</td>\n",
       "      <td>(35.220700000000001, -82.321600000000004)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tryon Daily Bulletin</td>\n",
       "      <td>http://www.tryondailybulletin.com/2016/02/26/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1688</th>\n",
       "      <td>7535</td>\n",
       "      <td>12/7/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1646</td>\n",
       "      <td>Tryon</td>\n",
       "      <td>7.80866</td>\n",
       "      <td>...</td>\n",
       "      <td>(35.221899999999998, -82.322599999999994)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tryon Daily Bulletin</td>\n",
       "      <td>http://www.tryondailybulletin.com/2016/02/26/u...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1689</th>\n",
       "      <td>7537</td>\n",
       "      <td>2/22/2016</td>\n",
       "      <td>0:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>51400</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>6.84721</td>\n",
       "      <td>...</td>\n",
       "      <td>(38.398699999999998, -81.584800000000001)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Charleston Gazette</td>\n",
       "      <td>http://www.wvgazettemail.com/news/20160222/us-...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1690</th>\n",
       "      <td>7539</td>\n",
       "      <td>2/23/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>2406</td>\n",
       "      <td>Welch</td>\n",
       "      <td>14.19735</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.409599999999998, -81.4268)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/officials-cautio...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1691</th>\n",
       "      <td>7540</td>\n",
       "      <td>2/26/2016</td>\n",
       "      <td>21:06</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>1048</td>\n",
       "      <td>Athens</td>\n",
       "      <td>12.00678</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.501100000000001, -81.109300000000005)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/rockslide-snarls...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1692</th>\n",
       "      <td>7541</td>\n",
       "      <td>3/2/2016</td>\n",
       "      <td>8:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>2066</td>\n",
       "      <td>Windsor</td>\n",
       "      <td>1.78429</td>\n",
       "      <td>...</td>\n",
       "      <td>(43.4771, -72.406599999999997)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Valley News</td>\n",
       "      <td>http://www.vnews.com/home/21353539-95/loose-ledge</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1693 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id        date     time continent_code         country_name  \\\n",
       "0       34    3/2/2007    Night  North America        United States   \n",
       "1       42   22/3/2007           North America        United States   \n",
       "2       56    4/6/2007           North America        United States   \n",
       "3       59   4/14/2007           North America               Canada   \n",
       "4       61   4/15/2007           North America        United States   \n",
       "5       64   4/20/2007           North America        United States   \n",
       "6       67   14/4/2007           North America        United States   \n",
       "7       77   5/21/2007           South America             Colombia   \n",
       "8      105   6/27/2007           South America              Ecuador   \n",
       "9      106   27/6/2007           South America              Ecuador   \n",
       "10     107   6/27/2007           South America              Ecuador   \n",
       "11     109    7/1/2007           North America        United States   \n",
       "12     115    7/4/2007           North America               Mexico   \n",
       "13     119    7/8/2007                    null               Canada   \n",
       "14     124   7/13/2007    Night  North America   Dominican Republic   \n",
       "15     138   7/24/2007           North America        United States   \n",
       "16     165    8/9/2007           North America            Guatemala   \n",
       "17     174   8/11/2007           North America              Jamaica   \n",
       "18     185   8/14/2007           North America        United States   \n",
       "19     186   8/17/2007           North America             Dominica   \n",
       "20     187   8/18/2007           North America                Egypt   \n",
       "21     188   8/18/2007           North America        United States   \n",
       "22     189   8/18/2007           North America        United States   \n",
       "23     193   8/19/2007                    null        United States   \n",
       "24     194   8/19/2007           North America        United States   \n",
       "25     197   20/8/2007           North America        United States   \n",
       "26     198   8/21/2007           North America            Guatemala   \n",
       "27     199   8/21/2007           North America            Guatemala   \n",
       "28     201   8/23/2007           North America               Mexico   \n",
       "29     224    9/1/2007           North America  Trinidad and Tobago   \n",
       "...    ...         ...      ...            ...                  ...   \n",
       "1663  7508   9/17/2015           North America               Panama   \n",
       "1664  7509   9/10/2015           North America               Panama   \n",
       "1665  7510   8/31/2015           North America               Panama   \n",
       "1666  7511   8/31/2015           North America               Panama   \n",
       "1667  7512   9/22/2015           North America               Panama   \n",
       "1668  7513    5/9/2015           South America             Colombia   \n",
       "1669  7514   5/23/2015           North America               Mexico   \n",
       "1670  7515  10/21/2015           North America               Mexico   \n",
       "1671  7516  10/21/2015           North America               Mexico   \n",
       "1672  7517   9/12/2015           North America               Mexico   \n",
       "1673  7518  10/15/2015           North America               Mexico   \n",
       "1674  7519   2/24/2016           North America        United States   \n",
       "1675  7520   2/24/2016    Night  North America        United States   \n",
       "1676  7521   2/15/2016  Morning  North America        United States   \n",
       "1677  7522   2/24/2016           North America        United States   \n",
       "1678  7524   2/21/2016    14:00  North America        United States   \n",
       "1679  7526   2/24/2016  Morning  North America               Canada   \n",
       "1680  7527   1/28/2016     9:45  North America        United States   \n",
       "1681  7528   2/24/2016     4:00  North America        United States   \n",
       "1682  7529   2/27/2016           North America        United States   \n",
       "1683  7530   2/27/2016    15:30  North America        United States   \n",
       "1684  7531   2/14/2016           North America        United States   \n",
       "1685  7532   2/26/2016    15:00  North America        United States   \n",
       "1686  7533   2/27/2016    12:15  North America        United States   \n",
       "1687  7534  11/29/2015           North America        United States   \n",
       "1688  7535   12/7/2015           North America        United States   \n",
       "1689  7537   2/22/2016     0:00  North America        United States   \n",
       "1690  7539   2/23/2016           North America        United States   \n",
       "1691  7540   2/26/2016    21:06  North America        United States   \n",
       "1692  7541    3/2/2016     8:00  North America        United States   \n",
       "\n",
       "     country_code     state/province  population                    city/town  \\\n",
       "0              US           Virginia       16000                  Cherry Hill   \n",
       "1              US               Ohio       17288             New Philadelphia   \n",
       "2              US       Pennsylvania       15930                  Wilkinsburg   \n",
       "3              CA             Quebec       42786                 ChÃ¢teauguay   \n",
       "4              US           Kentucky        6903                    Pikeville   \n",
       "5              US           Kentucky        6903                    Pikeville   \n",
       "6              US       South Dakota        2540                 Dakota Dunes   \n",
       "7              CO          Risaralda      440118                      Pereira   \n",
       "8              EC   Zamora-Chinchipe       15276                       Zamora   \n",
       "9              EC               Loja      117796                         Loja   \n",
       "10             EC          Pichincha        5114                   SangolquÃ­   \n",
       "11             US              Texas       42409                  Haltom City   \n",
       "12             MX              Texas        1947  Laguna Chica (Pueblo Nuevo)   \n",
       "13             CA            Ontario      812129                       Ottawa   \n",
       "14             DO  Distrito Nacional       13456                   San Carlos   \n",
       "15             US              Texas      175396                Grand Prairie   \n",
       "16             GT          Guatemala       47247             San JosÃ© Pinula   \n",
       "17             JM           Portland       14400                 Port Antonio   \n",
       "18             US           Colorado        2475                       Meeker   \n",
       "19             DM         Saint Paul         702                  Pont CassÃ©   \n",
       "20             US          Minnesota        2868                    Caledonia   \n",
       "21             US            Wyoming        9520                         Cody   \n",
       "22             US          Minnesota      106769                    Rochester   \n",
       "23             US          Wisconsin       51320                    La Crosse   \n",
       "24             US                 WI       51320                    La Crosse   \n",
       "25             US      West Virginia        1526                     Glendale   \n",
       "26             GT       Alta Verapaz        2006                     LanquÃ­n   \n",
       "27             GT             Izabal       18994                      Morales   \n",
       "28             MX             Puebla        1414   Xochitlaxco (San Baltazar)   \n",
       "29             TT             Tobago       17000                  Scarborough   \n",
       "...           ...                ...         ...                          ...   \n",
       "1663           PA             CoclÃ©           0                    Caballero   \n",
       "1664           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1665           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1666           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1667           PA            PanamÃ¡       76815                    ArraijÃ¡n   \n",
       "1668           CO          Antioquia        4811                      MutatÃ¡   \n",
       "1669           MX            Chiapas        3796                Santo Domingo   \n",
       "1670           MX            Chiapas       19092        Motozintla de Mendoza   \n",
       "1671           MX            Chiapas       18608              Emiliano Zapata   \n",
       "1672           MX            Chiapas        6089                         Tila   \n",
       "1673           MX            Tabasco       32415    Tenosique de Pino SuÃ¡rez   \n",
       "1674           US           Virginia        1371                  Springville   \n",
       "1675           US       Pennsylvania        5951                      Crafton   \n",
       "1676           US           Colorado        9614             Glenwood Springs   \n",
       "1677           US           Virginia        1128                     Pembroke   \n",
       "1678           US      West Virginia       51400                   Charleston   \n",
       "1679           CA            Ontario      519949                     Hamilton   \n",
       "1680           US     North Carolina        1241                 Blowing Rock   \n",
       "1681           US               Ohio        1560                    New Haven   \n",
       "1682           US              Idaho         939                      Cascade   \n",
       "1683           US              Idaho         485                   Idaho City   \n",
       "1684           US           Colorado       16887                      Durango   \n",
       "1685           US          Tennessee        2020                    Jacksboro   \n",
       "1686           US      West Virginia        2184                     Bluewell   \n",
       "1687           US     North Carolina        1646                        Tryon   \n",
       "1688           US     North Carolina        1646                        Tryon   \n",
       "1689           US      West Virginia       51400                   Charleston   \n",
       "1690           US      West Virginia        2406                        Welch   \n",
       "1691           US      West Virginia        1048                       Athens   \n",
       "1692           US            Vermont        2066                      Windsor   \n",
       "\n",
       "      distance                        ...                          \\\n",
       "0      3.40765                        ...                           \n",
       "1      3.33522                        ...                           \n",
       "2      2.91977                        ...                           \n",
       "3      2.98682                        ...                           \n",
       "4      5.66542                        ...                           \n",
       "5      0.23715                        ...                           \n",
       "6      2.48033                        ...                           \n",
       "7      0.62022                        ...                           \n",
       "8      0.47714                        ...                           \n",
       "9      0.35649                        ...                           \n",
       "10    33.94603                        ...                           \n",
       "11     0.03668                        ...                           \n",
       "12     9.51003                        ...                           \n",
       "13     1.74759                        ...                           \n",
       "14     1.70298                        ...                           \n",
       "15     5.66936                        ...                           \n",
       "16     4.74385                        ...                           \n",
       "17     7.79027                        ...                           \n",
       "18    10.87949                        ...                           \n",
       "19     3.39516                        ...                           \n",
       "20    22.31062                        ...                           \n",
       "21    64.74594                        ...                           \n",
       "22      0.9999                        ...                           \n",
       "23    13.62525                        ...                           \n",
       "24    12.91337                        ...                           \n",
       "25       3.492                        ...                           \n",
       "26    13.39817                        ...                           \n",
       "27    12.55184                        ...                           \n",
       "28     1.68294                        ...                           \n",
       "29     9.11607                        ...                           \n",
       "...        ...                        ...                           \n",
       "1663   0.21605                        ...                           \n",
       "1664   2.59449                        ...                           \n",
       "1665   3.30848                        ...                           \n",
       "1666   3.54386                        ...                           \n",
       "1667   1.80341                        ...                           \n",
       "1668  15.04256                        ...                           \n",
       "1669   0.76257                        ...                           \n",
       "1670   2.06743                        ...                           \n",
       "1671   4.68443                        ...                           \n",
       "1672   1.73469                        ...                           \n",
       "1673   15.2226                        ...                           \n",
       "1674   8.58443                        ...                           \n",
       "1675   1.45894                        ...                           \n",
       "1676  13.85194                        ...                           \n",
       "1677   3.21144                        ...                           \n",
       "1678   6.43349                        ...                           \n",
       "1679   2.00473                        ...                           \n",
       "1680   4.20387                        ...                           \n",
       "1681   6.83465                        ...                           \n",
       "1682  22.78728                        ...                           \n",
       "1683  24.16064                        ...                           \n",
       "1684  22.57467                        ...                           \n",
       "1685   8.43321                        ...                           \n",
       "1686   5.07093                        ...                           \n",
       "1687   7.69666                        ...                           \n",
       "1688   7.80866                        ...                           \n",
       "1689   6.84721                        ...                           \n",
       "1690  14.19735                        ...                           \n",
       "1691  12.00678                        ...                           \n",
       "1692   1.78429                        ...                           \n",
       "\n",
       "                                      geolocation hazard_type  \\\n",
       "0       (38.600900000000003, -77.268199999999993)   Landslide   \n",
       "1       (40.517499999999998, -81.430499999999995)   Landslide   \n",
       "2                  (40.4377, -79.915999999999997)   Landslide   \n",
       "3       (45.322600000000001, -73.777100000000004)   Landslide   \n",
       "4       (37.432499999999997, -82.493099999999998)   Landslide   \n",
       "5       (37.481400000000001, -82.518600000000006)   Landslide   \n",
       "6       (42.494100000000003, -96.457599999999999)   Landslide   \n",
       "7       (4.8080999999999996, -75.694100000000006)   Landslide   \n",
       "8      (-4.0650000000000004, -78.950999999999993)   Landslide   \n",
       "9                    (-3.99, -79.204999999999998)   Landslide   \n",
       "10    (-0.35599999999999998, -78.147999999999996)   Landslide   \n",
       "11      (32.799500000000002, -97.268799999999999)   Landslide   \n",
       "12      (18.536899999999999, -96.822900000000004)   Landslide   \n",
       "13      (45.425699999999999, -75.689599999999999)   Landslide   \n",
       "14                 (18.4757, -69.914000000000001)   Landslide   \n",
       "15                 (32.7883, -97.031700000000001)   Landslide   \n",
       "16                   (14.566700000000001, -90.45)   Landslide   \n",
       "17      (18.125800000000002, -76.508200000000002)   Landslide   \n",
       "18                (39.942500000000003, -107.8818)   Landslide   \n",
       "19      (15.337899999999999, -61.360999999999997)   Landslide   \n",
       "20                 (43.595999999999997, -91.2256)   Landslide   \n",
       "21      (44.465899999999998, -109.86620000000001)   Landslide   \n",
       "22                 (44.0304, -92.467100000000002)   Landslide   \n",
       "23      (43.679600000000001, -91.219399999999993)   Landslide   \n",
       "24                  (43.689, -91.280600000000007)   Landslide   \n",
       "25      (39.957999999999998, -80.793499999999995)   Landslide   \n",
       "26                 (15.6046, -90.085300000000004)   Landslide   \n",
       "27      (15.516299999999999, -88.928600000000003)   Landslide   \n",
       "28                   (19.933299999999999, -97.85)   Landslide   \n",
       "29                 (11.2415, -60.674199999999999)   Landslide   \n",
       "...                                           ...         ...   \n",
       "1663    (8.5414999999999992, -80.197800000000001)   Landslide   \n",
       "1664    (9.0417000000000005, -79.448700000000002)   Landslide   \n",
       "1665    (9.0687999999999995, -79.494399999999999)   Landslide   \n",
       "1666    (9.0771999999999995, -79.488200000000006)   Landslide   \n",
       "1667    (8.9496000000000002, -79.633600000000001)   Landslide   \n",
       "1668    (7.1106999999999996, -76.408900000000003)   Landslide   \n",
       "1669               (15.0337, -92.112399999999994)   Landslide   \n",
       "1670               (15.3482, -92.252300000000005)   Landslide   \n",
       "1671    (17.705500000000001, -91.741600000000005)   Landslide   \n",
       "1672    (17.311199999999999, -92.439300000000003)   Landslide   \n",
       "1673                          (17.4054, -91.2988)   Landslide   \n",
       "1674               (37.2699, -81.372399999999999)   Landslide   \n",
       "1675               (40.4377, -80.082999999999998)   Landslide   \n",
       "1676              (39.592599999999997, -107.1799)   Landslide   \n",
       "1677                          (37.3444, -80.6203)   Landslide   \n",
       "1678    (38.398899999999998, -81.584999999999994)   Landslide   \n",
       "1679    (43.237200000000001, -79.832400000000007)   Landslide   \n",
       "1680    (36.106200000000001, -81.647499999999994)   Landslide   \n",
       "1681    (38.951900000000002, -81.908199999999994)   Landslide   \n",
       "1682               (44.3127, -116.07599999999999)   Landslide   \n",
       "1683              (44.103999999999999, -116.0033)   Landslide   \n",
       "1684              (37.072000000000003, -107.8717)   Landslide   \n",
       "1685    (36.383299999999998, -84.250799999999998)   Landslide   \n",
       "1686    (37.328699999999998, -81.313400000000001)   Landslide   \n",
       "1687    (35.220700000000001, -82.321600000000004)   Landslide   \n",
       "1688    (35.221899999999998, -82.322599999999994)   Landslide   \n",
       "1689    (38.398699999999998, -81.584800000000001)   Landslide   \n",
       "1690               (37.409599999999998, -81.4268)   Landslide   \n",
       "1691    (37.501100000000001, -81.109300000000005)   Landslide   \n",
       "1692               (43.4771, -72.406599999999997)   Landslide   \n",
       "\n",
       "          landslide_type landslide_size           trigger        storm_name  \\\n",
       "0              Landslide          Small              Rain                     \n",
       "1              Landslide          Small              Rain                     \n",
       "2              Landslide          Small              Rain                     \n",
       "3     Riverbank collapse          Small              Rain                     \n",
       "4              Landslide          Small          Downpour                     \n",
       "5              Landslide          Small              Rain                     \n",
       "6              Landslide          Small              Rain                     \n",
       "7               Mudslide          Large              Rain                     \n",
       "8              Landslide         Medium          Downpour                     \n",
       "9              Landslide         Medium          Downpour                     \n",
       "10             Landslide         Medium          Downpour                     \n",
       "11             Landslide         Medium              Rain                     \n",
       "12             Landslide         Medium              Rain                     \n",
       "13             Landslide          Small           Unknown                     \n",
       "14             Landslide          Small           Unknown                     \n",
       "15             Landslide          Small              Rain                     \n",
       "16              Mudslide         Medium              Rain                     \n",
       "17             Landslide         Medium              Rain                     \n",
       "18              Mudslide         Medium              Rain                     \n",
       "19              Mudslide          Small  Tropical cyclone    Hurricane Dean   \n",
       "20             Landslide         Medium              Rain                     \n",
       "21             Landslide          Small              Rain                     \n",
       "22              Mudslide          Small              Rain                     \n",
       "23               Complex         Medium              Rain                     \n",
       "24              Mudslide         Medium              Rain                     \n",
       "25              Mudslide          Small              Rain                     \n",
       "26             Landslide         Medium  Tropical cyclone    Hurricane Dean   \n",
       "27             Landslide         Medium  Tropical cyclone    Hurricane Dean   \n",
       "28              Mudslide         Medium  Tropical cyclone    Hurricane Dean   \n",
       "29             Landslide         Medium  Tropical cyclone   Hurricane Felix   \n",
       "...                  ...            ...               ...               ...   \n",
       "1663           Landslide         Medium          Flooding                     \n",
       "1664           Landslide          Large          Downpour                     \n",
       "1665           Landslide         Medium          Downpour                     \n",
       "1666           Landslide         Medium          Downpour                     \n",
       "1667           Landslide         Medium          Downpour                     \n",
       "1668           Landslide         Medium          Downpour                     \n",
       "1669           Landslide         Medium              Rain                     \n",
       "1670           Landslide         Medium              Rain                     \n",
       "1671           Landslide         Medium              Rain  cold front No. 7   \n",
       "1672           Landslide         Medium              Rain                     \n",
       "1673           Landslide         Medium          Flooding                     \n",
       "1674           Landslide         Medium           Unknown                     \n",
       "1675            Rockfall          Small              Rain                     \n",
       "1676            Rockfall         Medium       Freeze thaw                     \n",
       "1677            Rockfall         Medium           Unknown                     \n",
       "1678           Landslide         Medium           Unknown                     \n",
       "1679            Rockfall          Small       Freeze thaw                     \n",
       "1680            Rockfall         Medium           Unknown                     \n",
       "1681            Rockfall          Small              Rain                     \n",
       "1682            Rockfall          Small           Unknown                     \n",
       "1683            Rockfall          Small              Rain                     \n",
       "1684            Rockfall          Small       Freeze thaw                     \n",
       "1685            Rockfall          Small           Unknown                     \n",
       "1686            Rockfall          Small           Unknown                     \n",
       "1687            Mudslide         Medium           Unknown                     \n",
       "1688            Rockfall          Small                                       \n",
       "1689            Mudslide          Small           Unknown                     \n",
       "1690           Landslide          Small              Rain                     \n",
       "1691            Rockfall          Small           Unknown                     \n",
       "1692            Rockfall          Small           Unknown                     \n",
       "\n",
       "     injuries fatalities                                        source_name  \\\n",
       "0                                                                NBC 4 news   \n",
       "1                                                            Canton Rep.com   \n",
       "2                                                The Pittsburgh Channel.com   \n",
       "3                                                                 Le Soleil   \n",
       "4                      0                             Matthew Crawford (KGS)   \n",
       "5                                                 Applalachain news-express   \n",
       "6                                                       Sioux City Journnal   \n",
       "7                     13                             Reuters - AlertNet.org   \n",
       "8                                                 Red Cross - Field reports   \n",
       "9                                                 Red Cross - Field reports   \n",
       "10                                                Red Cross - Field reports   \n",
       "11                                                                NBC5i.com   \n",
       "12                     7                                        nytimes.com   \n",
       "13                                                                            \n",
       "14                                                          Dominican Today   \n",
       "15                             Trinity River Authority - Grand Prarie Times   \n",
       "16                     5                               International Herald   \n",
       "17                                                          Jamaica Gleaner   \n",
       "18                                                   Telluride Daily Planet   \n",
       "19                     2                                      Tribune India   \n",
       "20                                                            The Sun Times   \n",
       "21                                                         Billings Gazette   \n",
       "22                                                        Post bulletin.com   \n",
       "23                                                     LaCrosse Tribune.com   \n",
       "24                                                                 FOX news   \n",
       "25                                                                WTOV9.com   \n",
       "26                        United Nations Development Programme - Relief Web   \n",
       "27                        United Nations Development Programme - Relief Web   \n",
       "28                     6                                       Inquirer.com   \n",
       "29                                                         Trinadad Express   \n",
       "...       ...        ...                                                ...   \n",
       "1663        0          0                                   PanamÃ¡ AmÃ©rica   \n",
       "1664        0          0                                Cuerpos de Bomberos   \n",
       "1665        0          0                                            Critica   \n",
       "1666        0          0                                            Critica   \n",
       "1667        0          0                                   PanamÃ¡ AmÃ©rica   \n",
       "1668        0          0                                   Noticias Caracol   \n",
       "1669        0          0                                       Cuarto Poder   \n",
       "1670        0          0                                    azteca noticias   \n",
       "1671        0          0                                    azteca noticias   \n",
       "1672        0          0                                       NVI noticias   \n",
       "1673        0          0                                  ver tiente global   \n",
       "1674        0          0                                               WJHL   \n",
       "1675        0          0                                               WPXI   \n",
       "1676        0          0                                                CBS   \n",
       "1677        0          0                                          NEWSSHINE   \n",
       "1678        0          0                                               WQBE   \n",
       "1679        0          0                                 Hamilton Spectator   \n",
       "1680        0          0                                               WSOC   \n",
       "1681        0          0                             Pomeroy Daily Sentinel   \n",
       "1682        0          0                                               KTVB   \n",
       "1683        1          0                                               KTVB   \n",
       "1684        0          0                                     Durango Herald   \n",
       "1685        0          0                                  Commercial Appeal   \n",
       "1686        0          0                          Bluefield Daily Telegraph   \n",
       "1687        0          0                               Tryon Daily Bulletin   \n",
       "1688        0          0                               Tryon Daily Bulletin   \n",
       "1689        0          0                                 Charleston Gazette   \n",
       "1690        0          0                          Bluefield Daily Telegraph   \n",
       "1691        0          0                          Bluefield Daily Telegraph   \n",
       "1692        0          0                                        Valley News   \n",
       "\n",
       "                                            source_link  \n",
       "0         http://www.nbc4.com/news/11186871/detail.html  \n",
       "1     http://www.cantonrep.com/index.php?ID=345054&C...  \n",
       "2     https://web.archive.org/web/20080423132842/htt...  \n",
       "3     http://www.hebdos.net/lsc/edition162007/articl...  \n",
       "4                                                        \n",
       "5     http://www.news-expressky.com/articles/2007/04...  \n",
       "6     http://www.siouxcityjournal.com/articles/2007/...  \n",
       "7     http://www.reuters.com/news/video/videoStory?v...  \n",
       "8     https://www-secure.ifrc.org/dmis/prepare/view_...  \n",
       "9     https://www-secure.ifrc.org/dmis/prepare/view_...  \n",
       "10    https://www-secure.ifrc.org/dmis/prepare/view_...  \n",
       "11       http://www.nbc5i.com/news/13604036/detail.html  \n",
       "12    http://www.nytimes.com/2007/07/04/world/americ...  \n",
       "13    http://www.cfra.com/headlines/index.asp?cat=1&...  \n",
       "14    http://www.dominicantoday.com/app/article.aspx...  \n",
       "15    http://www.gptimes.com/?story_20070627130646_s...  \n",
       "16    http://www.iht.com/articles/ap/2007/08/09/amer...  \n",
       "17    http://www.jamaica-gleaner.com/gleaner/2007081...  \n",
       "18    http://www.telluridegateway.com/articles/2007/...  \n",
       "19    http://www.tribuneindia.com/2007/20070817/hima...  \n",
       "20    http://www.suntimes.com/news/nation/516414,19f...  \n",
       "21    http://www.billingsgazette.net/articles/2007/0...  \n",
       "22    http://www.postbulletin.com/newsmanager/templa...  \n",
       "23    http://www.lacrossetribune.com/articles/2007/0...  \n",
       "24    http://www.fox23news.com/news/national/story.a...  \n",
       "25       http://www.wtov9.com/news/13943449/detail.html  \n",
       "26    http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...  \n",
       "27    http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...  \n",
       "28    http://newsinfo.inquirer.net/breakingnews/worl...  \n",
       "29    http://www.trinidadexpress.com/index.pl/articl...  \n",
       "...                                                 ...  \n",
       "1663  http://www.panamaamerica.com.pa/provincias/tem...  \n",
       "1664  http://www.bomberos.gob.pa/2015/09/gobierno-de...  \n",
       "1665  http://www.critica.com.pa/nacional/deslizamien...  \n",
       "1666  http://www.critica.com.pa/nacional/deslizamien...  \n",
       "1667  http://www.panamaamerica.com.pa/provincias/tem...  \n",
       "1668  http://www.noticiascaracol.com/colombia/al-mar...  \n",
       "1669  http://www.cuartopoder.mx/deslaveafectacarrete...  \n",
       "1670  http://www.aztecanoticias.com.mx/notas/estados...  \n",
       "1671  http://www.aztecanoticias.com.mx/notas/estados...  \n",
       "1672  http://www.noticiasnet.mx/portal/chiapas/gener...  \n",
       "1673                http://vertienteglobal.com/?p=49401  \n",
       "1674  http://wjhl.com/2016/02/24/rockslide-could-lea...  \n",
       "1675  http://www.wpxi.com/news/news/local/rockslide-...  \n",
       "1676  http://denver.cbslocal.com/2016/02/16/i-70-clo...  \n",
       "1677  http://www.newsshine.com/us-local-news/virgini...  \n",
       "1678   http://www.wqbe.com/rockslide-changes-bus-route/  \n",
       "1679  http://www.thespec.com/news-story/6341970-fall...  \n",
       "1680  http://www.wsoctv.com/news/rock-slide-shuts-do...  \n",
       "1681  http://mydailysentinel.com/top-stories/4538/ro...  \n",
       "1682  http://www.ktvb.com/news/local/itd-working-to-...  \n",
       "1683  http://www.ktvb.com/news/local/itd-working-to-...  \n",
       "1684  http://www.durangoherald.com/article/20160227/...  \n",
       "1685  http://www.commercialappeal.com/news/regional/...  \n",
       "1686  http://www.bdtonline.com/news/rockslide-blocks...  \n",
       "1687  http://www.tryondailybulletin.com/2016/02/26/u...  \n",
       "1688  http://www.tryondailybulletin.com/2016/02/26/u...  \n",
       "1689  http://www.wvgazettemail.com/news/20160222/us-...  \n",
       "1690  http://www.bdtonline.com/news/officials-cautio...  \n",
       "1691  http://www.bdtonline.com/news/rockslide-snarls...  \n",
       "1692  http://www.vnews.com/home/21353539-95/loose-ledge  \n",
       "\n",
       "[1693 rows x 23 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = df.replace(['Tx', 'tx', 'TX','texas'],\"Texas\")\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check the keys, that is, the column names of the dataframe for performing operations on it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index([u'id', u'date', u'time', u'continent_code', u'country_name',\n",
       "       u'country_code', u'state/province', u'population', u'city/town',\n",
       "       u'distance', u'location_description', u'latitude', u'longitude',\n",
       "       u'geolocation', u'hazard_type', u'landslide_type', u'landslide_size',\n",
       "       u'trigger', u'storm_name', u'injuries', u'fatalities', u'source_name',\n",
       "       u'source_link'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Fix the NULL or empty continent code field by replacing with appropriate values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>continent_code</th>\n",
       "      <th>country_name</th>\n",
       "      <th>country_code</th>\n",
       "      <th>state/province</th>\n",
       "      <th>population</th>\n",
       "      <th>city/town</th>\n",
       "      <th>distance</th>\n",
       "      <th>...</th>\n",
       "      <th>geolocation</th>\n",
       "      <th>hazard_type</th>\n",
       "      <th>landslide_type</th>\n",
       "      <th>landslide_size</th>\n",
       "      <th>trigger</th>\n",
       "      <th>storm_name</th>\n",
       "      <th>injuries</th>\n",
       "      <th>fatalities</th>\n",
       "      <th>source_name</th>\n",
       "      <th>source_link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34</td>\n",
       "      <td>3/2/2007</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>16000</td>\n",
       "      <td>Cherry Hill</td>\n",
       "      <td>3.40765</td>\n",
       "      <td>...</td>\n",
       "      <td>(38.600900000000003, -77.268199999999993)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NBC 4 news</td>\n",
       "      <td>http://www.nbc4.com/news/11186871/detail.html</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>42</td>\n",
       "      <td>22/3/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>17288</td>\n",
       "      <td>New Philadelphia</td>\n",
       "      <td>3.33522</td>\n",
       "      <td>...</td>\n",
       "      <td>(40.517499999999998, -81.430499999999995)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Canton Rep.com</td>\n",
       "      <td>http://www.cantonrep.com/index.php?ID=345054&amp;C...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>56</td>\n",
       "      <td>4/6/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>15930</td>\n",
       "      <td>Wilkinsburg</td>\n",
       "      <td>2.91977</td>\n",
       "      <td>...</td>\n",
       "      <td>(40.4377, -79.915999999999997)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Pittsburgh Channel.com</td>\n",
       "      <td>https://web.archive.org/web/20080423132842/htt...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>59</td>\n",
       "      <td>4/14/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>42786</td>\n",
       "      <td>ChÃ¢teauguay</td>\n",
       "      <td>2.98682</td>\n",
       "      <td>...</td>\n",
       "      <td>(45.322600000000001, -73.777100000000004)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Riverbank collapse</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Le Soleil</td>\n",
       "      <td>http://www.hebdos.net/lsc/edition162007/articl...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>61</td>\n",
       "      <td>4/15/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>5.66542</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.432499999999997, -82.493099999999998)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>Matthew Crawford (KGS)</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>64</td>\n",
       "      <td>4/20/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>0.23715</td>\n",
       "      <td>...</td>\n",
       "      <td>(37.481400000000001, -82.518600000000006)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Applalachain news-express</td>\n",
       "      <td>http://www.news-expressky.com/articles/2007/04...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>67</td>\n",
       "      <td>14/4/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>2540</td>\n",
       "      <td>Dakota Dunes</td>\n",
       "      <td>2.48033</td>\n",
       "      <td>...</td>\n",
       "      <td>(42.494100000000003, -96.457599999999999)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Sioux City Journnal</td>\n",
       "      <td>http://www.siouxcityjournal.com/articles/2007/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>77</td>\n",
       "      <td>5/21/2007</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>Risaralda</td>\n",
       "      <td>440118</td>\n",
       "      <td>Pereira</td>\n",
       "      <td>0.62022</td>\n",
       "      <td>...</td>\n",
       "      <td>(4.8080999999999996, -75.694100000000006)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Large</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13</td>\n",
       "      <td>Reuters - AlertNet.org</td>\n",
       "      <td>http://www.reuters.com/news/video/videoStory?v...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>105</td>\n",
       "      <td>6/27/2007</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Zamora-Chinchipe</td>\n",
       "      <td>15276</td>\n",
       "      <td>Zamora</td>\n",
       "      <td>0.47714</td>\n",
       "      <td>...</td>\n",
       "      <td>(-4.0650000000000004, -78.950999999999993)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>106</td>\n",
       "      <td>27/6/2007</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Loja</td>\n",
       "      <td>117796</td>\n",
       "      <td>Loja</td>\n",
       "      <td>0.35649</td>\n",
       "      <td>...</td>\n",
       "      <td>(-3.99, -79.204999999999998)</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    id       date   time continent_code   country_name country_code  \\\n",
       "0   34   3/2/2007  Night  North America  United States           US   \n",
       "1   42  22/3/2007         North America  United States           US   \n",
       "2   56   4/6/2007         North America  United States           US   \n",
       "3   59  4/14/2007         North America         Canada           CA   \n",
       "4   61  4/15/2007         North America  United States           US   \n",
       "5   64  4/20/2007         North America  United States           US   \n",
       "6   67  14/4/2007         North America  United States           US   \n",
       "7   77  5/21/2007         South America       Colombia           CO   \n",
       "8  105  6/27/2007         South America        Ecuador           EC   \n",
       "9  106  27/6/2007         South America        Ecuador           EC   \n",
       "\n",
       "     state/province  population         city/town distance  \\\n",
       "0          Virginia       16000       Cherry Hill  3.40765   \n",
       "1              Ohio       17288  New Philadelphia  3.33522   \n",
       "2      Pennsylvania       15930       Wilkinsburg  2.91977   \n",
       "3            Quebec       42786      ChÃ¢teauguay  2.98682   \n",
       "4          Kentucky        6903         Pikeville  5.66542   \n",
       "5          Kentucky        6903         Pikeville  0.23715   \n",
       "6      South Dakota        2540      Dakota Dunes  2.48033   \n",
       "7         Risaralda      440118           Pereira  0.62022   \n",
       "8  Zamora-Chinchipe       15276            Zamora  0.47714   \n",
       "9              Loja      117796              Loja  0.35649   \n",
       "\n",
       "                         ...                          \\\n",
       "0                        ...                           \n",
       "1                        ...                           \n",
       "2                        ...                           \n",
       "3                        ...                           \n",
       "4                        ...                           \n",
       "5                        ...                           \n",
       "6                        ...                           \n",
       "7                        ...                           \n",
       "8                        ...                           \n",
       "9                        ...                           \n",
       "\n",
       "                                  geolocation hazard_type      landslide_type  \\\n",
       "0   (38.600900000000003, -77.268199999999993)   Landslide           Landslide   \n",
       "1   (40.517499999999998, -81.430499999999995)   Landslide           Landslide   \n",
       "2              (40.4377, -79.915999999999997)   Landslide           Landslide   \n",
       "3   (45.322600000000001, -73.777100000000004)   Landslide  Riverbank collapse   \n",
       "4   (37.432499999999997, -82.493099999999998)   Landslide           Landslide   \n",
       "5   (37.481400000000001, -82.518600000000006)   Landslide           Landslide   \n",
       "6   (42.494100000000003, -96.457599999999999)   Landslide           Landslide   \n",
       "7   (4.8080999999999996, -75.694100000000006)   Landslide            Mudslide   \n",
       "8  (-4.0650000000000004, -78.950999999999993)   Landslide           Landslide   \n",
       "9                (-3.99, -79.204999999999998)   Landslide           Landslide   \n",
       "\n",
       "  landslide_size   trigger storm_name injuries fatalities  \\\n",
       "0          Small      Rain                                  \n",
       "1          Small      Rain                                  \n",
       "2          Small      Rain                                  \n",
       "3          Small      Rain                                  \n",
       "4          Small  Downpour                              0   \n",
       "5          Small      Rain                                  \n",
       "6          Small      Rain                                  \n",
       "7          Large      Rain                             13   \n",
       "8         Medium  Downpour                                  \n",
       "9         Medium  Downpour                                  \n",
       "\n",
       "                  source_name  \\\n",
       "0                  NBC 4 news   \n",
       "1              Canton Rep.com   \n",
       "2  The Pittsburgh Channel.com   \n",
       "3                   Le Soleil   \n",
       "4      Matthew Crawford (KGS)   \n",
       "5   Applalachain news-express   \n",
       "6         Sioux City Journnal   \n",
       "7      Reuters - AlertNet.org   \n",
       "8   Red Cross - Field reports   \n",
       "9   Red Cross - Field reports   \n",
       "\n",
       "                                         source_link  \n",
       "0      http://www.nbc4.com/news/11186871/detail.html  \n",
       "1  http://www.cantonrep.com/index.php?ID=345054&C...  \n",
       "2  https://web.archive.org/web/20080423132842/htt...  \n",
       "3  http://www.hebdos.net/lsc/edition162007/articl...  \n",
       "4                                                     \n",
       "5  http://www.news-expressky.com/articles/2007/04...  \n",
       "6  http://www.siouxcityjournal.com/articles/2007/...  \n",
       "7  http://www.reuters.com/news/video/videoStory?v...  \n",
       "8  https://www-secure.ifrc.org/dmis/prepare/view_...  \n",
       "9  https://www-secure.ifrc.org/dmis/prepare/view_...  \n",
       "\n",
       "[10 rows x 23 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for row in range(len(df.index)):\n",
    "    #print (df['continent_code'].iloc[row])\n",
    "    continent_Code = df['continent_code'].iloc[row]\n",
    "    if(continent_Code == '' or continent_Code == 'null'):\n",
    "        #print (\"hi\")\n",
    "        country = df['country_name'].iloc[row]\n",
    "        for row1 in range(len(df.index)):\n",
    "            newCountry = df['country_name'].iloc[row1]\n",
    "            if(country == newCountry and df['continent_code'].iloc[row1] != ''):\n",
    "               # print(\"here: \", df['continent_code'].iloc[row1])\n",
    "                df['continent_code'].iloc[row] = df['continent_code'].iloc[row1]\n",
    "\n",
    "df.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### This is used to check the datatypes of each column in the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                       int64\n",
       "date                    object\n",
       "time                    object\n",
       "continent_code          object\n",
       "country_name            object\n",
       "country_code            object\n",
       "state/province          object\n",
       "population               int64\n",
       "city/town               object\n",
       "distance                object\n",
       "location_description    object\n",
       "latitude                object\n",
       "longitude               object\n",
       "geolocation             object\n",
       "hazard_type             object\n",
       "landslide_type          object\n",
       "landslide_size          object\n",
       "trigger                 object\n",
       "storm_name              object\n",
       "injuries                object\n",
       "fatalities              object\n",
       "source_name             object\n",
       "source_link             object\n",
       "dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#check datatypes of all the columns inside the dataset.\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### This will group dataset by city/town and display the number of Landslides that has occurred in that place"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>continent_code</th>\n",
       "      <th>country_name</th>\n",
       "      <th>country_code</th>\n",
       "      <th>state/province</th>\n",
       "      <th>population</th>\n",
       "      <th>city/town</th>\n",
       "      <th>distance</th>\n",
       "      <th>...</th>\n",
       "      <th>hazard_type</th>\n",
       "      <th>landslide_type</th>\n",
       "      <th>landslide_size</th>\n",
       "      <th>trigger</th>\n",
       "      <th>storm_name</th>\n",
       "      <th>injuries</th>\n",
       "      <th>fatalities</th>\n",
       "      <th>source_name</th>\n",
       "      <th>source_link</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34</td>\n",
       "      <td>3/2/2007</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>16000</td>\n",
       "      <td>Cherry Hill</td>\n",
       "      <td>3.40765</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NBC 4 news</td>\n",
       "      <td>http://www.nbc4.com/news/11186871/detail.html</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>42</td>\n",
       "      <td>22/3/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>17288</td>\n",
       "      <td>New Philadelphia</td>\n",
       "      <td>3.33522</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Canton Rep.com</td>\n",
       "      <td>http://www.cantonrep.com/index.php?ID=345054&amp;C...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>56</td>\n",
       "      <td>4/6/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>15930</td>\n",
       "      <td>Wilkinsburg</td>\n",
       "      <td>2.91977</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Pittsburgh Channel.com</td>\n",
       "      <td>https://web.archive.org/web/20080423132842/htt...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>59</td>\n",
       "      <td>4/14/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>42786</td>\n",
       "      <td>ChÃ¢teauguay</td>\n",
       "      <td>2.98682</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Riverbank collapse</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Le Soleil</td>\n",
       "      <td>http://www.hebdos.net/lsc/edition162007/articl...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>61</td>\n",
       "      <td>4/15/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>5.66542</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>Matthew Crawford (KGS)</td>\n",
       "      <td></td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>64</td>\n",
       "      <td>4/20/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>0.23715</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Applalachain news-express</td>\n",
       "      <td>http://www.news-expressky.com/articles/2007/04...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>67</td>\n",
       "      <td>14/4/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>2540</td>\n",
       "      <td>Dakota Dunes</td>\n",
       "      <td>2.48033</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Sioux City Journnal</td>\n",
       "      <td>http://www.siouxcityjournal.com/articles/2007/...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>77</td>\n",
       "      <td>5/21/2007</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>Risaralda</td>\n",
       "      <td>440118</td>\n",
       "      <td>Pereira</td>\n",
       "      <td>0.62022</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Large</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13</td>\n",
       "      <td>Reuters - AlertNet.org</td>\n",
       "      <td>http://www.reuters.com/news/video/videoStory?v...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>105</td>\n",
       "      <td>6/27/2007</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Zamora-Chinchipe</td>\n",
       "      <td>15276</td>\n",
       "      <td>Zamora</td>\n",
       "      <td>0.47714</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>106</td>\n",
       "      <td>27/6/2007</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Loja</td>\n",
       "      <td>117796</td>\n",
       "      <td>Loja</td>\n",
       "      <td>0.35649</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>107</td>\n",
       "      <td>6/27/2007</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Pichincha</td>\n",
       "      <td>5114</td>\n",
       "      <td>SangolquÃ­</td>\n",
       "      <td>33.94603</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>109</td>\n",
       "      <td>7/1/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Texas</td>\n",
       "      <td>42409</td>\n",
       "      <td>Haltom City</td>\n",
       "      <td>0.03668</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NBC5i.com</td>\n",
       "      <td>http://www.nbc5i.com/news/13604036/detail.html</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>115</td>\n",
       "      <td>7/4/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Texas</td>\n",
       "      <td>1947</td>\n",
       "      <td>Laguna Chica (Pueblo Nuevo)</td>\n",
       "      <td>9.51003</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "      <td>nytimes.com</td>\n",
       "      <td>http://www.nytimes.com/2007/07/04/world/americ...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>119</td>\n",
       "      <td>7/8/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>812129</td>\n",
       "      <td>Ottawa</td>\n",
       "      <td>1.74759</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>http://www.cfra.com/headlines/index.asp?cat=1&amp;...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>124</td>\n",
       "      <td>7/13/2007</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>DO</td>\n",
       "      <td>Distrito Nacional</td>\n",
       "      <td>13456</td>\n",
       "      <td>San Carlos</td>\n",
       "      <td>1.70298</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Dominican Today</td>\n",
       "      <td>http://www.dominicantoday.com/app/article.aspx...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>138</td>\n",
       "      <td>7/24/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Texas</td>\n",
       "      <td>175396</td>\n",
       "      <td>Grand Prairie</td>\n",
       "      <td>5.66936</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Trinity River Authority - Grand Prarie Times</td>\n",
       "      <td>http://www.gptimes.com/?story_20070627130646_s...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>165</td>\n",
       "      <td>8/9/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>47247</td>\n",
       "      <td>San JosÃ© Pinula</td>\n",
       "      <td>4.74385</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>International Herald</td>\n",
       "      <td>http://www.iht.com/articles/ap/2007/08/09/amer...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>174</td>\n",
       "      <td>8/11/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>JM</td>\n",
       "      <td>Portland</td>\n",
       "      <td>14400</td>\n",
       "      <td>Port Antonio</td>\n",
       "      <td>7.79027</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Jamaica Gleaner</td>\n",
       "      <td>http://www.jamaica-gleaner.com/gleaner/2007081...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>185</td>\n",
       "      <td>8/14/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>2475</td>\n",
       "      <td>Meeker</td>\n",
       "      <td>10.87949</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Telluride Daily Planet</td>\n",
       "      <td>http://www.telluridegateway.com/articles/2007/...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>186</td>\n",
       "      <td>8/17/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Dominica</td>\n",
       "      <td>DM</td>\n",
       "      <td>Saint Paul</td>\n",
       "      <td>702</td>\n",
       "      <td>Pont CassÃ©</td>\n",
       "      <td>3.39516</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>Tribune India</td>\n",
       "      <td>http://www.tribuneindia.com/2007/20070817/hima...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>187</td>\n",
       "      <td>8/18/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>US</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>2868</td>\n",
       "      <td>Caledonia</td>\n",
       "      <td>22.31062</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Sun Times</td>\n",
       "      <td>http://www.suntimes.com/news/nation/516414,19f...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>188</td>\n",
       "      <td>8/18/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>9520</td>\n",
       "      <td>Cody</td>\n",
       "      <td>64.74594</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Billings Gazette</td>\n",
       "      <td>http://www.billingsgazette.net/articles/2007/0...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>189</td>\n",
       "      <td>8/18/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>106769</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Post bulletin.com</td>\n",
       "      <td>http://www.postbulletin.com/newsmanager/templa...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>193</td>\n",
       "      <td>8/19/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>51320</td>\n",
       "      <td>La Crosse</td>\n",
       "      <td>13.62525</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>LaCrosse Tribune.com</td>\n",
       "      <td>http://www.lacrossetribune.com/articles/2007/0...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>194</td>\n",
       "      <td>8/19/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>WI</td>\n",
       "      <td>51320</td>\n",
       "      <td>La Crosse</td>\n",
       "      <td>12.91337</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>FOX news</td>\n",
       "      <td>http://www.fox23news.com/news/national/story.a...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>197</td>\n",
       "      <td>20/8/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>1526</td>\n",
       "      <td>Glendale</td>\n",
       "      <td>3.492</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>WTOV9.com</td>\n",
       "      <td>http://www.wtov9.com/news/13943449/detail.html</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>198</td>\n",
       "      <td>8/21/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Alta Verapaz</td>\n",
       "      <td>2006</td>\n",
       "      <td>LanquÃ­n</td>\n",
       "      <td>13.39817</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>United Nations Development Programme - Relief Web</td>\n",
       "      <td>http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>199</td>\n",
       "      <td>8/21/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Izabal</td>\n",
       "      <td>18994</td>\n",
       "      <td>Morales</td>\n",
       "      <td>12.55184</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>United Nations Development Programme - Relief Web</td>\n",
       "      <td>http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>201</td>\n",
       "      <td>8/23/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Puebla</td>\n",
       "      <td>1414</td>\n",
       "      <td>Xochitlaxco (San Baltazar)</td>\n",
       "      <td>1.68294</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td>Inquirer.com</td>\n",
       "      <td>http://newsinfo.inquirer.net/breakingnews/worl...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>224</td>\n",
       "      <td>9/1/2007</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>TT</td>\n",
       "      <td>Tobago</td>\n",
       "      <td>17000</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>9.11607</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Felix</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Trinadad Express</td>\n",
       "      <td>http://www.trinidadexpress.com/index.pl/articl...</td>\n",
       "      <td>7</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>1663</th>\n",
       "      <td>7508</td>\n",
       "      <td>9/17/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>CoclÃ©</td>\n",
       "      <td>0</td>\n",
       "      <td>Caballero</td>\n",
       "      <td>0.21605</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Flooding</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PanamÃ¡ AmÃ©rica</td>\n",
       "      <td>http://www.panamaamerica.com.pa/provincias/tem...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1664</th>\n",
       "      <td>7509</td>\n",
       "      <td>9/10/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>2.59449</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Large</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cuerpos de Bomberos</td>\n",
       "      <td>http://www.bomberos.gob.pa/2015/09/gobierno-de...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1665</th>\n",
       "      <td>7510</td>\n",
       "      <td>8/31/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>3.30848</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Critica</td>\n",
       "      <td>http://www.critica.com.pa/nacional/deslizamien...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1666</th>\n",
       "      <td>7511</td>\n",
       "      <td>8/31/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>3.54386</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Critica</td>\n",
       "      <td>http://www.critica.com.pa/nacional/deslizamien...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1667</th>\n",
       "      <td>7512</td>\n",
       "      <td>9/22/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>76815</td>\n",
       "      <td>ArraijÃ¡n</td>\n",
       "      <td>1.80341</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PanamÃ¡ AmÃ©rica</td>\n",
       "      <td>http://www.panamaamerica.com.pa/provincias/tem...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1668</th>\n",
       "      <td>7513</td>\n",
       "      <td>5/9/2015</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>Antioquia</td>\n",
       "      <td>4811</td>\n",
       "      <td>MutatÃ¡</td>\n",
       "      <td>15.04256</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Noticias Caracol</td>\n",
       "      <td>http://www.noticiascaracol.com/colombia/al-mar...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1669</th>\n",
       "      <td>7514</td>\n",
       "      <td>5/23/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>3796</td>\n",
       "      <td>Santo Domingo</td>\n",
       "      <td>0.76257</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cuarto Poder</td>\n",
       "      <td>http://www.cuartopoder.mx/deslaveafectacarrete...</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1670</th>\n",
       "      <td>7515</td>\n",
       "      <td>10/21/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>19092</td>\n",
       "      <td>Motozintla de Mendoza</td>\n",
       "      <td>2.06743</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>azteca noticias</td>\n",
       "      <td>http://www.aztecanoticias.com.mx/notas/estados...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1671</th>\n",
       "      <td>7516</td>\n",
       "      <td>10/21/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>18608</td>\n",
       "      <td>Emiliano Zapata</td>\n",
       "      <td>4.68443</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>cold front No. 7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>azteca noticias</td>\n",
       "      <td>http://www.aztecanoticias.com.mx/notas/estados...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1672</th>\n",
       "      <td>7517</td>\n",
       "      <td>9/12/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>6089</td>\n",
       "      <td>Tila</td>\n",
       "      <td>1.73469</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NVI noticias</td>\n",
       "      <td>http://www.noticiasnet.mx/portal/chiapas/gener...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1673</th>\n",
       "      <td>7518</td>\n",
       "      <td>10/15/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Tabasco</td>\n",
       "      <td>32415</td>\n",
       "      <td>Tenosique de Pino SuÃ¡rez</td>\n",
       "      <td>15.2226</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Flooding</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>ver tiente global</td>\n",
       "      <td>http://vertienteglobal.com/?p=49401</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1674</th>\n",
       "      <td>7519</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1371</td>\n",
       "      <td>Springville</td>\n",
       "      <td>8.58443</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WJHL</td>\n",
       "      <td>http://wjhl.com/2016/02/24/rockslide-could-lea...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1675</th>\n",
       "      <td>7520</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>5951</td>\n",
       "      <td>Crafton</td>\n",
       "      <td>1.45894</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WPXI</td>\n",
       "      <td>http://www.wpxi.com/news/news/local/rockslide-...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1676</th>\n",
       "      <td>7521</td>\n",
       "      <td>2/15/2016</td>\n",
       "      <td>Morning</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>9614</td>\n",
       "      <td>Glenwood Springs</td>\n",
       "      <td>13.85194</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>CBS</td>\n",
       "      <td>http://denver.cbslocal.com/2016/02/16/i-70-clo...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1677</th>\n",
       "      <td>7522</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1128</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>3.21144</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NEWSSHINE</td>\n",
       "      <td>http://www.newsshine.com/us-local-news/virgini...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1678</th>\n",
       "      <td>7524</td>\n",
       "      <td>2/21/2016</td>\n",
       "      <td>14:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>51400</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>6.43349</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WQBE</td>\n",
       "      <td>http://www.wqbe.com/rockslide-changes-bus-route/</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679</th>\n",
       "      <td>7526</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td>Morning</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>519949</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>2.00473</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Hamilton Spectator</td>\n",
       "      <td>http://www.thespec.com/news-story/6341970-fall...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1680</th>\n",
       "      <td>7527</td>\n",
       "      <td>1/28/2016</td>\n",
       "      <td>9:45</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1241</td>\n",
       "      <td>Blowing Rock</td>\n",
       "      <td>4.20387</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WSOC</td>\n",
       "      <td>http://www.wsoctv.com/news/rock-slide-shuts-do...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1681</th>\n",
       "      <td>7528</td>\n",
       "      <td>2/24/2016</td>\n",
       "      <td>4:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1560</td>\n",
       "      <td>New Haven</td>\n",
       "      <td>6.83465</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Pomeroy Daily Sentinel</td>\n",
       "      <td>http://mydailysentinel.com/top-stories/4538/ro...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1682</th>\n",
       "      <td>7529</td>\n",
       "      <td>2/27/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>939</td>\n",
       "      <td>Cascade</td>\n",
       "      <td>22.78728</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>KTVB</td>\n",
       "      <td>http://www.ktvb.com/news/local/itd-working-to-...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1683</th>\n",
       "      <td>7530</td>\n",
       "      <td>2/27/2016</td>\n",
       "      <td>15:30</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>485</td>\n",
       "      <td>Idaho City</td>\n",
       "      <td>24.16064</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>KTVB</td>\n",
       "      <td>http://www.ktvb.com/news/local/itd-working-to-...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1684</th>\n",
       "      <td>7531</td>\n",
       "      <td>2/14/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>16887</td>\n",
       "      <td>Durango</td>\n",
       "      <td>22.57467</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Durango Herald</td>\n",
       "      <td>http://www.durangoherald.com/article/20160227/...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1685</th>\n",
       "      <td>7532</td>\n",
       "      <td>2/26/2016</td>\n",
       "      <td>15:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jacksboro</td>\n",
       "      <td>8.43321</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Commercial Appeal</td>\n",
       "      <td>http://www.commercialappeal.com/news/regional/...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1686</th>\n",
       "      <td>7533</td>\n",
       "      <td>2/27/2016</td>\n",
       "      <td>12:15</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>2184</td>\n",
       "      <td>Bluewell</td>\n",
       "      <td>5.07093</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/rockslide-blocks...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1687</th>\n",
       "      <td>7534</td>\n",
       "      <td>11/29/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1646</td>\n",
       "      <td>Tryon</td>\n",
       "      <td>7.69666</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tryon Daily Bulletin</td>\n",
       "      <td>http://www.tryondailybulletin.com/2016/02/26/u...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1688</th>\n",
       "      <td>7535</td>\n",
       "      <td>12/7/2015</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1646</td>\n",
       "      <td>Tryon</td>\n",
       "      <td>7.80866</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tryon Daily Bulletin</td>\n",
       "      <td>http://www.tryondailybulletin.com/2016/02/26/u...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1689</th>\n",
       "      <td>7537</td>\n",
       "      <td>2/22/2016</td>\n",
       "      <td>0:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>51400</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>6.84721</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Charleston Gazette</td>\n",
       "      <td>http://www.wvgazettemail.com/news/20160222/us-...</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1690</th>\n",
       "      <td>7539</td>\n",
       "      <td>2/23/2016</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>2406</td>\n",
       "      <td>Welch</td>\n",
       "      <td>14.19735</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/officials-cautio...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1691</th>\n",
       "      <td>7540</td>\n",
       "      <td>2/26/2016</td>\n",
       "      <td>21:06</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>1048</td>\n",
       "      <td>Athens</td>\n",
       "      <td>12.00678</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/rockslide-snarls...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1692</th>\n",
       "      <td>7541</td>\n",
       "      <td>3/2/2016</td>\n",
       "      <td>8:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>2066</td>\n",
       "      <td>Windsor</td>\n",
       "      <td>1.78429</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Valley News</td>\n",
       "      <td>http://www.vnews.com/home/21353539-95/loose-ledge</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1693 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id        date     time continent_code         country_name  \\\n",
       "0       34    3/2/2007    Night  North America        United States   \n",
       "1       42   22/3/2007           North America        United States   \n",
       "2       56    4/6/2007           North America        United States   \n",
       "3       59   4/14/2007           North America               Canada   \n",
       "4       61   4/15/2007           North America        United States   \n",
       "5       64   4/20/2007           North America        United States   \n",
       "6       67   14/4/2007           North America        United States   \n",
       "7       77   5/21/2007           South America             Colombia   \n",
       "8      105   6/27/2007           South America              Ecuador   \n",
       "9      106   27/6/2007           South America              Ecuador   \n",
       "10     107   6/27/2007           South America              Ecuador   \n",
       "11     109    7/1/2007           North America        United States   \n",
       "12     115    7/4/2007           North America               Mexico   \n",
       "13     119    7/8/2007           North America               Canada   \n",
       "14     124   7/13/2007    Night  North America   Dominican Republic   \n",
       "15     138   7/24/2007           North America        United States   \n",
       "16     165    8/9/2007           North America            Guatemala   \n",
       "17     174   8/11/2007           North America              Jamaica   \n",
       "18     185   8/14/2007           North America        United States   \n",
       "19     186   8/17/2007           North America             Dominica   \n",
       "20     187   8/18/2007           North America                Egypt   \n",
       "21     188   8/18/2007           North America        United States   \n",
       "22     189   8/18/2007           North America        United States   \n",
       "23     193   8/19/2007           North America        United States   \n",
       "24     194   8/19/2007           North America        United States   \n",
       "25     197   20/8/2007           North America        United States   \n",
       "26     198   8/21/2007           North America            Guatemala   \n",
       "27     199   8/21/2007           North America            Guatemala   \n",
       "28     201   8/23/2007           North America               Mexico   \n",
       "29     224    9/1/2007           North America  Trinidad and Tobago   \n",
       "...    ...         ...      ...            ...                  ...   \n",
       "1663  7508   9/17/2015           North America               Panama   \n",
       "1664  7509   9/10/2015           North America               Panama   \n",
       "1665  7510   8/31/2015           North America               Panama   \n",
       "1666  7511   8/31/2015           North America               Panama   \n",
       "1667  7512   9/22/2015           North America               Panama   \n",
       "1668  7513    5/9/2015           South America             Colombia   \n",
       "1669  7514   5/23/2015           North America               Mexico   \n",
       "1670  7515  10/21/2015           North America               Mexico   \n",
       "1671  7516  10/21/2015           North America               Mexico   \n",
       "1672  7517   9/12/2015           North America               Mexico   \n",
       "1673  7518  10/15/2015           North America               Mexico   \n",
       "1674  7519   2/24/2016           North America        United States   \n",
       "1675  7520   2/24/2016    Night  North America        United States   \n",
       "1676  7521   2/15/2016  Morning  North America        United States   \n",
       "1677  7522   2/24/2016           North America        United States   \n",
       "1678  7524   2/21/2016    14:00  North America        United States   \n",
       "1679  7526   2/24/2016  Morning  North America               Canada   \n",
       "1680  7527   1/28/2016     9:45  North America        United States   \n",
       "1681  7528   2/24/2016     4:00  North America        United States   \n",
       "1682  7529   2/27/2016           North America        United States   \n",
       "1683  7530   2/27/2016    15:30  North America        United States   \n",
       "1684  7531   2/14/2016           North America        United States   \n",
       "1685  7532   2/26/2016    15:00  North America        United States   \n",
       "1686  7533   2/27/2016    12:15  North America        United States   \n",
       "1687  7534  11/29/2015           North America        United States   \n",
       "1688  7535   12/7/2015           North America        United States   \n",
       "1689  7537   2/22/2016     0:00  North America        United States   \n",
       "1690  7539   2/23/2016           North America        United States   \n",
       "1691  7540   2/26/2016    21:06  North America        United States   \n",
       "1692  7541    3/2/2016     8:00  North America        United States   \n",
       "\n",
       "     country_code     state/province  population                    city/town  \\\n",
       "0              US           Virginia       16000                  Cherry Hill   \n",
       "1              US               Ohio       17288             New Philadelphia   \n",
       "2              US       Pennsylvania       15930                  Wilkinsburg   \n",
       "3              CA             Quebec       42786                 ChÃ¢teauguay   \n",
       "4              US           Kentucky        6903                    Pikeville   \n",
       "5              US           Kentucky        6903                    Pikeville   \n",
       "6              US       South Dakota        2540                 Dakota Dunes   \n",
       "7              CO          Risaralda      440118                      Pereira   \n",
       "8              EC   Zamora-Chinchipe       15276                       Zamora   \n",
       "9              EC               Loja      117796                         Loja   \n",
       "10             EC          Pichincha        5114                   SangolquÃ­   \n",
       "11             US              Texas       42409                  Haltom City   \n",
       "12             MX              Texas        1947  Laguna Chica (Pueblo Nuevo)   \n",
       "13             CA            Ontario      812129                       Ottawa   \n",
       "14             DO  Distrito Nacional       13456                   San Carlos   \n",
       "15             US              Texas      175396                Grand Prairie   \n",
       "16             GT          Guatemala       47247             San JosÃ© Pinula   \n",
       "17             JM           Portland       14400                 Port Antonio   \n",
       "18             US           Colorado        2475                       Meeker   \n",
       "19             DM         Saint Paul         702                  Pont CassÃ©   \n",
       "20             US          Minnesota        2868                    Caledonia   \n",
       "21             US            Wyoming        9520                         Cody   \n",
       "22             US          Minnesota      106769                    Rochester   \n",
       "23             US          Wisconsin       51320                    La Crosse   \n",
       "24             US                 WI       51320                    La Crosse   \n",
       "25             US      West Virginia        1526                     Glendale   \n",
       "26             GT       Alta Verapaz        2006                     LanquÃ­n   \n",
       "27             GT             Izabal       18994                      Morales   \n",
       "28             MX             Puebla        1414   Xochitlaxco (San Baltazar)   \n",
       "29             TT             Tobago       17000                  Scarborough   \n",
       "...           ...                ...         ...                          ...   \n",
       "1663           PA             CoclÃ©           0                    Caballero   \n",
       "1664           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1665           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1666           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1667           PA            PanamÃ¡       76815                    ArraijÃ¡n   \n",
       "1668           CO          Antioquia        4811                      MutatÃ¡   \n",
       "1669           MX            Chiapas        3796                Santo Domingo   \n",
       "1670           MX            Chiapas       19092        Motozintla de Mendoza   \n",
       "1671           MX            Chiapas       18608              Emiliano Zapata   \n",
       "1672           MX            Chiapas        6089                         Tila   \n",
       "1673           MX            Tabasco       32415    Tenosique de Pino SuÃ¡rez   \n",
       "1674           US           Virginia        1371                  Springville   \n",
       "1675           US       Pennsylvania        5951                      Crafton   \n",
       "1676           US           Colorado        9614             Glenwood Springs   \n",
       "1677           US           Virginia        1128                     Pembroke   \n",
       "1678           US      West Virginia       51400                   Charleston   \n",
       "1679           CA            Ontario      519949                     Hamilton   \n",
       "1680           US     North Carolina        1241                 Blowing Rock   \n",
       "1681           US               Ohio        1560                    New Haven   \n",
       "1682           US              Idaho         939                      Cascade   \n",
       "1683           US              Idaho         485                   Idaho City   \n",
       "1684           US           Colorado       16887                      Durango   \n",
       "1685           US          Tennessee        2020                    Jacksboro   \n",
       "1686           US      West Virginia        2184                     Bluewell   \n",
       "1687           US     North Carolina        1646                        Tryon   \n",
       "1688           US     North Carolina        1646                        Tryon   \n",
       "1689           US      West Virginia       51400                   Charleston   \n",
       "1690           US      West Virginia        2406                        Welch   \n",
       "1691           US      West Virginia        1048                       Athens   \n",
       "1692           US            Vermont        2066                      Windsor   \n",
       "\n",
       "      distance  ...  hazard_type      landslide_type landslide_size  \\\n",
       "0      3.40765  ...    Landslide           Landslide          Small   \n",
       "1      3.33522  ...    Landslide           Landslide          Small   \n",
       "2      2.91977  ...    Landslide           Landslide          Small   \n",
       "3      2.98682  ...    Landslide  Riverbank collapse          Small   \n",
       "4      5.66542  ...    Landslide           Landslide          Small   \n",
       "5      0.23715  ...    Landslide           Landslide          Small   \n",
       "6      2.48033  ...    Landslide           Landslide          Small   \n",
       "7      0.62022  ...    Landslide            Mudslide          Large   \n",
       "8      0.47714  ...    Landslide           Landslide         Medium   \n",
       "9      0.35649  ...    Landslide           Landslide         Medium   \n",
       "10    33.94603  ...    Landslide           Landslide         Medium   \n",
       "11     0.03668  ...    Landslide           Landslide         Medium   \n",
       "12     9.51003  ...    Landslide           Landslide         Medium   \n",
       "13     1.74759  ...    Landslide           Landslide          Small   \n",
       "14     1.70298  ...    Landslide           Landslide          Small   \n",
       "15     5.66936  ...    Landslide           Landslide          Small   \n",
       "16     4.74385  ...    Landslide            Mudslide         Medium   \n",
       "17     7.79027  ...    Landslide           Landslide         Medium   \n",
       "18    10.87949  ...    Landslide            Mudslide         Medium   \n",
       "19     3.39516  ...    Landslide            Mudslide          Small   \n",
       "20    22.31062  ...    Landslide           Landslide         Medium   \n",
       "21    64.74594  ...    Landslide           Landslide          Small   \n",
       "22      0.9999  ...    Landslide            Mudslide          Small   \n",
       "23    13.62525  ...    Landslide             Complex         Medium   \n",
       "24    12.91337  ...    Landslide            Mudslide         Medium   \n",
       "25       3.492  ...    Landslide            Mudslide          Small   \n",
       "26    13.39817  ...    Landslide           Landslide         Medium   \n",
       "27    12.55184  ...    Landslide           Landslide         Medium   \n",
       "28     1.68294  ...    Landslide            Mudslide         Medium   \n",
       "29     9.11607  ...    Landslide           Landslide         Medium   \n",
       "...        ...  ...          ...                 ...            ...   \n",
       "1663   0.21605  ...    Landslide           Landslide         Medium   \n",
       "1664   2.59449  ...    Landslide           Landslide          Large   \n",
       "1665   3.30848  ...    Landslide           Landslide         Medium   \n",
       "1666   3.54386  ...    Landslide           Landslide         Medium   \n",
       "1667   1.80341  ...    Landslide           Landslide         Medium   \n",
       "1668  15.04256  ...    Landslide           Landslide         Medium   \n",
       "1669   0.76257  ...    Landslide           Landslide         Medium   \n",
       "1670   2.06743  ...    Landslide           Landslide         Medium   \n",
       "1671   4.68443  ...    Landslide           Landslide         Medium   \n",
       "1672   1.73469  ...    Landslide           Landslide         Medium   \n",
       "1673   15.2226  ...    Landslide           Landslide         Medium   \n",
       "1674   8.58443  ...    Landslide           Landslide         Medium   \n",
       "1675   1.45894  ...    Landslide            Rockfall          Small   \n",
       "1676  13.85194  ...    Landslide            Rockfall         Medium   \n",
       "1677   3.21144  ...    Landslide            Rockfall         Medium   \n",
       "1678   6.43349  ...    Landslide           Landslide         Medium   \n",
       "1679   2.00473  ...    Landslide            Rockfall          Small   \n",
       "1680   4.20387  ...    Landslide            Rockfall         Medium   \n",
       "1681   6.83465  ...    Landslide            Rockfall          Small   \n",
       "1682  22.78728  ...    Landslide            Rockfall          Small   \n",
       "1683  24.16064  ...    Landslide            Rockfall          Small   \n",
       "1684  22.57467  ...    Landslide            Rockfall          Small   \n",
       "1685   8.43321  ...    Landslide            Rockfall          Small   \n",
       "1686   5.07093  ...    Landslide            Rockfall          Small   \n",
       "1687   7.69666  ...    Landslide            Mudslide         Medium   \n",
       "1688   7.80866  ...    Landslide            Rockfall          Small   \n",
       "1689   6.84721  ...    Landslide            Mudslide          Small   \n",
       "1690  14.19735  ...    Landslide           Landslide          Small   \n",
       "1691  12.00678  ...    Landslide            Rockfall          Small   \n",
       "1692   1.78429  ...    Landslide            Rockfall          Small   \n",
       "\n",
       "               trigger        storm_name injuries fatalities  \\\n",
       "0                 Rain                                         \n",
       "1                 Rain                                         \n",
       "2                 Rain                                         \n",
       "3                 Rain                                         \n",
       "4             Downpour                                     0   \n",
       "5                 Rain                                         \n",
       "6                 Rain                                         \n",
       "7                 Rain                                    13   \n",
       "8             Downpour                                         \n",
       "9             Downpour                                         \n",
       "10            Downpour                                         \n",
       "11                Rain                                         \n",
       "12                Rain                                     7   \n",
       "13             Unknown                                         \n",
       "14             Unknown                                         \n",
       "15                Rain                                         \n",
       "16                Rain                                     5   \n",
       "17                Rain                                         \n",
       "18                Rain                                         \n",
       "19    Tropical cyclone    Hurricane Dean                   2   \n",
       "20                Rain                                         \n",
       "21                Rain                                         \n",
       "22                Rain                                         \n",
       "23                Rain                                         \n",
       "24                Rain                                         \n",
       "25                Rain                                         \n",
       "26    Tropical cyclone    Hurricane Dean                       \n",
       "27    Tropical cyclone    Hurricane Dean                       \n",
       "28    Tropical cyclone    Hurricane Dean                   6   \n",
       "29    Tropical cyclone   Hurricane Felix                       \n",
       "...                ...               ...      ...        ...   \n",
       "1663          Flooding                          0          0   \n",
       "1664          Downpour                          0          0   \n",
       "1665          Downpour                          0          0   \n",
       "1666          Downpour                          0          0   \n",
       "1667          Downpour                          0          0   \n",
       "1668          Downpour                          0          0   \n",
       "1669              Rain                          0          0   \n",
       "1670              Rain                          0          0   \n",
       "1671              Rain  cold front No. 7        0          0   \n",
       "1672              Rain                          0          0   \n",
       "1673          Flooding                          0          0   \n",
       "1674           Unknown                          0          0   \n",
       "1675              Rain                          0          0   \n",
       "1676       Freeze thaw                          0          0   \n",
       "1677           Unknown                          0          0   \n",
       "1678           Unknown                          0          0   \n",
       "1679       Freeze thaw                          0          0   \n",
       "1680           Unknown                          0          0   \n",
       "1681              Rain                          0          0   \n",
       "1682           Unknown                          0          0   \n",
       "1683              Rain                          1          0   \n",
       "1684       Freeze thaw                          0          0   \n",
       "1685           Unknown                          0          0   \n",
       "1686           Unknown                          0          0   \n",
       "1687           Unknown                          0          0   \n",
       "1688                                            0          0   \n",
       "1689           Unknown                          0          0   \n",
       "1690              Rain                          0          0   \n",
       "1691           Unknown                          0          0   \n",
       "1692           Unknown                          0          0   \n",
       "\n",
       "                                            source_name  \\\n",
       "0                                            NBC 4 news   \n",
       "1                                        Canton Rep.com   \n",
       "2                            The Pittsburgh Channel.com   \n",
       "3                                             Le Soleil   \n",
       "4                                Matthew Crawford (KGS)   \n",
       "5                             Applalachain news-express   \n",
       "6                                   Sioux City Journnal   \n",
       "7                                Reuters - AlertNet.org   \n",
       "8                             Red Cross - Field reports   \n",
       "9                             Red Cross - Field reports   \n",
       "10                            Red Cross - Field reports   \n",
       "11                                            NBC5i.com   \n",
       "12                                          nytimes.com   \n",
       "13                                                        \n",
       "14                                      Dominican Today   \n",
       "15         Trinity River Authority - Grand Prarie Times   \n",
       "16                                 International Herald   \n",
       "17                                      Jamaica Gleaner   \n",
       "18                               Telluride Daily Planet   \n",
       "19                                        Tribune India   \n",
       "20                                        The Sun Times   \n",
       "21                                     Billings Gazette   \n",
       "22                                    Post bulletin.com   \n",
       "23                                 LaCrosse Tribune.com   \n",
       "24                                             FOX news   \n",
       "25                                            WTOV9.com   \n",
       "26    United Nations Development Programme - Relief Web   \n",
       "27    United Nations Development Programme - Relief Web   \n",
       "28                                         Inquirer.com   \n",
       "29                                     Trinadad Express   \n",
       "...                                                 ...   \n",
       "1663                                   PanamÃ¡ AmÃ©rica   \n",
       "1664                                Cuerpos de Bomberos   \n",
       "1665                                            Critica   \n",
       "1666                                            Critica   \n",
       "1667                                   PanamÃ¡ AmÃ©rica   \n",
       "1668                                   Noticias Caracol   \n",
       "1669                                       Cuarto Poder   \n",
       "1670                                    azteca noticias   \n",
       "1671                                    azteca noticias   \n",
       "1672                                       NVI noticias   \n",
       "1673                                  ver tiente global   \n",
       "1674                                               WJHL   \n",
       "1675                                               WPXI   \n",
       "1676                                                CBS   \n",
       "1677                                          NEWSSHINE   \n",
       "1678                                               WQBE   \n",
       "1679                                 Hamilton Spectator   \n",
       "1680                                               WSOC   \n",
       "1681                             Pomeroy Daily Sentinel   \n",
       "1682                                               KTVB   \n",
       "1683                                               KTVB   \n",
       "1684                                     Durango Herald   \n",
       "1685                                  Commercial Appeal   \n",
       "1686                          Bluefield Daily Telegraph   \n",
       "1687                               Tryon Daily Bulletin   \n",
       "1688                               Tryon Daily Bulletin   \n",
       "1689                                 Charleston Gazette   \n",
       "1690                          Bluefield Daily Telegraph   \n",
       "1691                          Bluefield Daily Telegraph   \n",
       "1692                                        Valley News   \n",
       "\n",
       "                                            source_link Count  \n",
       "0         http://www.nbc4.com/news/11186871/detail.html     1  \n",
       "1     http://www.cantonrep.com/index.php?ID=345054&C...     1  \n",
       "2     https://web.archive.org/web/20080423132842/htt...     1  \n",
       "3     http://www.hebdos.net/lsc/edition162007/articl...     1  \n",
       "4                                                          10  \n",
       "5     http://www.news-expressky.com/articles/2007/04...    10  \n",
       "6     http://www.siouxcityjournal.com/articles/2007/...     1  \n",
       "7     http://www.reuters.com/news/video/videoStory?v...     1  \n",
       "8     https://www-secure.ifrc.org/dmis/prepare/view_...     2  \n",
       "9     https://www-secure.ifrc.org/dmis/prepare/view_...     2  \n",
       "10    https://www-secure.ifrc.org/dmis/prepare/view_...     1  \n",
       "11       http://www.nbc5i.com/news/13604036/detail.html     1  \n",
       "12    http://www.nytimes.com/2007/07/04/world/americ...     2  \n",
       "13    http://www.cfra.com/headlines/index.asp?cat=1&...     1  \n",
       "14    http://www.dominicantoday.com/app/article.aspx...     2  \n",
       "15    http://www.gptimes.com/?story_20070627130646_s...     1  \n",
       "16    http://www.iht.com/articles/ap/2007/08/09/amer...     2  \n",
       "17    http://www.jamaica-gleaner.com/gleaner/2007081...     4  \n",
       "18    http://www.telluridegateway.com/articles/2007/...     1  \n",
       "19    http://www.tribuneindia.com/2007/20070817/hima...     5  \n",
       "20    http://www.suntimes.com/news/nation/516414,19f...     3  \n",
       "21    http://www.billingsgazette.net/articles/2007/0...     6  \n",
       "22    http://www.postbulletin.com/newsmanager/templa...     1  \n",
       "23    http://www.lacrossetribune.com/articles/2007/0...     2  \n",
       "24    http://www.fox23news.com/news/national/story.a...     2  \n",
       "25       http://www.wtov9.com/news/13943449/detail.html     2  \n",
       "26    http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...     1  \n",
       "27    http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...     2  \n",
       "28    http://newsinfo.inquirer.net/breakingnews/worl...     1  \n",
       "29    http://www.trinidadexpress.com/index.pl/articl...     7  \n",
       "...                                                 ...   ...  \n",
       "1663  http://www.panamaamerica.com.pa/provincias/tem...     1  \n",
       "1664  http://www.bomberos.gob.pa/2015/09/gobierno-de...     5  \n",
       "1665  http://www.critica.com.pa/nacional/deslizamien...     5  \n",
       "1666  http://www.critica.com.pa/nacional/deslizamien...     5  \n",
       "1667  http://www.panamaamerica.com.pa/provincias/tem...     1  \n",
       "1668  http://www.noticiascaracol.com/colombia/al-mar...     1  \n",
       "1669  http://www.cuartopoder.mx/deslaveafectacarrete...    20  \n",
       "1670  http://www.aztecanoticias.com.mx/notas/estados...     1  \n",
       "1671  http://www.aztecanoticias.com.mx/notas/estados...     1  \n",
       "1672  http://www.noticiasnet.mx/portal/chiapas/gener...     1  \n",
       "1673                http://vertienteglobal.com/?p=49401     1  \n",
       "1674  http://wjhl.com/2016/02/24/rockslide-could-lea...     1  \n",
       "1675  http://www.wpxi.com/news/news/local/rockslide-...     3  \n",
       "1676  http://denver.cbslocal.com/2016/02/16/i-70-clo...     4  \n",
       "1677  http://www.newsshine.com/us-local-news/virgini...     1  \n",
       "1678   http://www.wqbe.com/rockslide-changes-bus-route/     8  \n",
       "1679  http://www.thespec.com/news-story/6341970-fall...     4  \n",
       "1680  http://www.wsoctv.com/news/rock-slide-shuts-do...     4  \n",
       "1681  http://mydailysentinel.com/top-stories/4538/ro...     1  \n",
       "1682  http://www.ktvb.com/news/local/itd-working-to-...     1  \n",
       "1683  http://www.ktvb.com/news/local/itd-working-to-...    10  \n",
       "1684  http://www.durangoherald.com/article/20160227/...     6  \n",
       "1685  http://www.commercialappeal.com/news/regional/...     2  \n",
       "1686  http://www.bdtonline.com/news/rockslide-blocks...     1  \n",
       "1687  http://www.tryondailybulletin.com/2016/02/26/u...     2  \n",
       "1688  http://www.tryondailybulletin.com/2016/02/26/u...     2  \n",
       "1689  http://www.wvgazettemail.com/news/20160222/us-...     8  \n",
       "1690  http://www.bdtonline.com/news/officials-cautio...     3  \n",
       "1691  http://www.bdtonline.com/news/rockslide-snarls...     1  \n",
       "1692  http://www.vnews.com/home/21353539-95/loose-ledge     2  \n",
       "\n",
       "[1693 rows x 24 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Group by city/town \n",
    "\n",
    "df['Count'] = df.groupby('city/town')['city/town'].transform('count')\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### This is used to enforce standard format of date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>continent_code</th>\n",
       "      <th>country_name</th>\n",
       "      <th>country_code</th>\n",
       "      <th>state/province</th>\n",
       "      <th>population</th>\n",
       "      <th>city/town</th>\n",
       "      <th>distance</th>\n",
       "      <th>...</th>\n",
       "      <th>hazard_type</th>\n",
       "      <th>landslide_type</th>\n",
       "      <th>landslide_size</th>\n",
       "      <th>trigger</th>\n",
       "      <th>storm_name</th>\n",
       "      <th>injuries</th>\n",
       "      <th>fatalities</th>\n",
       "      <th>source_name</th>\n",
       "      <th>source_link</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34</td>\n",
       "      <td>2007-03-02</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>16000</td>\n",
       "      <td>Cherry Hill</td>\n",
       "      <td>3.40765</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NBC 4 news</td>\n",
       "      <td>http://www.nbc4.com/news/11186871/detail.html</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>42</td>\n",
       "      <td>2007-03-22</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>17288</td>\n",
       "      <td>New Philadelphia</td>\n",
       "      <td>3.33522</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Canton Rep.com</td>\n",
       "      <td>http://www.cantonrep.com/index.php?ID=345054&amp;C...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>56</td>\n",
       "      <td>2007-04-06</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>15930</td>\n",
       "      <td>Wilkinsburg</td>\n",
       "      <td>2.91977</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Pittsburgh Channel.com</td>\n",
       "      <td>https://web.archive.org/web/20080423132842/htt...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>59</td>\n",
       "      <td>2007-04-14</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>42786</td>\n",
       "      <td>ChÃ¢teauguay</td>\n",
       "      <td>2.98682</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Riverbank collapse</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Le Soleil</td>\n",
       "      <td>http://www.hebdos.net/lsc/edition162007/articl...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>61</td>\n",
       "      <td>2007-04-15</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>5.66542</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>Matthew Crawford (KGS)</td>\n",
       "      <td></td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>64</td>\n",
       "      <td>2007-04-20</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>0.23715</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Applalachain news-express</td>\n",
       "      <td>http://www.news-expressky.com/articles/2007/04...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>67</td>\n",
       "      <td>2007-04-14</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>2540</td>\n",
       "      <td>Dakota Dunes</td>\n",
       "      <td>2.48033</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Sioux City Journnal</td>\n",
       "      <td>http://www.siouxcityjournal.com/articles/2007/...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>77</td>\n",
       "      <td>2007-05-21</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>Risaralda</td>\n",
       "      <td>440118</td>\n",
       "      <td>Pereira</td>\n",
       "      <td>0.62022</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Large</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13</td>\n",
       "      <td>Reuters - AlertNet.org</td>\n",
       "      <td>http://www.reuters.com/news/video/videoStory?v...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>105</td>\n",
       "      <td>2007-06-27</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Zamora-Chinchipe</td>\n",
       "      <td>15276</td>\n",
       "      <td>Zamora</td>\n",
       "      <td>0.47714</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>106</td>\n",
       "      <td>2007-06-27</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Loja</td>\n",
       "      <td>117796</td>\n",
       "      <td>Loja</td>\n",
       "      <td>0.35649</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>107</td>\n",
       "      <td>2007-06-27</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Pichincha</td>\n",
       "      <td>5114</td>\n",
       "      <td>SangolquÃ­</td>\n",
       "      <td>33.94603</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>109</td>\n",
       "      <td>2007-07-01</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Texas</td>\n",
       "      <td>42409</td>\n",
       "      <td>Haltom City</td>\n",
       "      <td>0.03668</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>NBC5i.com</td>\n",
       "      <td>http://www.nbc5i.com/news/13604036/detail.html</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>115</td>\n",
       "      <td>2007-07-04</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Texas</td>\n",
       "      <td>1947</td>\n",
       "      <td>Laguna Chica (Pueblo Nuevo)</td>\n",
       "      <td>9.51003</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>7</td>\n",
       "      <td>nytimes.com</td>\n",
       "      <td>http://www.nytimes.com/2007/07/04/world/americ...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>119</td>\n",
       "      <td>2007-07-08</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>812129</td>\n",
       "      <td>Ottawa</td>\n",
       "      <td>1.74759</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>http://www.cfra.com/headlines/index.asp?cat=1&amp;...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>124</td>\n",
       "      <td>2007-07-13</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>DO</td>\n",
       "      <td>Distrito Nacional</td>\n",
       "      <td>13456</td>\n",
       "      <td>San Carlos</td>\n",
       "      <td>1.70298</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Dominican Today</td>\n",
       "      <td>http://www.dominicantoday.com/app/article.aspx...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>138</td>\n",
       "      <td>2007-07-24</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Texas</td>\n",
       "      <td>175396</td>\n",
       "      <td>Grand Prairie</td>\n",
       "      <td>5.66936</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Trinity River Authority - Grand Prarie Times</td>\n",
       "      <td>http://www.gptimes.com/?story_20070627130646_s...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>165</td>\n",
       "      <td>2007-08-09</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>47247</td>\n",
       "      <td>San JosÃ© Pinula</td>\n",
       "      <td>4.74385</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>5</td>\n",
       "      <td>International Herald</td>\n",
       "      <td>http://www.iht.com/articles/ap/2007/08/09/amer...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>174</td>\n",
       "      <td>2007-08-11</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>JM</td>\n",
       "      <td>Portland</td>\n",
       "      <td>14400</td>\n",
       "      <td>Port Antonio</td>\n",
       "      <td>7.79027</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Jamaica Gleaner</td>\n",
       "      <td>http://www.jamaica-gleaner.com/gleaner/2007081...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>185</td>\n",
       "      <td>2007-08-14</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>2475</td>\n",
       "      <td>Meeker</td>\n",
       "      <td>10.87949</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Telluride Daily Planet</td>\n",
       "      <td>http://www.telluridegateway.com/articles/2007/...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>186</td>\n",
       "      <td>2007-08-17</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Dominica</td>\n",
       "      <td>DM</td>\n",
       "      <td>Saint Paul</td>\n",
       "      <td>702</td>\n",
       "      <td>Pont CassÃ©</td>\n",
       "      <td>3.39516</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td>2</td>\n",
       "      <td>Tribune India</td>\n",
       "      <td>http://www.tribuneindia.com/2007/20070817/hima...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>187</td>\n",
       "      <td>2007-08-18</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>US</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>2868</td>\n",
       "      <td>Caledonia</td>\n",
       "      <td>22.31062</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>The Sun Times</td>\n",
       "      <td>http://www.suntimes.com/news/nation/516414,19f...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>188</td>\n",
       "      <td>2007-08-18</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>9520</td>\n",
       "      <td>Cody</td>\n",
       "      <td>64.74594</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Billings Gazette</td>\n",
       "      <td>http://www.billingsgazette.net/articles/2007/0...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>189</td>\n",
       "      <td>2007-08-18</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>106769</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Post bulletin.com</td>\n",
       "      <td>http://www.postbulletin.com/newsmanager/templa...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>193</td>\n",
       "      <td>2007-08-19</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>51320</td>\n",
       "      <td>La Crosse</td>\n",
       "      <td>13.62525</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>LaCrosse Tribune.com</td>\n",
       "      <td>http://www.lacrossetribune.com/articles/2007/0...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>194</td>\n",
       "      <td>2007-08-19</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>WI</td>\n",
       "      <td>51320</td>\n",
       "      <td>La Crosse</td>\n",
       "      <td>12.91337</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>FOX news</td>\n",
       "      <td>http://www.fox23news.com/news/national/story.a...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>197</td>\n",
       "      <td>2007-08-20</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>1526</td>\n",
       "      <td>Glendale</td>\n",
       "      <td>3.492</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>WTOV9.com</td>\n",
       "      <td>http://www.wtov9.com/news/13943449/detail.html</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>198</td>\n",
       "      <td>2007-08-21</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Alta Verapaz</td>\n",
       "      <td>2006</td>\n",
       "      <td>LanquÃ­n</td>\n",
       "      <td>13.39817</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>United Nations Development Programme - Relief Web</td>\n",
       "      <td>http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>199</td>\n",
       "      <td>2007-08-21</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Izabal</td>\n",
       "      <td>18994</td>\n",
       "      <td>Morales</td>\n",
       "      <td>12.55184</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>United Nations Development Programme - Relief Web</td>\n",
       "      <td>http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>201</td>\n",
       "      <td>2007-08-23</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Puebla</td>\n",
       "      <td>1414</td>\n",
       "      <td>Xochitlaxco (San Baltazar)</td>\n",
       "      <td>1.68294</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td></td>\n",
       "      <td>6</td>\n",
       "      <td>Inquirer.com</td>\n",
       "      <td>http://newsinfo.inquirer.net/breakingnews/worl...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>224</td>\n",
       "      <td>2007-09-01</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>TT</td>\n",
       "      <td>Tobago</td>\n",
       "      <td>17000</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>9.11607</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Felix</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>Trinadad Express</td>\n",
       "      <td>http://www.trinidadexpress.com/index.pl/articl...</td>\n",
       "      <td>7</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>1663</th>\n",
       "      <td>7508</td>\n",
       "      <td>2015-09-17</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>CoclÃ©</td>\n",
       "      <td>0</td>\n",
       "      <td>Caballero</td>\n",
       "      <td>0.21605</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Flooding</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PanamÃ¡ AmÃ©rica</td>\n",
       "      <td>http://www.panamaamerica.com.pa/provincias/tem...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1664</th>\n",
       "      <td>7509</td>\n",
       "      <td>2015-09-10</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>2.59449</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Large</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cuerpos de Bomberos</td>\n",
       "      <td>http://www.bomberos.gob.pa/2015/09/gobierno-de...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1665</th>\n",
       "      <td>7510</td>\n",
       "      <td>2015-08-31</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>3.30848</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Critica</td>\n",
       "      <td>http://www.critica.com.pa/nacional/deslizamien...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1666</th>\n",
       "      <td>7511</td>\n",
       "      <td>2015-08-31</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>3.54386</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Critica</td>\n",
       "      <td>http://www.critica.com.pa/nacional/deslizamien...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1667</th>\n",
       "      <td>7512</td>\n",
       "      <td>2015-09-22</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>76815</td>\n",
       "      <td>ArraijÃ¡n</td>\n",
       "      <td>1.80341</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PanamÃ¡ AmÃ©rica</td>\n",
       "      <td>http://www.panamaamerica.com.pa/provincias/tem...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1668</th>\n",
       "      <td>7513</td>\n",
       "      <td>2015-05-09</td>\n",
       "      <td></td>\n",
       "      <td>South America</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>Antioquia</td>\n",
       "      <td>4811</td>\n",
       "      <td>MutatÃ¡</td>\n",
       "      <td>15.04256</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Noticias Caracol</td>\n",
       "      <td>http://www.noticiascaracol.com/colombia/al-mar...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1669</th>\n",
       "      <td>7514</td>\n",
       "      <td>2015-05-23</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>3796</td>\n",
       "      <td>Santo Domingo</td>\n",
       "      <td>0.76257</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cuarto Poder</td>\n",
       "      <td>http://www.cuartopoder.mx/deslaveafectacarrete...</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1670</th>\n",
       "      <td>7515</td>\n",
       "      <td>2015-10-21</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>19092</td>\n",
       "      <td>Motozintla de Mendoza</td>\n",
       "      <td>2.06743</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>azteca noticias</td>\n",
       "      <td>http://www.aztecanoticias.com.mx/notas/estados...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1671</th>\n",
       "      <td>7516</td>\n",
       "      <td>2015-10-21</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>18608</td>\n",
       "      <td>Emiliano Zapata</td>\n",
       "      <td>4.68443</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>cold front No. 7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>azteca noticias</td>\n",
       "      <td>http://www.aztecanoticias.com.mx/notas/estados...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1672</th>\n",
       "      <td>7517</td>\n",
       "      <td>2015-09-12</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>6089</td>\n",
       "      <td>Tila</td>\n",
       "      <td>1.73469</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NVI noticias</td>\n",
       "      <td>http://www.noticiasnet.mx/portal/chiapas/gener...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1673</th>\n",
       "      <td>7518</td>\n",
       "      <td>2015-10-15</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Tabasco</td>\n",
       "      <td>32415</td>\n",
       "      <td>Tenosique de Pino SuÃ¡rez</td>\n",
       "      <td>15.2226</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Flooding</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>ver tiente global</td>\n",
       "      <td>http://vertienteglobal.com/?p=49401</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1674</th>\n",
       "      <td>7519</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1371</td>\n",
       "      <td>Springville</td>\n",
       "      <td>8.58443</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WJHL</td>\n",
       "      <td>http://wjhl.com/2016/02/24/rockslide-could-lea...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1675</th>\n",
       "      <td>7520</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>5951</td>\n",
       "      <td>Crafton</td>\n",
       "      <td>1.45894</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WPXI</td>\n",
       "      <td>http://www.wpxi.com/news/news/local/rockslide-...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1676</th>\n",
       "      <td>7521</td>\n",
       "      <td>2016-02-15</td>\n",
       "      <td>Morning</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>9614</td>\n",
       "      <td>Glenwood Springs</td>\n",
       "      <td>13.85194</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>CBS</td>\n",
       "      <td>http://denver.cbslocal.com/2016/02/16/i-70-clo...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1677</th>\n",
       "      <td>7522</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1128</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>3.21144</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NEWSSHINE</td>\n",
       "      <td>http://www.newsshine.com/us-local-news/virgini...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1678</th>\n",
       "      <td>7524</td>\n",
       "      <td>2016-02-21</td>\n",
       "      <td>14:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>51400</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>6.43349</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WQBE</td>\n",
       "      <td>http://www.wqbe.com/rockslide-changes-bus-route/</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679</th>\n",
       "      <td>7526</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>Morning</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>519949</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>2.00473</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Hamilton Spectator</td>\n",
       "      <td>http://www.thespec.com/news-story/6341970-fall...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1680</th>\n",
       "      <td>7527</td>\n",
       "      <td>2016-01-28</td>\n",
       "      <td>9:45</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1241</td>\n",
       "      <td>Blowing Rock</td>\n",
       "      <td>4.20387</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WSOC</td>\n",
       "      <td>http://www.wsoctv.com/news/rock-slide-shuts-do...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1681</th>\n",
       "      <td>7528</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>4:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1560</td>\n",
       "      <td>New Haven</td>\n",
       "      <td>6.83465</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Pomeroy Daily Sentinel</td>\n",
       "      <td>http://mydailysentinel.com/top-stories/4538/ro...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1682</th>\n",
       "      <td>7529</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>939</td>\n",
       "      <td>Cascade</td>\n",
       "      <td>22.78728</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>KTVB</td>\n",
       "      <td>http://www.ktvb.com/news/local/itd-working-to-...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1683</th>\n",
       "      <td>7530</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>15:30</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>485</td>\n",
       "      <td>Idaho City</td>\n",
       "      <td>24.16064</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>KTVB</td>\n",
       "      <td>http://www.ktvb.com/news/local/itd-working-to-...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1684</th>\n",
       "      <td>7531</td>\n",
       "      <td>2016-02-14</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>16887</td>\n",
       "      <td>Durango</td>\n",
       "      <td>22.57467</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Durango Herald</td>\n",
       "      <td>http://www.durangoherald.com/article/20160227/...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1685</th>\n",
       "      <td>7532</td>\n",
       "      <td>2016-02-26</td>\n",
       "      <td>15:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jacksboro</td>\n",
       "      <td>8.43321</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Commercial Appeal</td>\n",
       "      <td>http://www.commercialappeal.com/news/regional/...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1686</th>\n",
       "      <td>7533</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>12:15</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>2184</td>\n",
       "      <td>Bluewell</td>\n",
       "      <td>5.07093</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/rockslide-blocks...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1687</th>\n",
       "      <td>7534</td>\n",
       "      <td>2015-11-29</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1646</td>\n",
       "      <td>Tryon</td>\n",
       "      <td>7.69666</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tryon Daily Bulletin</td>\n",
       "      <td>http://www.tryondailybulletin.com/2016/02/26/u...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1688</th>\n",
       "      <td>7535</td>\n",
       "      <td>2015-12-07</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1646</td>\n",
       "      <td>Tryon</td>\n",
       "      <td>7.80866</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tryon Daily Bulletin</td>\n",
       "      <td>http://www.tryondailybulletin.com/2016/02/26/u...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1689</th>\n",
       "      <td>7537</td>\n",
       "      <td>2016-02-22</td>\n",
       "      <td>0:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>51400</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>6.84721</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Charleston Gazette</td>\n",
       "      <td>http://www.wvgazettemail.com/news/20160222/us-...</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1690</th>\n",
       "      <td>7539</td>\n",
       "      <td>2016-02-23</td>\n",
       "      <td></td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>2406</td>\n",
       "      <td>Welch</td>\n",
       "      <td>14.19735</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/officials-cautio...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1691</th>\n",
       "      <td>7540</td>\n",
       "      <td>2016-02-26</td>\n",
       "      <td>21:06</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>1048</td>\n",
       "      <td>Athens</td>\n",
       "      <td>12.00678</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/rockslide-snarls...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1692</th>\n",
       "      <td>7541</td>\n",
       "      <td>2016-03-02</td>\n",
       "      <td>8:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>2066</td>\n",
       "      <td>Windsor</td>\n",
       "      <td>1.78429</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Valley News</td>\n",
       "      <td>http://www.vnews.com/home/21353539-95/loose-ledge</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1693 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id       date     time continent_code         country_name  \\\n",
       "0       34 2007-03-02    Night  North America        United States   \n",
       "1       42 2007-03-22           North America        United States   \n",
       "2       56 2007-04-06           North America        United States   \n",
       "3       59 2007-04-14           North America               Canada   \n",
       "4       61 2007-04-15           North America        United States   \n",
       "5       64 2007-04-20           North America        United States   \n",
       "6       67 2007-04-14           North America        United States   \n",
       "7       77 2007-05-21           South America             Colombia   \n",
       "8      105 2007-06-27           South America              Ecuador   \n",
       "9      106 2007-06-27           South America              Ecuador   \n",
       "10     107 2007-06-27           South America              Ecuador   \n",
       "11     109 2007-07-01           North America        United States   \n",
       "12     115 2007-07-04           North America               Mexico   \n",
       "13     119 2007-07-08           North America               Canada   \n",
       "14     124 2007-07-13    Night  North America   Dominican Republic   \n",
       "15     138 2007-07-24           North America        United States   \n",
       "16     165 2007-08-09           North America            Guatemala   \n",
       "17     174 2007-08-11           North America              Jamaica   \n",
       "18     185 2007-08-14           North America        United States   \n",
       "19     186 2007-08-17           North America             Dominica   \n",
       "20     187 2007-08-18           North America                Egypt   \n",
       "21     188 2007-08-18           North America        United States   \n",
       "22     189 2007-08-18           North America        United States   \n",
       "23     193 2007-08-19           North America        United States   \n",
       "24     194 2007-08-19           North America        United States   \n",
       "25     197 2007-08-20           North America        United States   \n",
       "26     198 2007-08-21           North America            Guatemala   \n",
       "27     199 2007-08-21           North America            Guatemala   \n",
       "28     201 2007-08-23           North America               Mexico   \n",
       "29     224 2007-09-01           North America  Trinidad and Tobago   \n",
       "...    ...        ...      ...            ...                  ...   \n",
       "1663  7508 2015-09-17           North America               Panama   \n",
       "1664  7509 2015-09-10           North America               Panama   \n",
       "1665  7510 2015-08-31           North America               Panama   \n",
       "1666  7511 2015-08-31           North America               Panama   \n",
       "1667  7512 2015-09-22           North America               Panama   \n",
       "1668  7513 2015-05-09           South America             Colombia   \n",
       "1669  7514 2015-05-23           North America               Mexico   \n",
       "1670  7515 2015-10-21           North America               Mexico   \n",
       "1671  7516 2015-10-21           North America               Mexico   \n",
       "1672  7517 2015-09-12           North America               Mexico   \n",
       "1673  7518 2015-10-15           North America               Mexico   \n",
       "1674  7519 2016-02-24           North America        United States   \n",
       "1675  7520 2016-02-24    Night  North America        United States   \n",
       "1676  7521 2016-02-15  Morning  North America        United States   \n",
       "1677  7522 2016-02-24           North America        United States   \n",
       "1678  7524 2016-02-21    14:00  North America        United States   \n",
       "1679  7526 2016-02-24  Morning  North America               Canada   \n",
       "1680  7527 2016-01-28     9:45  North America        United States   \n",
       "1681  7528 2016-02-24     4:00  North America        United States   \n",
       "1682  7529 2016-02-27           North America        United States   \n",
       "1683  7530 2016-02-27    15:30  North America        United States   \n",
       "1684  7531 2016-02-14           North America        United States   \n",
       "1685  7532 2016-02-26    15:00  North America        United States   \n",
       "1686  7533 2016-02-27    12:15  North America        United States   \n",
       "1687  7534 2015-11-29           North America        United States   \n",
       "1688  7535 2015-12-07           North America        United States   \n",
       "1689  7537 2016-02-22     0:00  North America        United States   \n",
       "1690  7539 2016-02-23           North America        United States   \n",
       "1691  7540 2016-02-26    21:06  North America        United States   \n",
       "1692  7541 2016-03-02     8:00  North America        United States   \n",
       "\n",
       "     country_code     state/province  population                    city/town  \\\n",
       "0              US           Virginia       16000                  Cherry Hill   \n",
       "1              US               Ohio       17288             New Philadelphia   \n",
       "2              US       Pennsylvania       15930                  Wilkinsburg   \n",
       "3              CA             Quebec       42786                 ChÃ¢teauguay   \n",
       "4              US           Kentucky        6903                    Pikeville   \n",
       "5              US           Kentucky        6903                    Pikeville   \n",
       "6              US       South Dakota        2540                 Dakota Dunes   \n",
       "7              CO          Risaralda      440118                      Pereira   \n",
       "8              EC   Zamora-Chinchipe       15276                       Zamora   \n",
       "9              EC               Loja      117796                         Loja   \n",
       "10             EC          Pichincha        5114                   SangolquÃ­   \n",
       "11             US              Texas       42409                  Haltom City   \n",
       "12             MX              Texas        1947  Laguna Chica (Pueblo Nuevo)   \n",
       "13             CA            Ontario      812129                       Ottawa   \n",
       "14             DO  Distrito Nacional       13456                   San Carlos   \n",
       "15             US              Texas      175396                Grand Prairie   \n",
       "16             GT          Guatemala       47247             San JosÃ© Pinula   \n",
       "17             JM           Portland       14400                 Port Antonio   \n",
       "18             US           Colorado        2475                       Meeker   \n",
       "19             DM         Saint Paul         702                  Pont CassÃ©   \n",
       "20             US          Minnesota        2868                    Caledonia   \n",
       "21             US            Wyoming        9520                         Cody   \n",
       "22             US          Minnesota      106769                    Rochester   \n",
       "23             US          Wisconsin       51320                    La Crosse   \n",
       "24             US                 WI       51320                    La Crosse   \n",
       "25             US      West Virginia        1526                     Glendale   \n",
       "26             GT       Alta Verapaz        2006                     LanquÃ­n   \n",
       "27             GT             Izabal       18994                      Morales   \n",
       "28             MX             Puebla        1414   Xochitlaxco (San Baltazar)   \n",
       "29             TT             Tobago       17000                  Scarborough   \n",
       "...           ...                ...         ...                          ...   \n",
       "1663           PA             CoclÃ©           0                    Caballero   \n",
       "1664           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1665           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1666           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1667           PA            PanamÃ¡       76815                    ArraijÃ¡n   \n",
       "1668           CO          Antioquia        4811                      MutatÃ¡   \n",
       "1669           MX            Chiapas        3796                Santo Domingo   \n",
       "1670           MX            Chiapas       19092        Motozintla de Mendoza   \n",
       "1671           MX            Chiapas       18608              Emiliano Zapata   \n",
       "1672           MX            Chiapas        6089                         Tila   \n",
       "1673           MX            Tabasco       32415    Tenosique de Pino SuÃ¡rez   \n",
       "1674           US           Virginia        1371                  Springville   \n",
       "1675           US       Pennsylvania        5951                      Crafton   \n",
       "1676           US           Colorado        9614             Glenwood Springs   \n",
       "1677           US           Virginia        1128                     Pembroke   \n",
       "1678           US      West Virginia       51400                   Charleston   \n",
       "1679           CA            Ontario      519949                     Hamilton   \n",
       "1680           US     North Carolina        1241                 Blowing Rock   \n",
       "1681           US               Ohio        1560                    New Haven   \n",
       "1682           US              Idaho         939                      Cascade   \n",
       "1683           US              Idaho         485                   Idaho City   \n",
       "1684           US           Colorado       16887                      Durango   \n",
       "1685           US          Tennessee        2020                    Jacksboro   \n",
       "1686           US      West Virginia        2184                     Bluewell   \n",
       "1687           US     North Carolina        1646                        Tryon   \n",
       "1688           US     North Carolina        1646                        Tryon   \n",
       "1689           US      West Virginia       51400                   Charleston   \n",
       "1690           US      West Virginia        2406                        Welch   \n",
       "1691           US      West Virginia        1048                       Athens   \n",
       "1692           US            Vermont        2066                      Windsor   \n",
       "\n",
       "      distance  ...  hazard_type      landslide_type landslide_size  \\\n",
       "0      3.40765  ...    Landslide           Landslide          Small   \n",
       "1      3.33522  ...    Landslide           Landslide          Small   \n",
       "2      2.91977  ...    Landslide           Landslide          Small   \n",
       "3      2.98682  ...    Landslide  Riverbank collapse          Small   \n",
       "4      5.66542  ...    Landslide           Landslide          Small   \n",
       "5      0.23715  ...    Landslide           Landslide          Small   \n",
       "6      2.48033  ...    Landslide           Landslide          Small   \n",
       "7      0.62022  ...    Landslide            Mudslide          Large   \n",
       "8      0.47714  ...    Landslide           Landslide         Medium   \n",
       "9      0.35649  ...    Landslide           Landslide         Medium   \n",
       "10    33.94603  ...    Landslide           Landslide         Medium   \n",
       "11     0.03668  ...    Landslide           Landslide         Medium   \n",
       "12     9.51003  ...    Landslide           Landslide         Medium   \n",
       "13     1.74759  ...    Landslide           Landslide          Small   \n",
       "14     1.70298  ...    Landslide           Landslide          Small   \n",
       "15     5.66936  ...    Landslide           Landslide          Small   \n",
       "16     4.74385  ...    Landslide            Mudslide         Medium   \n",
       "17     7.79027  ...    Landslide           Landslide         Medium   \n",
       "18    10.87949  ...    Landslide            Mudslide         Medium   \n",
       "19     3.39516  ...    Landslide            Mudslide          Small   \n",
       "20    22.31062  ...    Landslide           Landslide         Medium   \n",
       "21    64.74594  ...    Landslide           Landslide          Small   \n",
       "22      0.9999  ...    Landslide            Mudslide          Small   \n",
       "23    13.62525  ...    Landslide             Complex         Medium   \n",
       "24    12.91337  ...    Landslide            Mudslide         Medium   \n",
       "25       3.492  ...    Landslide            Mudslide          Small   \n",
       "26    13.39817  ...    Landslide           Landslide         Medium   \n",
       "27    12.55184  ...    Landslide           Landslide         Medium   \n",
       "28     1.68294  ...    Landslide            Mudslide         Medium   \n",
       "29     9.11607  ...    Landslide           Landslide         Medium   \n",
       "...        ...  ...          ...                 ...            ...   \n",
       "1663   0.21605  ...    Landslide           Landslide         Medium   \n",
       "1664   2.59449  ...    Landslide           Landslide          Large   \n",
       "1665   3.30848  ...    Landslide           Landslide         Medium   \n",
       "1666   3.54386  ...    Landslide           Landslide         Medium   \n",
       "1667   1.80341  ...    Landslide           Landslide         Medium   \n",
       "1668  15.04256  ...    Landslide           Landslide         Medium   \n",
       "1669   0.76257  ...    Landslide           Landslide         Medium   \n",
       "1670   2.06743  ...    Landslide           Landslide         Medium   \n",
       "1671   4.68443  ...    Landslide           Landslide         Medium   \n",
       "1672   1.73469  ...    Landslide           Landslide         Medium   \n",
       "1673   15.2226  ...    Landslide           Landslide         Medium   \n",
       "1674   8.58443  ...    Landslide           Landslide         Medium   \n",
       "1675   1.45894  ...    Landslide            Rockfall          Small   \n",
       "1676  13.85194  ...    Landslide            Rockfall         Medium   \n",
       "1677   3.21144  ...    Landslide            Rockfall         Medium   \n",
       "1678   6.43349  ...    Landslide           Landslide         Medium   \n",
       "1679   2.00473  ...    Landslide            Rockfall          Small   \n",
       "1680   4.20387  ...    Landslide            Rockfall         Medium   \n",
       "1681   6.83465  ...    Landslide            Rockfall          Small   \n",
       "1682  22.78728  ...    Landslide            Rockfall          Small   \n",
       "1683  24.16064  ...    Landslide            Rockfall          Small   \n",
       "1684  22.57467  ...    Landslide            Rockfall          Small   \n",
       "1685   8.43321  ...    Landslide            Rockfall          Small   \n",
       "1686   5.07093  ...    Landslide            Rockfall          Small   \n",
       "1687   7.69666  ...    Landslide            Mudslide         Medium   \n",
       "1688   7.80866  ...    Landslide            Rockfall          Small   \n",
       "1689   6.84721  ...    Landslide            Mudslide          Small   \n",
       "1690  14.19735  ...    Landslide           Landslide          Small   \n",
       "1691  12.00678  ...    Landslide            Rockfall          Small   \n",
       "1692   1.78429  ...    Landslide            Rockfall          Small   \n",
       "\n",
       "               trigger        storm_name injuries fatalities  \\\n",
       "0                 Rain                                         \n",
       "1                 Rain                                         \n",
       "2                 Rain                                         \n",
       "3                 Rain                                         \n",
       "4             Downpour                                     0   \n",
       "5                 Rain                                         \n",
       "6                 Rain                                         \n",
       "7                 Rain                                    13   \n",
       "8             Downpour                                         \n",
       "9             Downpour                                         \n",
       "10            Downpour                                         \n",
       "11                Rain                                         \n",
       "12                Rain                                     7   \n",
       "13             Unknown                                         \n",
       "14             Unknown                                         \n",
       "15                Rain                                         \n",
       "16                Rain                                     5   \n",
       "17                Rain                                         \n",
       "18                Rain                                         \n",
       "19    Tropical cyclone    Hurricane Dean                   2   \n",
       "20                Rain                                         \n",
       "21                Rain                                         \n",
       "22                Rain                                         \n",
       "23                Rain                                         \n",
       "24                Rain                                         \n",
       "25                Rain                                         \n",
       "26    Tropical cyclone    Hurricane Dean                       \n",
       "27    Tropical cyclone    Hurricane Dean                       \n",
       "28    Tropical cyclone    Hurricane Dean                   6   \n",
       "29    Tropical cyclone   Hurricane Felix                       \n",
       "...                ...               ...      ...        ...   \n",
       "1663          Flooding                          0          0   \n",
       "1664          Downpour                          0          0   \n",
       "1665          Downpour                          0          0   \n",
       "1666          Downpour                          0          0   \n",
       "1667          Downpour                          0          0   \n",
       "1668          Downpour                          0          0   \n",
       "1669              Rain                          0          0   \n",
       "1670              Rain                          0          0   \n",
       "1671              Rain  cold front No. 7        0          0   \n",
       "1672              Rain                          0          0   \n",
       "1673          Flooding                          0          0   \n",
       "1674           Unknown                          0          0   \n",
       "1675              Rain                          0          0   \n",
       "1676       Freeze thaw                          0          0   \n",
       "1677           Unknown                          0          0   \n",
       "1678           Unknown                          0          0   \n",
       "1679       Freeze thaw                          0          0   \n",
       "1680           Unknown                          0          0   \n",
       "1681              Rain                          0          0   \n",
       "1682           Unknown                          0          0   \n",
       "1683              Rain                          1          0   \n",
       "1684       Freeze thaw                          0          0   \n",
       "1685           Unknown                          0          0   \n",
       "1686           Unknown                          0          0   \n",
       "1687           Unknown                          0          0   \n",
       "1688                                            0          0   \n",
       "1689           Unknown                          0          0   \n",
       "1690              Rain                          0          0   \n",
       "1691           Unknown                          0          0   \n",
       "1692           Unknown                          0          0   \n",
       "\n",
       "                                            source_name  \\\n",
       "0                                            NBC 4 news   \n",
       "1                                        Canton Rep.com   \n",
       "2                            The Pittsburgh Channel.com   \n",
       "3                                             Le Soleil   \n",
       "4                                Matthew Crawford (KGS)   \n",
       "5                             Applalachain news-express   \n",
       "6                                   Sioux City Journnal   \n",
       "7                                Reuters - AlertNet.org   \n",
       "8                             Red Cross - Field reports   \n",
       "9                             Red Cross - Field reports   \n",
       "10                            Red Cross - Field reports   \n",
       "11                                            NBC5i.com   \n",
       "12                                          nytimes.com   \n",
       "13                                                        \n",
       "14                                      Dominican Today   \n",
       "15         Trinity River Authority - Grand Prarie Times   \n",
       "16                                 International Herald   \n",
       "17                                      Jamaica Gleaner   \n",
       "18                               Telluride Daily Planet   \n",
       "19                                        Tribune India   \n",
       "20                                        The Sun Times   \n",
       "21                                     Billings Gazette   \n",
       "22                                    Post bulletin.com   \n",
       "23                                 LaCrosse Tribune.com   \n",
       "24                                             FOX news   \n",
       "25                                            WTOV9.com   \n",
       "26    United Nations Development Programme - Relief Web   \n",
       "27    United Nations Development Programme - Relief Web   \n",
       "28                                         Inquirer.com   \n",
       "29                                     Trinadad Express   \n",
       "...                                                 ...   \n",
       "1663                                   PanamÃ¡ AmÃ©rica   \n",
       "1664                                Cuerpos de Bomberos   \n",
       "1665                                            Critica   \n",
       "1666                                            Critica   \n",
       "1667                                   PanamÃ¡ AmÃ©rica   \n",
       "1668                                   Noticias Caracol   \n",
       "1669                                       Cuarto Poder   \n",
       "1670                                    azteca noticias   \n",
       "1671                                    azteca noticias   \n",
       "1672                                       NVI noticias   \n",
       "1673                                  ver tiente global   \n",
       "1674                                               WJHL   \n",
       "1675                                               WPXI   \n",
       "1676                                                CBS   \n",
       "1677                                          NEWSSHINE   \n",
       "1678                                               WQBE   \n",
       "1679                                 Hamilton Spectator   \n",
       "1680                                               WSOC   \n",
       "1681                             Pomeroy Daily Sentinel   \n",
       "1682                                               KTVB   \n",
       "1683                                               KTVB   \n",
       "1684                                     Durango Herald   \n",
       "1685                                  Commercial Appeal   \n",
       "1686                          Bluefield Daily Telegraph   \n",
       "1687                               Tryon Daily Bulletin   \n",
       "1688                               Tryon Daily Bulletin   \n",
       "1689                                 Charleston Gazette   \n",
       "1690                          Bluefield Daily Telegraph   \n",
       "1691                          Bluefield Daily Telegraph   \n",
       "1692                                        Valley News   \n",
       "\n",
       "                                            source_link Count  \n",
       "0         http://www.nbc4.com/news/11186871/detail.html     1  \n",
       "1     http://www.cantonrep.com/index.php?ID=345054&C...     1  \n",
       "2     https://web.archive.org/web/20080423132842/htt...     1  \n",
       "3     http://www.hebdos.net/lsc/edition162007/articl...     1  \n",
       "4                                                          10  \n",
       "5     http://www.news-expressky.com/articles/2007/04...    10  \n",
       "6     http://www.siouxcityjournal.com/articles/2007/...     1  \n",
       "7     http://www.reuters.com/news/video/videoStory?v...     1  \n",
       "8     https://www-secure.ifrc.org/dmis/prepare/view_...     2  \n",
       "9     https://www-secure.ifrc.org/dmis/prepare/view_...     2  \n",
       "10    https://www-secure.ifrc.org/dmis/prepare/view_...     1  \n",
       "11       http://www.nbc5i.com/news/13604036/detail.html     1  \n",
       "12    http://www.nytimes.com/2007/07/04/world/americ...     2  \n",
       "13    http://www.cfra.com/headlines/index.asp?cat=1&...     1  \n",
       "14    http://www.dominicantoday.com/app/article.aspx...     2  \n",
       "15    http://www.gptimes.com/?story_20070627130646_s...     1  \n",
       "16    http://www.iht.com/articles/ap/2007/08/09/amer...     2  \n",
       "17    http://www.jamaica-gleaner.com/gleaner/2007081...     4  \n",
       "18    http://www.telluridegateway.com/articles/2007/...     1  \n",
       "19    http://www.tribuneindia.com/2007/20070817/hima...     5  \n",
       "20    http://www.suntimes.com/news/nation/516414,19f...     3  \n",
       "21    http://www.billingsgazette.net/articles/2007/0...     6  \n",
       "22    http://www.postbulletin.com/newsmanager/templa...     1  \n",
       "23    http://www.lacrossetribune.com/articles/2007/0...     2  \n",
       "24    http://www.fox23news.com/news/national/story.a...     2  \n",
       "25       http://www.wtov9.com/news/13943449/detail.html     2  \n",
       "26    http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...     1  \n",
       "27    http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...     2  \n",
       "28    http://newsinfo.inquirer.net/breakingnews/worl...     1  \n",
       "29    http://www.trinidadexpress.com/index.pl/articl...     7  \n",
       "...                                                 ...   ...  \n",
       "1663  http://www.panamaamerica.com.pa/provincias/tem...     1  \n",
       "1664  http://www.bomberos.gob.pa/2015/09/gobierno-de...     5  \n",
       "1665  http://www.critica.com.pa/nacional/deslizamien...     5  \n",
       "1666  http://www.critica.com.pa/nacional/deslizamien...     5  \n",
       "1667  http://www.panamaamerica.com.pa/provincias/tem...     1  \n",
       "1668  http://www.noticiascaracol.com/colombia/al-mar...     1  \n",
       "1669  http://www.cuartopoder.mx/deslaveafectacarrete...    20  \n",
       "1670  http://www.aztecanoticias.com.mx/notas/estados...     1  \n",
       "1671  http://www.aztecanoticias.com.mx/notas/estados...     1  \n",
       "1672  http://www.noticiasnet.mx/portal/chiapas/gener...     1  \n",
       "1673                http://vertienteglobal.com/?p=49401     1  \n",
       "1674  http://wjhl.com/2016/02/24/rockslide-could-lea...     1  \n",
       "1675  http://www.wpxi.com/news/news/local/rockslide-...     3  \n",
       "1676  http://denver.cbslocal.com/2016/02/16/i-70-clo...     4  \n",
       "1677  http://www.newsshine.com/us-local-news/virgini...     1  \n",
       "1678   http://www.wqbe.com/rockslide-changes-bus-route/     8  \n",
       "1679  http://www.thespec.com/news-story/6341970-fall...     4  \n",
       "1680  http://www.wsoctv.com/news/rock-slide-shuts-do...     4  \n",
       "1681  http://mydailysentinel.com/top-stories/4538/ro...     1  \n",
       "1682  http://www.ktvb.com/news/local/itd-working-to-...     1  \n",
       "1683  http://www.ktvb.com/news/local/itd-working-to-...    10  \n",
       "1684  http://www.durangoherald.com/article/20160227/...     6  \n",
       "1685  http://www.commercialappeal.com/news/regional/...     2  \n",
       "1686  http://www.bdtonline.com/news/rockslide-blocks...     1  \n",
       "1687  http://www.tryondailybulletin.com/2016/02/26/u...     2  \n",
       "1688  http://www.tryondailybulletin.com/2016/02/26/u...     2  \n",
       "1689  http://www.wvgazettemail.com/news/20160222/us-...     8  \n",
       "1690  http://www.bdtonline.com/news/officials-cautio...     3  \n",
       "1691  http://www.bdtonline.com/news/rockslide-snarls...     1  \n",
       "1692  http://www.vnews.com/home/21353539-95/loose-ledge     2  \n",
       "\n",
       "[1693 rows x 24 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"date\"] = pd.to_datetime(df[\"date\"])\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find the primary keys who has duplicate existence in the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id\n",
       "34      1\n",
       "42      1\n",
       "56      1\n",
       "59      1\n",
       "61      1\n",
       "64      1\n",
       "67      1\n",
       "77      1\n",
       "105     1\n",
       "106     1\n",
       "107     1\n",
       "109     1\n",
       "115     1\n",
       "119     1\n",
       "124     1\n",
       "138     1\n",
       "165     1\n",
       "174     1\n",
       "185     1\n",
       "186     1\n",
       "187     1\n",
       "188     1\n",
       "189     1\n",
       "193     1\n",
       "194     1\n",
       "197     1\n",
       "198     1\n",
       "199     1\n",
       "201     1\n",
       "224     1\n",
       "       ..\n",
       "7508    1\n",
       "7509    1\n",
       "7510    1\n",
       "7511    1\n",
       "7512    1\n",
       "7513    1\n",
       "7514    1\n",
       "7515    1\n",
       "7516    1\n",
       "7517    1\n",
       "7518    1\n",
       "7519    1\n",
       "7520    1\n",
       "7521    1\n",
       "7522    1\n",
       "7524    1\n",
       "7526    1\n",
       "7527    1\n",
       "7528    1\n",
       "7529    1\n",
       "7530    1\n",
       "7531    1\n",
       "7532    1\n",
       "7533    1\n",
       "7534    1\n",
       "7535    1\n",
       "7537    1\n",
       "7539    1\n",
       "7540    1\n",
       "7541    1\n",
       "Name: id, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('id').id.count()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Check which all primary keys have duplicate existence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       False\n",
       "1       False\n",
       "2       False\n",
       "3       False\n",
       "4       False\n",
       "5       False\n",
       "6       False\n",
       "7       False\n",
       "8       False\n",
       "9       False\n",
       "10      False\n",
       "11      False\n",
       "12      False\n",
       "13      False\n",
       "14      False\n",
       "15      False\n",
       "16      False\n",
       "17      False\n",
       "18      False\n",
       "19      False\n",
       "20      False\n",
       "21      False\n",
       "22      False\n",
       "23      False\n",
       "24      False\n",
       "25      False\n",
       "26      False\n",
       "27      False\n",
       "28      False\n",
       "29      False\n",
       "        ...  \n",
       "1663    False\n",
       "1664    False\n",
       "1665    False\n",
       "1666    False\n",
       "1667    False\n",
       "1668    False\n",
       "1669    False\n",
       "1670    False\n",
       "1671    False\n",
       "1672    False\n",
       "1673    False\n",
       "1674    False\n",
       "1675    False\n",
       "1676    False\n",
       "1677    False\n",
       "1678    False\n",
       "1679    False\n",
       "1680    False\n",
       "1681    False\n",
       "1682    False\n",
       "1683    False\n",
       "1684    False\n",
       "1685    False\n",
       "1686    False\n",
       "1687    False\n",
       "1688    False\n",
       "1689    False\n",
       "1690    False\n",
       "1691    False\n",
       "1692    False\n",
       "Name: id, dtype: bool"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['id'].duplicated()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### This will remove duplicate primary keys from the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       False\n",
       "1       False\n",
       "2       False\n",
       "3       False\n",
       "4       False\n",
       "5       False\n",
       "6       False\n",
       "7       False\n",
       "8       False\n",
       "9       False\n",
       "10      False\n",
       "11      False\n",
       "12      False\n",
       "13      False\n",
       "14      False\n",
       "15      False\n",
       "16      False\n",
       "17      False\n",
       "18      False\n",
       "19      False\n",
       "20      False\n",
       "21      False\n",
       "22      False\n",
       "23      False\n",
       "24      False\n",
       "25      False\n",
       "26      False\n",
       "27      False\n",
       "28      False\n",
       "29      False\n",
       "        ...  \n",
       "1663    False\n",
       "1664    False\n",
       "1665    False\n",
       "1666    False\n",
       "1667    False\n",
       "1668    False\n",
       "1669    False\n",
       "1670    False\n",
       "1671    False\n",
       "1672    False\n",
       "1673    False\n",
       "1674    False\n",
       "1675    False\n",
       "1676    False\n",
       "1677    False\n",
       "1678    False\n",
       "1679    False\n",
       "1680    False\n",
       "1681    False\n",
       "1682    False\n",
       "1683    False\n",
       "1684    False\n",
       "1685    False\n",
       "1686    False\n",
       "1687    False\n",
       "1688    False\n",
       "1689    False\n",
       "1690    False\n",
       "1691    False\n",
       "1692    False\n",
       "Name: id, dtype: bool"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=df.drop_duplicates(['id'])\n",
    "#df\n",
    "df['id'].duplicated()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### As a last step, replace all left out empty values with NA which denotes Not Applicable"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>continent_code</th>\n",
       "      <th>country_name</th>\n",
       "      <th>country_code</th>\n",
       "      <th>state/province</th>\n",
       "      <th>population</th>\n",
       "      <th>city/town</th>\n",
       "      <th>distance</th>\n",
       "      <th>...</th>\n",
       "      <th>hazard_type</th>\n",
       "      <th>landslide_type</th>\n",
       "      <th>landslide_size</th>\n",
       "      <th>trigger</th>\n",
       "      <th>storm_name</th>\n",
       "      <th>injuries</th>\n",
       "      <th>fatalities</th>\n",
       "      <th>source_name</th>\n",
       "      <th>source_link</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34</td>\n",
       "      <td>2007-03-02</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>16000</td>\n",
       "      <td>Cherry Hill</td>\n",
       "      <td>3.40765</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NBC 4 news</td>\n",
       "      <td>http://www.nbc4.com/news/11186871/detail.html</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>42</td>\n",
       "      <td>2007-03-22</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>17288</td>\n",
       "      <td>New Philadelphia</td>\n",
       "      <td>3.33522</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Canton Rep.com</td>\n",
       "      <td>http://www.cantonrep.com/index.php?ID=345054&amp;C...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>56</td>\n",
       "      <td>2007-04-06</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>15930</td>\n",
       "      <td>Wilkinsburg</td>\n",
       "      <td>2.91977</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>The Pittsburgh Channel.com</td>\n",
       "      <td>https://web.archive.org/web/20080423132842/htt...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>59</td>\n",
       "      <td>2007-04-14</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>42786</td>\n",
       "      <td>ChÃ¢teauguay</td>\n",
       "      <td>2.98682</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Riverbank collapse</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Le Soleil</td>\n",
       "      <td>http://www.hebdos.net/lsc/edition162007/articl...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>61</td>\n",
       "      <td>2007-04-15</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>5.66542</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>Matthew Crawford (KGS)</td>\n",
       "      <td>NA</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>64</td>\n",
       "      <td>2007-04-20</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>0.23715</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Applalachain news-express</td>\n",
       "      <td>http://www.news-expressky.com/articles/2007/04...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>67</td>\n",
       "      <td>2007-04-14</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>2540</td>\n",
       "      <td>Dakota Dunes</td>\n",
       "      <td>2.48033</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Sioux City Journnal</td>\n",
       "      <td>http://www.siouxcityjournal.com/articles/2007/...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>77</td>\n",
       "      <td>2007-05-21</td>\n",
       "      <td>NA</td>\n",
       "      <td>South America</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>Risaralda</td>\n",
       "      <td>440118</td>\n",
       "      <td>Pereira</td>\n",
       "      <td>0.62022</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Large</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>13</td>\n",
       "      <td>Reuters - AlertNet.org</td>\n",
       "      <td>http://www.reuters.com/news/video/videoStory?v...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>105</td>\n",
       "      <td>2007-06-27</td>\n",
       "      <td>NA</td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Zamora-Chinchipe</td>\n",
       "      <td>15276</td>\n",
       "      <td>Zamora</td>\n",
       "      <td>0.47714</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>106</td>\n",
       "      <td>2007-06-27</td>\n",
       "      <td>NA</td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Loja</td>\n",
       "      <td>117796</td>\n",
       "      <td>Loja</td>\n",
       "      <td>0.35649</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>107</td>\n",
       "      <td>2007-06-27</td>\n",
       "      <td>NA</td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Pichincha</td>\n",
       "      <td>5114</td>\n",
       "      <td>SangolquÃ­</td>\n",
       "      <td>33.94603</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>109</td>\n",
       "      <td>2007-07-01</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Texas</td>\n",
       "      <td>42409</td>\n",
       "      <td>Haltom City</td>\n",
       "      <td>0.03668</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NBC5i.com</td>\n",
       "      <td>http://www.nbc5i.com/news/13604036/detail.html</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>115</td>\n",
       "      <td>2007-07-04</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Texas</td>\n",
       "      <td>1947</td>\n",
       "      <td>Laguna Chica (Pueblo Nuevo)</td>\n",
       "      <td>9.51003</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>7</td>\n",
       "      <td>nytimes.com</td>\n",
       "      <td>http://www.nytimes.com/2007/07/04/world/americ...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>119</td>\n",
       "      <td>2007-07-08</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>812129</td>\n",
       "      <td>Ottawa</td>\n",
       "      <td>1.74759</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>http://www.cfra.com/headlines/index.asp?cat=1&amp;...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>124</td>\n",
       "      <td>2007-07-13</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>DO</td>\n",
       "      <td>Distrito Nacional</td>\n",
       "      <td>13456</td>\n",
       "      <td>San Carlos</td>\n",
       "      <td>1.70298</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Dominican Today</td>\n",
       "      <td>http://www.dominicantoday.com/app/article.aspx...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>138</td>\n",
       "      <td>2007-07-24</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Texas</td>\n",
       "      <td>175396</td>\n",
       "      <td>Grand Prairie</td>\n",
       "      <td>5.66936</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Trinity River Authority - Grand Prarie Times</td>\n",
       "      <td>http://www.gptimes.com/?story_20070627130646_s...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>165</td>\n",
       "      <td>2007-08-09</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>47247</td>\n",
       "      <td>San JosÃ© Pinula</td>\n",
       "      <td>4.74385</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>5</td>\n",
       "      <td>International Herald</td>\n",
       "      <td>http://www.iht.com/articles/ap/2007/08/09/amer...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>174</td>\n",
       "      <td>2007-08-11</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>JM</td>\n",
       "      <td>Portland</td>\n",
       "      <td>14400</td>\n",
       "      <td>Port Antonio</td>\n",
       "      <td>7.79027</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Jamaica Gleaner</td>\n",
       "      <td>http://www.jamaica-gleaner.com/gleaner/2007081...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>185</td>\n",
       "      <td>2007-08-14</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>2475</td>\n",
       "      <td>Meeker</td>\n",
       "      <td>10.87949</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Telluride Daily Planet</td>\n",
       "      <td>http://www.telluridegateway.com/articles/2007/...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>186</td>\n",
       "      <td>2007-08-17</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Dominica</td>\n",
       "      <td>DM</td>\n",
       "      <td>Saint Paul</td>\n",
       "      <td>702</td>\n",
       "      <td>Pont CassÃ©</td>\n",
       "      <td>3.39516</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td>NA</td>\n",
       "      <td>2</td>\n",
       "      <td>Tribune India</td>\n",
       "      <td>http://www.tribuneindia.com/2007/20070817/hima...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>187</td>\n",
       "      <td>2007-08-18</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>US</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>2868</td>\n",
       "      <td>Caledonia</td>\n",
       "      <td>22.31062</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>The Sun Times</td>\n",
       "      <td>http://www.suntimes.com/news/nation/516414,19f...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>188</td>\n",
       "      <td>2007-08-18</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>9520</td>\n",
       "      <td>Cody</td>\n",
       "      <td>64.74594</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Billings Gazette</td>\n",
       "      <td>http://www.billingsgazette.net/articles/2007/0...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>189</td>\n",
       "      <td>2007-08-18</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>106769</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Post bulletin.com</td>\n",
       "      <td>http://www.postbulletin.com/newsmanager/templa...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>193</td>\n",
       "      <td>2007-08-19</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>51320</td>\n",
       "      <td>La Crosse</td>\n",
       "      <td>13.62525</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>LaCrosse Tribune.com</td>\n",
       "      <td>http://www.lacrossetribune.com/articles/2007/0...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>194</td>\n",
       "      <td>2007-08-19</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>WI</td>\n",
       "      <td>51320</td>\n",
       "      <td>La Crosse</td>\n",
       "      <td>12.91337</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>FOX news</td>\n",
       "      <td>http://www.fox23news.com/news/national/story.a...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>197</td>\n",
       "      <td>2007-08-20</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>1526</td>\n",
       "      <td>Glendale</td>\n",
       "      <td>3.492</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>WTOV9.com</td>\n",
       "      <td>http://www.wtov9.com/news/13943449/detail.html</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>198</td>\n",
       "      <td>2007-08-21</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Alta Verapaz</td>\n",
       "      <td>2006</td>\n",
       "      <td>LanquÃ­n</td>\n",
       "      <td>13.39817</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>United Nations Development Programme - Relief Web</td>\n",
       "      <td>http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>199</td>\n",
       "      <td>2007-08-21</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Izabal</td>\n",
       "      <td>18994</td>\n",
       "      <td>Morales</td>\n",
       "      <td>12.55184</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>United Nations Development Programme - Relief Web</td>\n",
       "      <td>http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>201</td>\n",
       "      <td>2007-08-23</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Puebla</td>\n",
       "      <td>1414</td>\n",
       "      <td>Xochitlaxco (San Baltazar)</td>\n",
       "      <td>1.68294</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td>NA</td>\n",
       "      <td>6</td>\n",
       "      <td>Inquirer.com</td>\n",
       "      <td>http://newsinfo.inquirer.net/breakingnews/worl...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>224</td>\n",
       "      <td>2007-09-01</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>TT</td>\n",
       "      <td>Tobago</td>\n",
       "      <td>17000</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>9.11607</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Felix</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Trinadad Express</td>\n",
       "      <td>http://www.trinidadexpress.com/index.pl/articl...</td>\n",
       "      <td>7</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>1663</th>\n",
       "      <td>7508</td>\n",
       "      <td>2015-09-17</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>CoclÃ©</td>\n",
       "      <td>0</td>\n",
       "      <td>Caballero</td>\n",
       "      <td>0.21605</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Flooding</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PanamÃ¡ AmÃ©rica</td>\n",
       "      <td>http://www.panamaamerica.com.pa/provincias/tem...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1664</th>\n",
       "      <td>7509</td>\n",
       "      <td>2015-09-10</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>2.59449</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Large</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cuerpos de Bomberos</td>\n",
       "      <td>http://www.bomberos.gob.pa/2015/09/gobierno-de...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1665</th>\n",
       "      <td>7510</td>\n",
       "      <td>2015-08-31</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>3.30848</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Critica</td>\n",
       "      <td>http://www.critica.com.pa/nacional/deslizamien...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1666</th>\n",
       "      <td>7511</td>\n",
       "      <td>2015-08-31</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>3.54386</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Critica</td>\n",
       "      <td>http://www.critica.com.pa/nacional/deslizamien...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1667</th>\n",
       "      <td>7512</td>\n",
       "      <td>2015-09-22</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>76815</td>\n",
       "      <td>ArraijÃ¡n</td>\n",
       "      <td>1.80341</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PanamÃ¡ AmÃ©rica</td>\n",
       "      <td>http://www.panamaamerica.com.pa/provincias/tem...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1668</th>\n",
       "      <td>7513</td>\n",
       "      <td>2015-05-09</td>\n",
       "      <td>NA</td>\n",
       "      <td>South America</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>Antioquia</td>\n",
       "      <td>4811</td>\n",
       "      <td>MutatÃ¡</td>\n",
       "      <td>15.04256</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Noticias Caracol</td>\n",
       "      <td>http://www.noticiascaracol.com/colombia/al-mar...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1669</th>\n",
       "      <td>7514</td>\n",
       "      <td>2015-05-23</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>3796</td>\n",
       "      <td>Santo Domingo</td>\n",
       "      <td>0.76257</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cuarto Poder</td>\n",
       "      <td>http://www.cuartopoder.mx/deslaveafectacarrete...</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1670</th>\n",
       "      <td>7515</td>\n",
       "      <td>2015-10-21</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>19092</td>\n",
       "      <td>Motozintla de Mendoza</td>\n",
       "      <td>2.06743</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>azteca noticias</td>\n",
       "      <td>http://www.aztecanoticias.com.mx/notas/estados...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1671</th>\n",
       "      <td>7516</td>\n",
       "      <td>2015-10-21</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>18608</td>\n",
       "      <td>Emiliano Zapata</td>\n",
       "      <td>4.68443</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>cold front No. 7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>azteca noticias</td>\n",
       "      <td>http://www.aztecanoticias.com.mx/notas/estados...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1672</th>\n",
       "      <td>7517</td>\n",
       "      <td>2015-09-12</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>6089</td>\n",
       "      <td>Tila</td>\n",
       "      <td>1.73469</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NVI noticias</td>\n",
       "      <td>http://www.noticiasnet.mx/portal/chiapas/gener...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1673</th>\n",
       "      <td>7518</td>\n",
       "      <td>2015-10-15</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Tabasco</td>\n",
       "      <td>32415</td>\n",
       "      <td>Tenosique de Pino SuÃ¡rez</td>\n",
       "      <td>15.2226</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Flooding</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>ver tiente global</td>\n",
       "      <td>http://vertienteglobal.com/?p=49401</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1674</th>\n",
       "      <td>7519</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1371</td>\n",
       "      <td>Springville</td>\n",
       "      <td>8.58443</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WJHL</td>\n",
       "      <td>http://wjhl.com/2016/02/24/rockslide-could-lea...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1675</th>\n",
       "      <td>7520</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>Night</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>5951</td>\n",
       "      <td>Crafton</td>\n",
       "      <td>1.45894</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WPXI</td>\n",
       "      <td>http://www.wpxi.com/news/news/local/rockslide-...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1676</th>\n",
       "      <td>7521</td>\n",
       "      <td>2016-02-15</td>\n",
       "      <td>Morning</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>9614</td>\n",
       "      <td>Glenwood Springs</td>\n",
       "      <td>13.85194</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>CBS</td>\n",
       "      <td>http://denver.cbslocal.com/2016/02/16/i-70-clo...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1677</th>\n",
       "      <td>7522</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1128</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>3.21144</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NEWSSHINE</td>\n",
       "      <td>http://www.newsshine.com/us-local-news/virgini...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1678</th>\n",
       "      <td>7524</td>\n",
       "      <td>2016-02-21</td>\n",
       "      <td>14:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>51400</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>6.43349</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WQBE</td>\n",
       "      <td>http://www.wqbe.com/rockslide-changes-bus-route/</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679</th>\n",
       "      <td>7526</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>Morning</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>519949</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>2.00473</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Hamilton Spectator</td>\n",
       "      <td>http://www.thespec.com/news-story/6341970-fall...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1680</th>\n",
       "      <td>7527</td>\n",
       "      <td>2016-01-28</td>\n",
       "      <td>9:45</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1241</td>\n",
       "      <td>Blowing Rock</td>\n",
       "      <td>4.20387</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WSOC</td>\n",
       "      <td>http://www.wsoctv.com/news/rock-slide-shuts-do...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1681</th>\n",
       "      <td>7528</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>4:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1560</td>\n",
       "      <td>New Haven</td>\n",
       "      <td>6.83465</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Pomeroy Daily Sentinel</td>\n",
       "      <td>http://mydailysentinel.com/top-stories/4538/ro...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1682</th>\n",
       "      <td>7529</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>939</td>\n",
       "      <td>Cascade</td>\n",
       "      <td>22.78728</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>KTVB</td>\n",
       "      <td>http://www.ktvb.com/news/local/itd-working-to-...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1683</th>\n",
       "      <td>7530</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>15:30</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>485</td>\n",
       "      <td>Idaho City</td>\n",
       "      <td>24.16064</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>KTVB</td>\n",
       "      <td>http://www.ktvb.com/news/local/itd-working-to-...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1684</th>\n",
       "      <td>7531</td>\n",
       "      <td>2016-02-14</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>16887</td>\n",
       "      <td>Durango</td>\n",
       "      <td>22.57467</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Durango Herald</td>\n",
       "      <td>http://www.durangoherald.com/article/20160227/...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1685</th>\n",
       "      <td>7532</td>\n",
       "      <td>2016-02-26</td>\n",
       "      <td>15:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jacksboro</td>\n",
       "      <td>8.43321</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Commercial Appeal</td>\n",
       "      <td>http://www.commercialappeal.com/news/regional/...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1686</th>\n",
       "      <td>7533</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>12:15</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>2184</td>\n",
       "      <td>Bluewell</td>\n",
       "      <td>5.07093</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/rockslide-blocks...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1687</th>\n",
       "      <td>7534</td>\n",
       "      <td>2015-11-29</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1646</td>\n",
       "      <td>Tryon</td>\n",
       "      <td>7.69666</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tryon Daily Bulletin</td>\n",
       "      <td>http://www.tryondailybulletin.com/2016/02/26/u...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1688</th>\n",
       "      <td>7535</td>\n",
       "      <td>2015-12-07</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1646</td>\n",
       "      <td>Tryon</td>\n",
       "      <td>7.80866</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tryon Daily Bulletin</td>\n",
       "      <td>http://www.tryondailybulletin.com/2016/02/26/u...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1689</th>\n",
       "      <td>7537</td>\n",
       "      <td>2016-02-22</td>\n",
       "      <td>0:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>51400</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>6.84721</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Charleston Gazette</td>\n",
       "      <td>http://www.wvgazettemail.com/news/20160222/us-...</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1690</th>\n",
       "      <td>7539</td>\n",
       "      <td>2016-02-23</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>2406</td>\n",
       "      <td>Welch</td>\n",
       "      <td>14.19735</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/officials-cautio...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1691</th>\n",
       "      <td>7540</td>\n",
       "      <td>2016-02-26</td>\n",
       "      <td>21:06</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>1048</td>\n",
       "      <td>Athens</td>\n",
       "      <td>12.00678</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/rockslide-snarls...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1692</th>\n",
       "      <td>7541</td>\n",
       "      <td>2016-03-02</td>\n",
       "      <td>8:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>2066</td>\n",
       "      <td>Windsor</td>\n",
       "      <td>1.78429</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Valley News</td>\n",
       "      <td>http://www.vnews.com/home/21353539-95/loose-ledge</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1691 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id       date     time continent_code         country_name  \\\n",
       "0       34 2007-03-02    Night  North America        United States   \n",
       "1       42 2007-03-22       NA  North America        United States   \n",
       "2       56 2007-04-06       NA  North America        United States   \n",
       "3       59 2007-04-14       NA  North America               Canada   \n",
       "4       61 2007-04-15       NA  North America        United States   \n",
       "5       64 2007-04-20       NA  North America        United States   \n",
       "6       67 2007-04-14       NA  North America        United States   \n",
       "7       77 2007-05-21       NA  South America             Colombia   \n",
       "8      105 2007-06-27       NA  South America              Ecuador   \n",
       "9      106 2007-06-27       NA  South America              Ecuador   \n",
       "10     107 2007-06-27       NA  South America              Ecuador   \n",
       "11     109 2007-07-01       NA  North America        United States   \n",
       "12     115 2007-07-04       NA  North America               Mexico   \n",
       "13     119 2007-07-08       NA  North America               Canada   \n",
       "14     124 2007-07-13    Night  North America   Dominican Republic   \n",
       "15     138 2007-07-24       NA  North America        United States   \n",
       "16     165 2007-08-09       NA  North America            Guatemala   \n",
       "17     174 2007-08-11       NA  North America              Jamaica   \n",
       "18     185 2007-08-14       NA  North America        United States   \n",
       "19     186 2007-08-17       NA  North America             Dominica   \n",
       "20     187 2007-08-18       NA  North America                Egypt   \n",
       "21     188 2007-08-18       NA  North America        United States   \n",
       "22     189 2007-08-18       NA  North America        United States   \n",
       "23     193 2007-08-19       NA  North America        United States   \n",
       "24     194 2007-08-19       NA  North America        United States   \n",
       "25     197 2007-08-20       NA  North America        United States   \n",
       "26     198 2007-08-21       NA  North America            Guatemala   \n",
       "27     199 2007-08-21       NA  North America            Guatemala   \n",
       "28     201 2007-08-23       NA  North America               Mexico   \n",
       "29     224 2007-09-01       NA  North America  Trinidad and Tobago   \n",
       "...    ...        ...      ...            ...                  ...   \n",
       "1663  7508 2015-09-17       NA  North America               Panama   \n",
       "1664  7509 2015-09-10       NA  North America               Panama   \n",
       "1665  7510 2015-08-31       NA  North America               Panama   \n",
       "1666  7511 2015-08-31       NA  North America               Panama   \n",
       "1667  7512 2015-09-22       NA  North America               Panama   \n",
       "1668  7513 2015-05-09       NA  South America             Colombia   \n",
       "1669  7514 2015-05-23       NA  North America               Mexico   \n",
       "1670  7515 2015-10-21       NA  North America               Mexico   \n",
       "1671  7516 2015-10-21       NA  North America               Mexico   \n",
       "1672  7517 2015-09-12       NA  North America               Mexico   \n",
       "1673  7518 2015-10-15       NA  North America               Mexico   \n",
       "1674  7519 2016-02-24       NA  North America        United States   \n",
       "1675  7520 2016-02-24    Night  North America        United States   \n",
       "1676  7521 2016-02-15  Morning  North America        United States   \n",
       "1677  7522 2016-02-24       NA  North America        United States   \n",
       "1678  7524 2016-02-21    14:00  North America        United States   \n",
       "1679  7526 2016-02-24  Morning  North America               Canada   \n",
       "1680  7527 2016-01-28     9:45  North America        United States   \n",
       "1681  7528 2016-02-24     4:00  North America        United States   \n",
       "1682  7529 2016-02-27       NA  North America        United States   \n",
       "1683  7530 2016-02-27    15:30  North America        United States   \n",
       "1684  7531 2016-02-14       NA  North America        United States   \n",
       "1685  7532 2016-02-26    15:00  North America        United States   \n",
       "1686  7533 2016-02-27    12:15  North America        United States   \n",
       "1687  7534 2015-11-29       NA  North America        United States   \n",
       "1688  7535 2015-12-07       NA  North America        United States   \n",
       "1689  7537 2016-02-22     0:00  North America        United States   \n",
       "1690  7539 2016-02-23       NA  North America        United States   \n",
       "1691  7540 2016-02-26    21:06  North America        United States   \n",
       "1692  7541 2016-03-02     8:00  North America        United States   \n",
       "\n",
       "     country_code     state/province  population                    city/town  \\\n",
       "0              US           Virginia       16000                  Cherry Hill   \n",
       "1              US               Ohio       17288             New Philadelphia   \n",
       "2              US       Pennsylvania       15930                  Wilkinsburg   \n",
       "3              CA             Quebec       42786                 ChÃ¢teauguay   \n",
       "4              US           Kentucky        6903                    Pikeville   \n",
       "5              US           Kentucky        6903                    Pikeville   \n",
       "6              US       South Dakota        2540                 Dakota Dunes   \n",
       "7              CO          Risaralda      440118                      Pereira   \n",
       "8              EC   Zamora-Chinchipe       15276                       Zamora   \n",
       "9              EC               Loja      117796                         Loja   \n",
       "10             EC          Pichincha        5114                   SangolquÃ­   \n",
       "11             US              Texas       42409                  Haltom City   \n",
       "12             MX              Texas        1947  Laguna Chica (Pueblo Nuevo)   \n",
       "13             CA            Ontario      812129                       Ottawa   \n",
       "14             DO  Distrito Nacional       13456                   San Carlos   \n",
       "15             US              Texas      175396                Grand Prairie   \n",
       "16             GT          Guatemala       47247             San JosÃ© Pinula   \n",
       "17             JM           Portland       14400                 Port Antonio   \n",
       "18             US           Colorado        2475                       Meeker   \n",
       "19             DM         Saint Paul         702                  Pont CassÃ©   \n",
       "20             US          Minnesota        2868                    Caledonia   \n",
       "21             US            Wyoming        9520                         Cody   \n",
       "22             US          Minnesota      106769                    Rochester   \n",
       "23             US          Wisconsin       51320                    La Crosse   \n",
       "24             US                 WI       51320                    La Crosse   \n",
       "25             US      West Virginia        1526                     Glendale   \n",
       "26             GT       Alta Verapaz        2006                     LanquÃ­n   \n",
       "27             GT             Izabal       18994                      Morales   \n",
       "28             MX             Puebla        1414   Xochitlaxco (San Baltazar)   \n",
       "29             TT             Tobago       17000                  Scarborough   \n",
       "...           ...                ...         ...                          ...   \n",
       "1663           PA             CoclÃ©           0                    Caballero   \n",
       "1664           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1665           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1666           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1667           PA            PanamÃ¡       76815                    ArraijÃ¡n   \n",
       "1668           CO          Antioquia        4811                      MutatÃ¡   \n",
       "1669           MX            Chiapas        3796                Santo Domingo   \n",
       "1670           MX            Chiapas       19092        Motozintla de Mendoza   \n",
       "1671           MX            Chiapas       18608              Emiliano Zapata   \n",
       "1672           MX            Chiapas        6089                         Tila   \n",
       "1673           MX            Tabasco       32415    Tenosique de Pino SuÃ¡rez   \n",
       "1674           US           Virginia        1371                  Springville   \n",
       "1675           US       Pennsylvania        5951                      Crafton   \n",
       "1676           US           Colorado        9614             Glenwood Springs   \n",
       "1677           US           Virginia        1128                     Pembroke   \n",
       "1678           US      West Virginia       51400                   Charleston   \n",
       "1679           CA            Ontario      519949                     Hamilton   \n",
       "1680           US     North Carolina        1241                 Blowing Rock   \n",
       "1681           US               Ohio        1560                    New Haven   \n",
       "1682           US              Idaho         939                      Cascade   \n",
       "1683           US              Idaho         485                   Idaho City   \n",
       "1684           US           Colorado       16887                      Durango   \n",
       "1685           US          Tennessee        2020                    Jacksboro   \n",
       "1686           US      West Virginia        2184                     Bluewell   \n",
       "1687           US     North Carolina        1646                        Tryon   \n",
       "1688           US     North Carolina        1646                        Tryon   \n",
       "1689           US      West Virginia       51400                   Charleston   \n",
       "1690           US      West Virginia        2406                        Welch   \n",
       "1691           US      West Virginia        1048                       Athens   \n",
       "1692           US            Vermont        2066                      Windsor   \n",
       "\n",
       "      distance  ...  hazard_type      landslide_type landslide_size  \\\n",
       "0      3.40765  ...    Landslide           Landslide          Small   \n",
       "1      3.33522  ...    Landslide           Landslide          Small   \n",
       "2      2.91977  ...    Landslide           Landslide          Small   \n",
       "3      2.98682  ...    Landslide  Riverbank collapse          Small   \n",
       "4      5.66542  ...    Landslide           Landslide          Small   \n",
       "5      0.23715  ...    Landslide           Landslide          Small   \n",
       "6      2.48033  ...    Landslide           Landslide          Small   \n",
       "7      0.62022  ...    Landslide            Mudslide          Large   \n",
       "8      0.47714  ...    Landslide           Landslide         Medium   \n",
       "9      0.35649  ...    Landslide           Landslide         Medium   \n",
       "10    33.94603  ...    Landslide           Landslide         Medium   \n",
       "11     0.03668  ...    Landslide           Landslide         Medium   \n",
       "12     9.51003  ...    Landslide           Landslide         Medium   \n",
       "13     1.74759  ...    Landslide           Landslide          Small   \n",
       "14     1.70298  ...    Landslide           Landslide          Small   \n",
       "15     5.66936  ...    Landslide           Landslide          Small   \n",
       "16     4.74385  ...    Landslide            Mudslide         Medium   \n",
       "17     7.79027  ...    Landslide           Landslide         Medium   \n",
       "18    10.87949  ...    Landslide            Mudslide         Medium   \n",
       "19     3.39516  ...    Landslide            Mudslide          Small   \n",
       "20    22.31062  ...    Landslide           Landslide         Medium   \n",
       "21    64.74594  ...    Landslide           Landslide          Small   \n",
       "22      0.9999  ...    Landslide            Mudslide          Small   \n",
       "23    13.62525  ...    Landslide             Complex         Medium   \n",
       "24    12.91337  ...    Landslide            Mudslide         Medium   \n",
       "25       3.492  ...    Landslide            Mudslide          Small   \n",
       "26    13.39817  ...    Landslide           Landslide         Medium   \n",
       "27    12.55184  ...    Landslide           Landslide         Medium   \n",
       "28     1.68294  ...    Landslide            Mudslide         Medium   \n",
       "29     9.11607  ...    Landslide           Landslide         Medium   \n",
       "...        ...  ...          ...                 ...            ...   \n",
       "1663   0.21605  ...    Landslide           Landslide         Medium   \n",
       "1664   2.59449  ...    Landslide           Landslide          Large   \n",
       "1665   3.30848  ...    Landslide           Landslide         Medium   \n",
       "1666   3.54386  ...    Landslide           Landslide         Medium   \n",
       "1667   1.80341  ...    Landslide           Landslide         Medium   \n",
       "1668  15.04256  ...    Landslide           Landslide         Medium   \n",
       "1669   0.76257  ...    Landslide           Landslide         Medium   \n",
       "1670   2.06743  ...    Landslide           Landslide         Medium   \n",
       "1671   4.68443  ...    Landslide           Landslide         Medium   \n",
       "1672   1.73469  ...    Landslide           Landslide         Medium   \n",
       "1673   15.2226  ...    Landslide           Landslide         Medium   \n",
       "1674   8.58443  ...    Landslide           Landslide         Medium   \n",
       "1675   1.45894  ...    Landslide            Rockfall          Small   \n",
       "1676  13.85194  ...    Landslide            Rockfall         Medium   \n",
       "1677   3.21144  ...    Landslide            Rockfall         Medium   \n",
       "1678   6.43349  ...    Landslide           Landslide         Medium   \n",
       "1679   2.00473  ...    Landslide            Rockfall          Small   \n",
       "1680   4.20387  ...    Landslide            Rockfall         Medium   \n",
       "1681   6.83465  ...    Landslide            Rockfall          Small   \n",
       "1682  22.78728  ...    Landslide            Rockfall          Small   \n",
       "1683  24.16064  ...    Landslide            Rockfall          Small   \n",
       "1684  22.57467  ...    Landslide            Rockfall          Small   \n",
       "1685   8.43321  ...    Landslide            Rockfall          Small   \n",
       "1686   5.07093  ...    Landslide            Rockfall          Small   \n",
       "1687   7.69666  ...    Landslide            Mudslide         Medium   \n",
       "1688   7.80866  ...    Landslide            Rockfall          Small   \n",
       "1689   6.84721  ...    Landslide            Mudslide          Small   \n",
       "1690  14.19735  ...    Landslide           Landslide          Small   \n",
       "1691  12.00678  ...    Landslide            Rockfall          Small   \n",
       "1692   1.78429  ...    Landslide            Rockfall          Small   \n",
       "\n",
       "               trigger        storm_name injuries fatalities  \\\n",
       "0                 Rain                NA       NA         NA   \n",
       "1                 Rain                NA       NA         NA   \n",
       "2                 Rain                NA       NA         NA   \n",
       "3                 Rain                NA       NA         NA   \n",
       "4             Downpour                NA       NA          0   \n",
       "5                 Rain                NA       NA         NA   \n",
       "6                 Rain                NA       NA         NA   \n",
       "7                 Rain                NA       NA         13   \n",
       "8             Downpour                NA       NA         NA   \n",
       "9             Downpour                NA       NA         NA   \n",
       "10            Downpour                NA       NA         NA   \n",
       "11                Rain                NA       NA         NA   \n",
       "12                Rain                NA       NA          7   \n",
       "13             Unknown                NA       NA         NA   \n",
       "14             Unknown                NA       NA         NA   \n",
       "15                Rain                NA       NA         NA   \n",
       "16                Rain                NA       NA          5   \n",
       "17                Rain                NA       NA         NA   \n",
       "18                Rain                NA       NA         NA   \n",
       "19    Tropical cyclone    Hurricane Dean       NA          2   \n",
       "20                Rain                NA       NA         NA   \n",
       "21                Rain                NA       NA         NA   \n",
       "22                Rain                NA       NA         NA   \n",
       "23                Rain                NA       NA         NA   \n",
       "24                Rain                NA       NA         NA   \n",
       "25                Rain                NA       NA         NA   \n",
       "26    Tropical cyclone    Hurricane Dean       NA         NA   \n",
       "27    Tropical cyclone    Hurricane Dean       NA         NA   \n",
       "28    Tropical cyclone    Hurricane Dean       NA          6   \n",
       "29    Tropical cyclone   Hurricane Felix       NA         NA   \n",
       "...                ...               ...      ...        ...   \n",
       "1663          Flooding                NA        0          0   \n",
       "1664          Downpour                NA        0          0   \n",
       "1665          Downpour                NA        0          0   \n",
       "1666          Downpour                NA        0          0   \n",
       "1667          Downpour                NA        0          0   \n",
       "1668          Downpour                NA        0          0   \n",
       "1669              Rain                NA        0          0   \n",
       "1670              Rain                NA        0          0   \n",
       "1671              Rain  cold front No. 7        0          0   \n",
       "1672              Rain                NA        0          0   \n",
       "1673          Flooding                NA        0          0   \n",
       "1674           Unknown                NA        0          0   \n",
       "1675              Rain                NA        0          0   \n",
       "1676       Freeze thaw                NA        0          0   \n",
       "1677           Unknown                NA        0          0   \n",
       "1678           Unknown                NA        0          0   \n",
       "1679       Freeze thaw                NA        0          0   \n",
       "1680           Unknown                NA        0          0   \n",
       "1681              Rain                NA        0          0   \n",
       "1682           Unknown                NA        0          0   \n",
       "1683              Rain                NA        1          0   \n",
       "1684       Freeze thaw                NA        0          0   \n",
       "1685           Unknown                NA        0          0   \n",
       "1686           Unknown                NA        0          0   \n",
       "1687           Unknown                NA        0          0   \n",
       "1688                NA                NA        0          0   \n",
       "1689           Unknown                NA        0          0   \n",
       "1690              Rain                NA        0          0   \n",
       "1691           Unknown                NA        0          0   \n",
       "1692           Unknown                NA        0          0   \n",
       "\n",
       "                                            source_name  \\\n",
       "0                                            NBC 4 news   \n",
       "1                                        Canton Rep.com   \n",
       "2                            The Pittsburgh Channel.com   \n",
       "3                                             Le Soleil   \n",
       "4                                Matthew Crawford (KGS)   \n",
       "5                             Applalachain news-express   \n",
       "6                                   Sioux City Journnal   \n",
       "7                                Reuters - AlertNet.org   \n",
       "8                             Red Cross - Field reports   \n",
       "9                             Red Cross - Field reports   \n",
       "10                            Red Cross - Field reports   \n",
       "11                                            NBC5i.com   \n",
       "12                                          nytimes.com   \n",
       "13                                                   NA   \n",
       "14                                      Dominican Today   \n",
       "15         Trinity River Authority - Grand Prarie Times   \n",
       "16                                 International Herald   \n",
       "17                                      Jamaica Gleaner   \n",
       "18                               Telluride Daily Planet   \n",
       "19                                        Tribune India   \n",
       "20                                        The Sun Times   \n",
       "21                                     Billings Gazette   \n",
       "22                                    Post bulletin.com   \n",
       "23                                 LaCrosse Tribune.com   \n",
       "24                                             FOX news   \n",
       "25                                            WTOV9.com   \n",
       "26    United Nations Development Programme - Relief Web   \n",
       "27    United Nations Development Programme - Relief Web   \n",
       "28                                         Inquirer.com   \n",
       "29                                     Trinadad Express   \n",
       "...                                                 ...   \n",
       "1663                                   PanamÃ¡ AmÃ©rica   \n",
       "1664                                Cuerpos de Bomberos   \n",
       "1665                                            Critica   \n",
       "1666                                            Critica   \n",
       "1667                                   PanamÃ¡ AmÃ©rica   \n",
       "1668                                   Noticias Caracol   \n",
       "1669                                       Cuarto Poder   \n",
       "1670                                    azteca noticias   \n",
       "1671                                    azteca noticias   \n",
       "1672                                       NVI noticias   \n",
       "1673                                  ver tiente global   \n",
       "1674                                               WJHL   \n",
       "1675                                               WPXI   \n",
       "1676                                                CBS   \n",
       "1677                                          NEWSSHINE   \n",
       "1678                                               WQBE   \n",
       "1679                                 Hamilton Spectator   \n",
       "1680                                               WSOC   \n",
       "1681                             Pomeroy Daily Sentinel   \n",
       "1682                                               KTVB   \n",
       "1683                                               KTVB   \n",
       "1684                                     Durango Herald   \n",
       "1685                                  Commercial Appeal   \n",
       "1686                          Bluefield Daily Telegraph   \n",
       "1687                               Tryon Daily Bulletin   \n",
       "1688                               Tryon Daily Bulletin   \n",
       "1689                                 Charleston Gazette   \n",
       "1690                          Bluefield Daily Telegraph   \n",
       "1691                          Bluefield Daily Telegraph   \n",
       "1692                                        Valley News   \n",
       "\n",
       "                                            source_link Count  \n",
       "0         http://www.nbc4.com/news/11186871/detail.html     1  \n",
       "1     http://www.cantonrep.com/index.php?ID=345054&C...     1  \n",
       "2     https://web.archive.org/web/20080423132842/htt...     1  \n",
       "3     http://www.hebdos.net/lsc/edition162007/articl...     1  \n",
       "4                                                    NA    10  \n",
       "5     http://www.news-expressky.com/articles/2007/04...    10  \n",
       "6     http://www.siouxcityjournal.com/articles/2007/...     1  \n",
       "7     http://www.reuters.com/news/video/videoStory?v...     1  \n",
       "8     https://www-secure.ifrc.org/dmis/prepare/view_...     2  \n",
       "9     https://www-secure.ifrc.org/dmis/prepare/view_...     2  \n",
       "10    https://www-secure.ifrc.org/dmis/prepare/view_...     1  \n",
       "11       http://www.nbc5i.com/news/13604036/detail.html     1  \n",
       "12    http://www.nytimes.com/2007/07/04/world/americ...     2  \n",
       "13    http://www.cfra.com/headlines/index.asp?cat=1&...     1  \n",
       "14    http://www.dominicantoday.com/app/article.aspx...     2  \n",
       "15    http://www.gptimes.com/?story_20070627130646_s...     1  \n",
       "16    http://www.iht.com/articles/ap/2007/08/09/amer...     2  \n",
       "17    http://www.jamaica-gleaner.com/gleaner/2007081...     4  \n",
       "18    http://www.telluridegateway.com/articles/2007/...     1  \n",
       "19    http://www.tribuneindia.com/2007/20070817/hima...     5  \n",
       "20    http://www.suntimes.com/news/nation/516414,19f...     3  \n",
       "21    http://www.billingsgazette.net/articles/2007/0...     6  \n",
       "22    http://www.postbulletin.com/newsmanager/templa...     1  \n",
       "23    http://www.lacrossetribune.com/articles/2007/0...     2  \n",
       "24    http://www.fox23news.com/news/national/story.a...     2  \n",
       "25       http://www.wtov9.com/news/13943449/detail.html     2  \n",
       "26    http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...     1  \n",
       "27    http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...     2  \n",
       "28    http://newsinfo.inquirer.net/breakingnews/worl...     1  \n",
       "29    http://www.trinidadexpress.com/index.pl/articl...     7  \n",
       "...                                                 ...   ...  \n",
       "1663  http://www.panamaamerica.com.pa/provincias/tem...     1  \n",
       "1664  http://www.bomberos.gob.pa/2015/09/gobierno-de...     5  \n",
       "1665  http://www.critica.com.pa/nacional/deslizamien...     5  \n",
       "1666  http://www.critica.com.pa/nacional/deslizamien...     5  \n",
       "1667  http://www.panamaamerica.com.pa/provincias/tem...     1  \n",
       "1668  http://www.noticiascaracol.com/colombia/al-mar...     1  \n",
       "1669  http://www.cuartopoder.mx/deslaveafectacarrete...    20  \n",
       "1670  http://www.aztecanoticias.com.mx/notas/estados...     1  \n",
       "1671  http://www.aztecanoticias.com.mx/notas/estados...     1  \n",
       "1672  http://www.noticiasnet.mx/portal/chiapas/gener...     1  \n",
       "1673                http://vertienteglobal.com/?p=49401     1  \n",
       "1674  http://wjhl.com/2016/02/24/rockslide-could-lea...     1  \n",
       "1675  http://www.wpxi.com/news/news/local/rockslide-...     3  \n",
       "1676  http://denver.cbslocal.com/2016/02/16/i-70-clo...     4  \n",
       "1677  http://www.newsshine.com/us-local-news/virgini...     1  \n",
       "1678   http://www.wqbe.com/rockslide-changes-bus-route/     8  \n",
       "1679  http://www.thespec.com/news-story/6341970-fall...     4  \n",
       "1680  http://www.wsoctv.com/news/rock-slide-shuts-do...     4  \n",
       "1681  http://mydailysentinel.com/top-stories/4538/ro...     1  \n",
       "1682  http://www.ktvb.com/news/local/itd-working-to-...     1  \n",
       "1683  http://www.ktvb.com/news/local/itd-working-to-...    10  \n",
       "1684  http://www.durangoherald.com/article/20160227/...     6  \n",
       "1685  http://www.commercialappeal.com/news/regional/...     2  \n",
       "1686  http://www.bdtonline.com/news/rockslide-blocks...     1  \n",
       "1687  http://www.tryondailybulletin.com/2016/02/26/u...     2  \n",
       "1688  http://www.tryondailybulletin.com/2016/02/26/u...     2  \n",
       "1689  http://www.wvgazettemail.com/news/20160222/us-...     8  \n",
       "1690  http://www.bdtonline.com/news/officials-cautio...     3  \n",
       "1691  http://www.bdtonline.com/news/rockslide-snarls...     1  \n",
       "1692  http://www.vnews.com/home/21353539-95/loose-ledge     2  \n",
       "\n",
       "[1691 rows x 24 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Replace all left out empty values with 'NA'\n",
    "df = df.replace([''],\"NA\")\n",
    "df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Replace all the outliers with certain standard time."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>date</th>\n",
       "      <th>time</th>\n",
       "      <th>continent_code</th>\n",
       "      <th>country_name</th>\n",
       "      <th>country_code</th>\n",
       "      <th>state/province</th>\n",
       "      <th>population</th>\n",
       "      <th>city/town</th>\n",
       "      <th>distance</th>\n",
       "      <th>...</th>\n",
       "      <th>hazard_type</th>\n",
       "      <th>landslide_type</th>\n",
       "      <th>landslide_size</th>\n",
       "      <th>trigger</th>\n",
       "      <th>storm_name</th>\n",
       "      <th>injuries</th>\n",
       "      <th>fatalities</th>\n",
       "      <th>source_name</th>\n",
       "      <th>source_link</th>\n",
       "      <th>Count</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34</td>\n",
       "      <td>2007-03-02</td>\n",
       "      <td>9:00 PM</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>16000</td>\n",
       "      <td>Cherry Hill</td>\n",
       "      <td>3.40765</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NBC 4 news</td>\n",
       "      <td>http://www.nbc4.com/news/11186871/detail.html</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>42</td>\n",
       "      <td>2007-03-22</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>17288</td>\n",
       "      <td>New Philadelphia</td>\n",
       "      <td>3.33522</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Canton Rep.com</td>\n",
       "      <td>http://www.cantonrep.com/index.php?ID=345054&amp;C...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>56</td>\n",
       "      <td>2007-04-06</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>15930</td>\n",
       "      <td>Wilkinsburg</td>\n",
       "      <td>2.91977</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>The Pittsburgh Channel.com</td>\n",
       "      <td>https://web.archive.org/web/20080423132842/htt...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>59</td>\n",
       "      <td>2007-04-14</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Quebec</td>\n",
       "      <td>42786</td>\n",
       "      <td>ChÃ¢teauguay</td>\n",
       "      <td>2.98682</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Riverbank collapse</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Le Soleil</td>\n",
       "      <td>http://www.hebdos.net/lsc/edition162007/articl...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>61</td>\n",
       "      <td>2007-04-15</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>5.66542</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>Matthew Crawford (KGS)</td>\n",
       "      <td>NA</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>64</td>\n",
       "      <td>2007-04-20</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>6903</td>\n",
       "      <td>Pikeville</td>\n",
       "      <td>0.23715</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Applalachain news-express</td>\n",
       "      <td>http://www.news-expressky.com/articles/2007/04...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>67</td>\n",
       "      <td>2007-04-14</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>2540</td>\n",
       "      <td>Dakota Dunes</td>\n",
       "      <td>2.48033</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Sioux City Journnal</td>\n",
       "      <td>http://www.siouxcityjournal.com/articles/2007/...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>77</td>\n",
       "      <td>2007-05-21</td>\n",
       "      <td>NA</td>\n",
       "      <td>South America</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>Risaralda</td>\n",
       "      <td>440118</td>\n",
       "      <td>Pereira</td>\n",
       "      <td>0.62022</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Large</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>13</td>\n",
       "      <td>Reuters - AlertNet.org</td>\n",
       "      <td>http://www.reuters.com/news/video/videoStory?v...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>105</td>\n",
       "      <td>2007-06-27</td>\n",
       "      <td>NA</td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Zamora-Chinchipe</td>\n",
       "      <td>15276</td>\n",
       "      <td>Zamora</td>\n",
       "      <td>0.47714</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>106</td>\n",
       "      <td>2007-06-27</td>\n",
       "      <td>NA</td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Loja</td>\n",
       "      <td>117796</td>\n",
       "      <td>Loja</td>\n",
       "      <td>0.35649</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>107</td>\n",
       "      <td>2007-06-27</td>\n",
       "      <td>NA</td>\n",
       "      <td>South America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>EC</td>\n",
       "      <td>Pichincha</td>\n",
       "      <td>5114</td>\n",
       "      <td>SangolquÃ­</td>\n",
       "      <td>33.94603</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Red Cross - Field reports</td>\n",
       "      <td>https://www-secure.ifrc.org/dmis/prepare/view_...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>109</td>\n",
       "      <td>2007-07-01</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Texas</td>\n",
       "      <td>42409</td>\n",
       "      <td>Haltom City</td>\n",
       "      <td>0.03668</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NBC5i.com</td>\n",
       "      <td>http://www.nbc5i.com/news/13604036/detail.html</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>115</td>\n",
       "      <td>2007-07-04</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Texas</td>\n",
       "      <td>1947</td>\n",
       "      <td>Laguna Chica (Pueblo Nuevo)</td>\n",
       "      <td>9.51003</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>7</td>\n",
       "      <td>nytimes.com</td>\n",
       "      <td>http://www.nytimes.com/2007/07/04/world/americ...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>119</td>\n",
       "      <td>2007-07-08</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>812129</td>\n",
       "      <td>Ottawa</td>\n",
       "      <td>1.74759</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>http://www.cfra.com/headlines/index.asp?cat=1&amp;...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>124</td>\n",
       "      <td>2007-07-13</td>\n",
       "      <td>9:00 PM</td>\n",
       "      <td>North America</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>DO</td>\n",
       "      <td>Distrito Nacional</td>\n",
       "      <td>13456</td>\n",
       "      <td>San Carlos</td>\n",
       "      <td>1.70298</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Dominican Today</td>\n",
       "      <td>http://www.dominicantoday.com/app/article.aspx...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>138</td>\n",
       "      <td>2007-07-24</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Texas</td>\n",
       "      <td>175396</td>\n",
       "      <td>Grand Prairie</td>\n",
       "      <td>5.66936</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Trinity River Authority - Grand Prarie Times</td>\n",
       "      <td>http://www.gptimes.com/?story_20070627130646_s...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>165</td>\n",
       "      <td>2007-08-09</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>47247</td>\n",
       "      <td>San JosÃ© Pinula</td>\n",
       "      <td>4.74385</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>5</td>\n",
       "      <td>International Herald</td>\n",
       "      <td>http://www.iht.com/articles/ap/2007/08/09/amer...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>174</td>\n",
       "      <td>2007-08-11</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Jamaica</td>\n",
       "      <td>JM</td>\n",
       "      <td>Portland</td>\n",
       "      <td>14400</td>\n",
       "      <td>Port Antonio</td>\n",
       "      <td>7.79027</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Jamaica Gleaner</td>\n",
       "      <td>http://www.jamaica-gleaner.com/gleaner/2007081...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>185</td>\n",
       "      <td>2007-08-14</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>2475</td>\n",
       "      <td>Meeker</td>\n",
       "      <td>10.87949</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Telluride Daily Planet</td>\n",
       "      <td>http://www.telluridegateway.com/articles/2007/...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>186</td>\n",
       "      <td>2007-08-17</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Dominica</td>\n",
       "      <td>DM</td>\n",
       "      <td>Saint Paul</td>\n",
       "      <td>702</td>\n",
       "      <td>Pont CassÃ©</td>\n",
       "      <td>3.39516</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td>NA</td>\n",
       "      <td>2</td>\n",
       "      <td>Tribune India</td>\n",
       "      <td>http://www.tribuneindia.com/2007/20070817/hima...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>187</td>\n",
       "      <td>2007-08-18</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Egypt</td>\n",
       "      <td>US</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>2868</td>\n",
       "      <td>Caledonia</td>\n",
       "      <td>22.31062</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>The Sun Times</td>\n",
       "      <td>http://www.suntimes.com/news/nation/516414,19f...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>188</td>\n",
       "      <td>2007-08-18</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>9520</td>\n",
       "      <td>Cody</td>\n",
       "      <td>64.74594</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Billings Gazette</td>\n",
       "      <td>http://www.billingsgazette.net/articles/2007/0...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>189</td>\n",
       "      <td>2007-08-18</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>106769</td>\n",
       "      <td>Rochester</td>\n",
       "      <td>0.9999</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Post bulletin.com</td>\n",
       "      <td>http://www.postbulletin.com/newsmanager/templa...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>193</td>\n",
       "      <td>2007-08-19</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>51320</td>\n",
       "      <td>La Crosse</td>\n",
       "      <td>13.62525</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Complex</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>LaCrosse Tribune.com</td>\n",
       "      <td>http://www.lacrossetribune.com/articles/2007/0...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>194</td>\n",
       "      <td>2007-08-19</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>WI</td>\n",
       "      <td>51320</td>\n",
       "      <td>La Crosse</td>\n",
       "      <td>12.91337</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>FOX news</td>\n",
       "      <td>http://www.fox23news.com/news/national/story.a...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>197</td>\n",
       "      <td>2007-08-20</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>1526</td>\n",
       "      <td>Glendale</td>\n",
       "      <td>3.492</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>WTOV9.com</td>\n",
       "      <td>http://www.wtov9.com/news/13943449/detail.html</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>198</td>\n",
       "      <td>2007-08-21</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Alta Verapaz</td>\n",
       "      <td>2006</td>\n",
       "      <td>LanquÃ­n</td>\n",
       "      <td>13.39817</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>United Nations Development Programme - Relief Web</td>\n",
       "      <td>http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>199</td>\n",
       "      <td>2007-08-21</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Guatemala</td>\n",
       "      <td>GT</td>\n",
       "      <td>Izabal</td>\n",
       "      <td>18994</td>\n",
       "      <td>Morales</td>\n",
       "      <td>12.55184</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>United Nations Development Programme - Relief Web</td>\n",
       "      <td>http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>201</td>\n",
       "      <td>2007-08-23</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Puebla</td>\n",
       "      <td>1414</td>\n",
       "      <td>Xochitlaxco (San Baltazar)</td>\n",
       "      <td>1.68294</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Dean</td>\n",
       "      <td>NA</td>\n",
       "      <td>6</td>\n",
       "      <td>Inquirer.com</td>\n",
       "      <td>http://newsinfo.inquirer.net/breakingnews/worl...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>224</td>\n",
       "      <td>2007-09-01</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>TT</td>\n",
       "      <td>Tobago</td>\n",
       "      <td>17000</td>\n",
       "      <td>Scarborough</td>\n",
       "      <td>9.11607</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Tropical cyclone</td>\n",
       "      <td>Hurricane Felix</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>Trinadad Express</td>\n",
       "      <td>http://www.trinidadexpress.com/index.pl/articl...</td>\n",
       "      <td>7</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>1663</th>\n",
       "      <td>7508</td>\n",
       "      <td>2015-09-17</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>CoclÃ©</td>\n",
       "      <td>0</td>\n",
       "      <td>Caballero</td>\n",
       "      <td>0.21605</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Flooding</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PanamÃ¡ AmÃ©rica</td>\n",
       "      <td>http://www.panamaamerica.com.pa/provincias/tem...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1664</th>\n",
       "      <td>7509</td>\n",
       "      <td>2015-09-10</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>2.59449</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Large</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cuerpos de Bomberos</td>\n",
       "      <td>http://www.bomberos.gob.pa/2015/09/gobierno-de...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1665</th>\n",
       "      <td>7510</td>\n",
       "      <td>2015-08-31</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>3.30848</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Critica</td>\n",
       "      <td>http://www.critica.com.pa/nacional/deslizamien...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1666</th>\n",
       "      <td>7511</td>\n",
       "      <td>2015-08-31</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>321501</td>\n",
       "      <td>San Miguelito</td>\n",
       "      <td>3.54386</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Critica</td>\n",
       "      <td>http://www.critica.com.pa/nacional/deslizamien...</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1667</th>\n",
       "      <td>7512</td>\n",
       "      <td>2015-09-22</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>PA</td>\n",
       "      <td>PanamÃ¡</td>\n",
       "      <td>76815</td>\n",
       "      <td>ArraijÃ¡n</td>\n",
       "      <td>1.80341</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>PanamÃ¡ AmÃ©rica</td>\n",
       "      <td>http://www.panamaamerica.com.pa/provincias/tem...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1668</th>\n",
       "      <td>7513</td>\n",
       "      <td>2015-05-09</td>\n",
       "      <td>NA</td>\n",
       "      <td>South America</td>\n",
       "      <td>Colombia</td>\n",
       "      <td>CO</td>\n",
       "      <td>Antioquia</td>\n",
       "      <td>4811</td>\n",
       "      <td>MutatÃ¡</td>\n",
       "      <td>15.04256</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Downpour</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Noticias Caracol</td>\n",
       "      <td>http://www.noticiascaracol.com/colombia/al-mar...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1669</th>\n",
       "      <td>7514</td>\n",
       "      <td>2015-05-23</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>3796</td>\n",
       "      <td>Santo Domingo</td>\n",
       "      <td>0.76257</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Cuarto Poder</td>\n",
       "      <td>http://www.cuartopoder.mx/deslaveafectacarrete...</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1670</th>\n",
       "      <td>7515</td>\n",
       "      <td>2015-10-21</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>19092</td>\n",
       "      <td>Motozintla de Mendoza</td>\n",
       "      <td>2.06743</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>azteca noticias</td>\n",
       "      <td>http://www.aztecanoticias.com.mx/notas/estados...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1671</th>\n",
       "      <td>7516</td>\n",
       "      <td>2015-10-21</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>18608</td>\n",
       "      <td>Emiliano Zapata</td>\n",
       "      <td>4.68443</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>cold front No. 7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>azteca noticias</td>\n",
       "      <td>http://www.aztecanoticias.com.mx/notas/estados...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1672</th>\n",
       "      <td>7517</td>\n",
       "      <td>2015-09-12</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Chiapas</td>\n",
       "      <td>6089</td>\n",
       "      <td>Tila</td>\n",
       "      <td>1.73469</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NVI noticias</td>\n",
       "      <td>http://www.noticiasnet.mx/portal/chiapas/gener...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1673</th>\n",
       "      <td>7518</td>\n",
       "      <td>2015-10-15</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>MX</td>\n",
       "      <td>Tabasco</td>\n",
       "      <td>32415</td>\n",
       "      <td>Tenosique de Pino SuÃ¡rez</td>\n",
       "      <td>15.2226</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Flooding</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>ver tiente global</td>\n",
       "      <td>http://vertienteglobal.com/?p=49401</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1674</th>\n",
       "      <td>7519</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1371</td>\n",
       "      <td>Springville</td>\n",
       "      <td>8.58443</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WJHL</td>\n",
       "      <td>http://wjhl.com/2016/02/24/rockslide-could-lea...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1675</th>\n",
       "      <td>7520</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>9:00 PM</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>5951</td>\n",
       "      <td>Crafton</td>\n",
       "      <td>1.45894</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WPXI</td>\n",
       "      <td>http://www.wpxi.com/news/news/local/rockslide-...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1676</th>\n",
       "      <td>7521</td>\n",
       "      <td>2016-02-15</td>\n",
       "      <td>9:00 AM</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>9614</td>\n",
       "      <td>Glenwood Springs</td>\n",
       "      <td>13.85194</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>CBS</td>\n",
       "      <td>http://denver.cbslocal.com/2016/02/16/i-70-clo...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1677</th>\n",
       "      <td>7522</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>1128</td>\n",
       "      <td>Pembroke</td>\n",
       "      <td>3.21144</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>NEWSSHINE</td>\n",
       "      <td>http://www.newsshine.com/us-local-news/virgini...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1678</th>\n",
       "      <td>7524</td>\n",
       "      <td>2016-02-21</td>\n",
       "      <td>14:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>51400</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>6.43349</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WQBE</td>\n",
       "      <td>http://www.wqbe.com/rockslide-changes-bus-route/</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1679</th>\n",
       "      <td>7526</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>9:00 AM</td>\n",
       "      <td>North America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>CA</td>\n",
       "      <td>Ontario</td>\n",
       "      <td>519949</td>\n",
       "      <td>Hamilton</td>\n",
       "      <td>2.00473</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Hamilton Spectator</td>\n",
       "      <td>http://www.thespec.com/news-story/6341970-fall...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1680</th>\n",
       "      <td>7527</td>\n",
       "      <td>2016-01-28</td>\n",
       "      <td>9:45</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1241</td>\n",
       "      <td>Blowing Rock</td>\n",
       "      <td>4.20387</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>WSOC</td>\n",
       "      <td>http://www.wsoctv.com/news/rock-slide-shuts-do...</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1681</th>\n",
       "      <td>7528</td>\n",
       "      <td>2016-02-24</td>\n",
       "      <td>4:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>1560</td>\n",
       "      <td>New Haven</td>\n",
       "      <td>6.83465</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Pomeroy Daily Sentinel</td>\n",
       "      <td>http://mydailysentinel.com/top-stories/4538/ro...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1682</th>\n",
       "      <td>7529</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>939</td>\n",
       "      <td>Cascade</td>\n",
       "      <td>22.78728</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>KTVB</td>\n",
       "      <td>http://www.ktvb.com/news/local/itd-working-to-...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1683</th>\n",
       "      <td>7530</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>15:30</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>485</td>\n",
       "      <td>Idaho City</td>\n",
       "      <td>24.16064</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>KTVB</td>\n",
       "      <td>http://www.ktvb.com/news/local/itd-working-to-...</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1684</th>\n",
       "      <td>7531</td>\n",
       "      <td>2016-02-14</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>16887</td>\n",
       "      <td>Durango</td>\n",
       "      <td>22.57467</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Freeze thaw</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Durango Herald</td>\n",
       "      <td>http://www.durangoherald.com/article/20160227/...</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1685</th>\n",
       "      <td>7532</td>\n",
       "      <td>2016-02-26</td>\n",
       "      <td>15:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>2020</td>\n",
       "      <td>Jacksboro</td>\n",
       "      <td>8.43321</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Commercial Appeal</td>\n",
       "      <td>http://www.commercialappeal.com/news/regional/...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1686</th>\n",
       "      <td>7533</td>\n",
       "      <td>2016-02-27</td>\n",
       "      <td>12:15</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>2184</td>\n",
       "      <td>Bluewell</td>\n",
       "      <td>5.07093</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/rockslide-blocks...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1687</th>\n",
       "      <td>7534</td>\n",
       "      <td>2015-11-29</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1646</td>\n",
       "      <td>Tryon</td>\n",
       "      <td>7.69666</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Medium</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tryon Daily Bulletin</td>\n",
       "      <td>http://www.tryondailybulletin.com/2016/02/26/u...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1688</th>\n",
       "      <td>7535</td>\n",
       "      <td>2015-12-07</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>1646</td>\n",
       "      <td>Tryon</td>\n",
       "      <td>7.80866</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>NA</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Tryon Daily Bulletin</td>\n",
       "      <td>http://www.tryondailybulletin.com/2016/02/26/u...</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1689</th>\n",
       "      <td>7537</td>\n",
       "      <td>2016-02-22</td>\n",
       "      <td>0:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>51400</td>\n",
       "      <td>Charleston</td>\n",
       "      <td>6.84721</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Mudslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Charleston Gazette</td>\n",
       "      <td>http://www.wvgazettemail.com/news/20160222/us-...</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1690</th>\n",
       "      <td>7539</td>\n",
       "      <td>2016-02-23</td>\n",
       "      <td>NA</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>2406</td>\n",
       "      <td>Welch</td>\n",
       "      <td>14.19735</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Small</td>\n",
       "      <td>Rain</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/officials-cautio...</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1691</th>\n",
       "      <td>7540</td>\n",
       "      <td>2016-02-26</td>\n",
       "      <td>21:06</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>1048</td>\n",
       "      <td>Athens</td>\n",
       "      <td>12.00678</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Bluefield Daily Telegraph</td>\n",
       "      <td>http://www.bdtonline.com/news/rockslide-snarls...</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1692</th>\n",
       "      <td>7541</td>\n",
       "      <td>2016-03-02</td>\n",
       "      <td>8:00</td>\n",
       "      <td>North America</td>\n",
       "      <td>United States</td>\n",
       "      <td>US</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>2066</td>\n",
       "      <td>Windsor</td>\n",
       "      <td>1.78429</td>\n",
       "      <td>...</td>\n",
       "      <td>Landslide</td>\n",
       "      <td>Rockfall</td>\n",
       "      <td>Small</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NA</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>Valley News</td>\n",
       "      <td>http://www.vnews.com/home/21353539-95/loose-ledge</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1691 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        id       date     time continent_code         country_name  \\\n",
       "0       34 2007-03-02  9:00 PM  North America        United States   \n",
       "1       42 2007-03-22       NA  North America        United States   \n",
       "2       56 2007-04-06       NA  North America        United States   \n",
       "3       59 2007-04-14       NA  North America               Canada   \n",
       "4       61 2007-04-15       NA  North America        United States   \n",
       "5       64 2007-04-20       NA  North America        United States   \n",
       "6       67 2007-04-14       NA  North America        United States   \n",
       "7       77 2007-05-21       NA  South America             Colombia   \n",
       "8      105 2007-06-27       NA  South America              Ecuador   \n",
       "9      106 2007-06-27       NA  South America              Ecuador   \n",
       "10     107 2007-06-27       NA  South America              Ecuador   \n",
       "11     109 2007-07-01       NA  North America        United States   \n",
       "12     115 2007-07-04       NA  North America               Mexico   \n",
       "13     119 2007-07-08       NA  North America               Canada   \n",
       "14     124 2007-07-13  9:00 PM  North America   Dominican Republic   \n",
       "15     138 2007-07-24       NA  North America        United States   \n",
       "16     165 2007-08-09       NA  North America            Guatemala   \n",
       "17     174 2007-08-11       NA  North America              Jamaica   \n",
       "18     185 2007-08-14       NA  North America        United States   \n",
       "19     186 2007-08-17       NA  North America             Dominica   \n",
       "20     187 2007-08-18       NA  North America                Egypt   \n",
       "21     188 2007-08-18       NA  North America        United States   \n",
       "22     189 2007-08-18       NA  North America        United States   \n",
       "23     193 2007-08-19       NA  North America        United States   \n",
       "24     194 2007-08-19       NA  North America        United States   \n",
       "25     197 2007-08-20       NA  North America        United States   \n",
       "26     198 2007-08-21       NA  North America            Guatemala   \n",
       "27     199 2007-08-21       NA  North America            Guatemala   \n",
       "28     201 2007-08-23       NA  North America               Mexico   \n",
       "29     224 2007-09-01       NA  North America  Trinidad and Tobago   \n",
       "...    ...        ...      ...            ...                  ...   \n",
       "1663  7508 2015-09-17       NA  North America               Panama   \n",
       "1664  7509 2015-09-10       NA  North America               Panama   \n",
       "1665  7510 2015-08-31       NA  North America               Panama   \n",
       "1666  7511 2015-08-31       NA  North America               Panama   \n",
       "1667  7512 2015-09-22       NA  North America               Panama   \n",
       "1668  7513 2015-05-09       NA  South America             Colombia   \n",
       "1669  7514 2015-05-23       NA  North America               Mexico   \n",
       "1670  7515 2015-10-21       NA  North America               Mexico   \n",
       "1671  7516 2015-10-21       NA  North America               Mexico   \n",
       "1672  7517 2015-09-12       NA  North America               Mexico   \n",
       "1673  7518 2015-10-15       NA  North America               Mexico   \n",
       "1674  7519 2016-02-24       NA  North America        United States   \n",
       "1675  7520 2016-02-24  9:00 PM  North America        United States   \n",
       "1676  7521 2016-02-15  9:00 AM  North America        United States   \n",
       "1677  7522 2016-02-24       NA  North America        United States   \n",
       "1678  7524 2016-02-21    14:00  North America        United States   \n",
       "1679  7526 2016-02-24  9:00 AM  North America               Canada   \n",
       "1680  7527 2016-01-28     9:45  North America        United States   \n",
       "1681  7528 2016-02-24     4:00  North America        United States   \n",
       "1682  7529 2016-02-27       NA  North America        United States   \n",
       "1683  7530 2016-02-27    15:30  North America        United States   \n",
       "1684  7531 2016-02-14       NA  North America        United States   \n",
       "1685  7532 2016-02-26    15:00  North America        United States   \n",
       "1686  7533 2016-02-27    12:15  North America        United States   \n",
       "1687  7534 2015-11-29       NA  North America        United States   \n",
       "1688  7535 2015-12-07       NA  North America        United States   \n",
       "1689  7537 2016-02-22     0:00  North America        United States   \n",
       "1690  7539 2016-02-23       NA  North America        United States   \n",
       "1691  7540 2016-02-26    21:06  North America        United States   \n",
       "1692  7541 2016-03-02     8:00  North America        United States   \n",
       "\n",
       "     country_code     state/province  population                    city/town  \\\n",
       "0              US           Virginia       16000                  Cherry Hill   \n",
       "1              US               Ohio       17288             New Philadelphia   \n",
       "2              US       Pennsylvania       15930                  Wilkinsburg   \n",
       "3              CA             Quebec       42786                 ChÃ¢teauguay   \n",
       "4              US           Kentucky        6903                    Pikeville   \n",
       "5              US           Kentucky        6903                    Pikeville   \n",
       "6              US       South Dakota        2540                 Dakota Dunes   \n",
       "7              CO          Risaralda      440118                      Pereira   \n",
       "8              EC   Zamora-Chinchipe       15276                       Zamora   \n",
       "9              EC               Loja      117796                         Loja   \n",
       "10             EC          Pichincha        5114                   SangolquÃ­   \n",
       "11             US              Texas       42409                  Haltom City   \n",
       "12             MX              Texas        1947  Laguna Chica (Pueblo Nuevo)   \n",
       "13             CA            Ontario      812129                       Ottawa   \n",
       "14             DO  Distrito Nacional       13456                   San Carlos   \n",
       "15             US              Texas      175396                Grand Prairie   \n",
       "16             GT          Guatemala       47247             San JosÃ© Pinula   \n",
       "17             JM           Portland       14400                 Port Antonio   \n",
       "18             US           Colorado        2475                       Meeker   \n",
       "19             DM         Saint Paul         702                  Pont CassÃ©   \n",
       "20             US          Minnesota        2868                    Caledonia   \n",
       "21             US            Wyoming        9520                         Cody   \n",
       "22             US          Minnesota      106769                    Rochester   \n",
       "23             US          Wisconsin       51320                    La Crosse   \n",
       "24             US                 WI       51320                    La Crosse   \n",
       "25             US      West Virginia        1526                     Glendale   \n",
       "26             GT       Alta Verapaz        2006                     LanquÃ­n   \n",
       "27             GT             Izabal       18994                      Morales   \n",
       "28             MX             Puebla        1414   Xochitlaxco (San Baltazar)   \n",
       "29             TT             Tobago       17000                  Scarborough   \n",
       "...           ...                ...         ...                          ...   \n",
       "1663           PA             CoclÃ©           0                    Caballero   \n",
       "1664           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1665           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1666           PA            PanamÃ¡      321501                San Miguelito   \n",
       "1667           PA            PanamÃ¡       76815                    ArraijÃ¡n   \n",
       "1668           CO          Antioquia        4811                      MutatÃ¡   \n",
       "1669           MX            Chiapas        3796                Santo Domingo   \n",
       "1670           MX            Chiapas       19092        Motozintla de Mendoza   \n",
       "1671           MX            Chiapas       18608              Emiliano Zapata   \n",
       "1672           MX            Chiapas        6089                         Tila   \n",
       "1673           MX            Tabasco       32415    Tenosique de Pino SuÃ¡rez   \n",
       "1674           US           Virginia        1371                  Springville   \n",
       "1675           US       Pennsylvania        5951                      Crafton   \n",
       "1676           US           Colorado        9614             Glenwood Springs   \n",
       "1677           US           Virginia        1128                     Pembroke   \n",
       "1678           US      West Virginia       51400                   Charleston   \n",
       "1679           CA            Ontario      519949                     Hamilton   \n",
       "1680           US     North Carolina        1241                 Blowing Rock   \n",
       "1681           US               Ohio        1560                    New Haven   \n",
       "1682           US              Idaho         939                      Cascade   \n",
       "1683           US              Idaho         485                   Idaho City   \n",
       "1684           US           Colorado       16887                      Durango   \n",
       "1685           US          Tennessee        2020                    Jacksboro   \n",
       "1686           US      West Virginia        2184                     Bluewell   \n",
       "1687           US     North Carolina        1646                        Tryon   \n",
       "1688           US     North Carolina        1646                        Tryon   \n",
       "1689           US      West Virginia       51400                   Charleston   \n",
       "1690           US      West Virginia        2406                        Welch   \n",
       "1691           US      West Virginia        1048                       Athens   \n",
       "1692           US            Vermont        2066                      Windsor   \n",
       "\n",
       "      distance  ...  hazard_type      landslide_type landslide_size  \\\n",
       "0      3.40765  ...    Landslide           Landslide          Small   \n",
       "1      3.33522  ...    Landslide           Landslide          Small   \n",
       "2      2.91977  ...    Landslide           Landslide          Small   \n",
       "3      2.98682  ...    Landslide  Riverbank collapse          Small   \n",
       "4      5.66542  ...    Landslide           Landslide          Small   \n",
       "5      0.23715  ...    Landslide           Landslide          Small   \n",
       "6      2.48033  ...    Landslide           Landslide          Small   \n",
       "7      0.62022  ...    Landslide            Mudslide          Large   \n",
       "8      0.47714  ...    Landslide           Landslide         Medium   \n",
       "9      0.35649  ...    Landslide           Landslide         Medium   \n",
       "10    33.94603  ...    Landslide           Landslide         Medium   \n",
       "11     0.03668  ...    Landslide           Landslide         Medium   \n",
       "12     9.51003  ...    Landslide           Landslide         Medium   \n",
       "13     1.74759  ...    Landslide           Landslide          Small   \n",
       "14     1.70298  ...    Landslide           Landslide          Small   \n",
       "15     5.66936  ...    Landslide           Landslide          Small   \n",
       "16     4.74385  ...    Landslide            Mudslide         Medium   \n",
       "17     7.79027  ...    Landslide           Landslide         Medium   \n",
       "18    10.87949  ...    Landslide            Mudslide         Medium   \n",
       "19     3.39516  ...    Landslide            Mudslide          Small   \n",
       "20    22.31062  ...    Landslide           Landslide         Medium   \n",
       "21    64.74594  ...    Landslide           Landslide          Small   \n",
       "22      0.9999  ...    Landslide            Mudslide          Small   \n",
       "23    13.62525  ...    Landslide             Complex         Medium   \n",
       "24    12.91337  ...    Landslide            Mudslide         Medium   \n",
       "25       3.492  ...    Landslide            Mudslide          Small   \n",
       "26    13.39817  ...    Landslide           Landslide         Medium   \n",
       "27    12.55184  ...    Landslide           Landslide         Medium   \n",
       "28     1.68294  ...    Landslide            Mudslide         Medium   \n",
       "29     9.11607  ...    Landslide           Landslide         Medium   \n",
       "...        ...  ...          ...                 ...            ...   \n",
       "1663   0.21605  ...    Landslide           Landslide         Medium   \n",
       "1664   2.59449  ...    Landslide           Landslide          Large   \n",
       "1665   3.30848  ...    Landslide           Landslide         Medium   \n",
       "1666   3.54386  ...    Landslide           Landslide         Medium   \n",
       "1667   1.80341  ...    Landslide           Landslide         Medium   \n",
       "1668  15.04256  ...    Landslide           Landslide         Medium   \n",
       "1669   0.76257  ...    Landslide           Landslide         Medium   \n",
       "1670   2.06743  ...    Landslide           Landslide         Medium   \n",
       "1671   4.68443  ...    Landslide           Landslide         Medium   \n",
       "1672   1.73469  ...    Landslide           Landslide         Medium   \n",
       "1673   15.2226  ...    Landslide           Landslide         Medium   \n",
       "1674   8.58443  ...    Landslide           Landslide         Medium   \n",
       "1675   1.45894  ...    Landslide            Rockfall          Small   \n",
       "1676  13.85194  ...    Landslide            Rockfall         Medium   \n",
       "1677   3.21144  ...    Landslide            Rockfall         Medium   \n",
       "1678   6.43349  ...    Landslide           Landslide         Medium   \n",
       "1679   2.00473  ...    Landslide            Rockfall          Small   \n",
       "1680   4.20387  ...    Landslide            Rockfall         Medium   \n",
       "1681   6.83465  ...    Landslide            Rockfall          Small   \n",
       "1682  22.78728  ...    Landslide            Rockfall          Small   \n",
       "1683  24.16064  ...    Landslide            Rockfall          Small   \n",
       "1684  22.57467  ...    Landslide            Rockfall          Small   \n",
       "1685   8.43321  ...    Landslide            Rockfall          Small   \n",
       "1686   5.07093  ...    Landslide            Rockfall          Small   \n",
       "1687   7.69666  ...    Landslide            Mudslide         Medium   \n",
       "1688   7.80866  ...    Landslide            Rockfall          Small   \n",
       "1689   6.84721  ...    Landslide            Mudslide          Small   \n",
       "1690  14.19735  ...    Landslide           Landslide          Small   \n",
       "1691  12.00678  ...    Landslide            Rockfall          Small   \n",
       "1692   1.78429  ...    Landslide            Rockfall          Small   \n",
       "\n",
       "               trigger        storm_name injuries fatalities  \\\n",
       "0                 Rain                NA       NA         NA   \n",
       "1                 Rain                NA       NA         NA   \n",
       "2                 Rain                NA       NA         NA   \n",
       "3                 Rain                NA       NA         NA   \n",
       "4             Downpour                NA       NA          0   \n",
       "5                 Rain                NA       NA         NA   \n",
       "6                 Rain                NA       NA         NA   \n",
       "7                 Rain                NA       NA         13   \n",
       "8             Downpour                NA       NA         NA   \n",
       "9             Downpour                NA       NA         NA   \n",
       "10            Downpour                NA       NA         NA   \n",
       "11                Rain                NA       NA         NA   \n",
       "12                Rain                NA       NA          7   \n",
       "13             Unknown                NA       NA         NA   \n",
       "14             Unknown                NA       NA         NA   \n",
       "15                Rain                NA       NA         NA   \n",
       "16                Rain                NA       NA          5   \n",
       "17                Rain                NA       NA         NA   \n",
       "18                Rain                NA       NA         NA   \n",
       "19    Tropical cyclone    Hurricane Dean       NA          2   \n",
       "20                Rain                NA       NA         NA   \n",
       "21                Rain                NA       NA         NA   \n",
       "22                Rain                NA       NA         NA   \n",
       "23                Rain                NA       NA         NA   \n",
       "24                Rain                NA       NA         NA   \n",
       "25                Rain                NA       NA         NA   \n",
       "26    Tropical cyclone    Hurricane Dean       NA         NA   \n",
       "27    Tropical cyclone    Hurricane Dean       NA         NA   \n",
       "28    Tropical cyclone    Hurricane Dean       NA          6   \n",
       "29    Tropical cyclone   Hurricane Felix       NA         NA   \n",
       "...                ...               ...      ...        ...   \n",
       "1663          Flooding                NA        0          0   \n",
       "1664          Downpour                NA        0          0   \n",
       "1665          Downpour                NA        0          0   \n",
       "1666          Downpour                NA        0          0   \n",
       "1667          Downpour                NA        0          0   \n",
       "1668          Downpour                NA        0          0   \n",
       "1669              Rain                NA        0          0   \n",
       "1670              Rain                NA        0          0   \n",
       "1671              Rain  cold front No. 7        0          0   \n",
       "1672              Rain                NA        0          0   \n",
       "1673          Flooding                NA        0          0   \n",
       "1674           Unknown                NA        0          0   \n",
       "1675              Rain                NA        0          0   \n",
       "1676       Freeze thaw                NA        0          0   \n",
       "1677           Unknown                NA        0          0   \n",
       "1678           Unknown                NA        0          0   \n",
       "1679       Freeze thaw                NA        0          0   \n",
       "1680           Unknown                NA        0          0   \n",
       "1681              Rain                NA        0          0   \n",
       "1682           Unknown                NA        0          0   \n",
       "1683              Rain                NA        1          0   \n",
       "1684       Freeze thaw                NA        0          0   \n",
       "1685           Unknown                NA        0          0   \n",
       "1686           Unknown                NA        0          0   \n",
       "1687           Unknown                NA        0          0   \n",
       "1688                NA                NA        0          0   \n",
       "1689           Unknown                NA        0          0   \n",
       "1690              Rain                NA        0          0   \n",
       "1691           Unknown                NA        0          0   \n",
       "1692           Unknown                NA        0          0   \n",
       "\n",
       "                                            source_name  \\\n",
       "0                                            NBC 4 news   \n",
       "1                                        Canton Rep.com   \n",
       "2                            The Pittsburgh Channel.com   \n",
       "3                                             Le Soleil   \n",
       "4                                Matthew Crawford (KGS)   \n",
       "5                             Applalachain news-express   \n",
       "6                                   Sioux City Journnal   \n",
       "7                                Reuters - AlertNet.org   \n",
       "8                             Red Cross - Field reports   \n",
       "9                             Red Cross - Field reports   \n",
       "10                            Red Cross - Field reports   \n",
       "11                                            NBC5i.com   \n",
       "12                                          nytimes.com   \n",
       "13                                                   NA   \n",
       "14                                      Dominican Today   \n",
       "15         Trinity River Authority - Grand Prarie Times   \n",
       "16                                 International Herald   \n",
       "17                                      Jamaica Gleaner   \n",
       "18                               Telluride Daily Planet   \n",
       "19                                        Tribune India   \n",
       "20                                        The Sun Times   \n",
       "21                                     Billings Gazette   \n",
       "22                                    Post bulletin.com   \n",
       "23                                 LaCrosse Tribune.com   \n",
       "24                                             FOX news   \n",
       "25                                            WTOV9.com   \n",
       "26    United Nations Development Programme - Relief Web   \n",
       "27    United Nations Development Programme - Relief Web   \n",
       "28                                         Inquirer.com   \n",
       "29                                     Trinadad Express   \n",
       "...                                                 ...   \n",
       "1663                                   PanamÃ¡ AmÃ©rica   \n",
       "1664                                Cuerpos de Bomberos   \n",
       "1665                                            Critica   \n",
       "1666                                            Critica   \n",
       "1667                                   PanamÃ¡ AmÃ©rica   \n",
       "1668                                   Noticias Caracol   \n",
       "1669                                       Cuarto Poder   \n",
       "1670                                    azteca noticias   \n",
       "1671                                    azteca noticias   \n",
       "1672                                       NVI noticias   \n",
       "1673                                  ver tiente global   \n",
       "1674                                               WJHL   \n",
       "1675                                               WPXI   \n",
       "1676                                                CBS   \n",
       "1677                                          NEWSSHINE   \n",
       "1678                                               WQBE   \n",
       "1679                                 Hamilton Spectator   \n",
       "1680                                               WSOC   \n",
       "1681                             Pomeroy Daily Sentinel   \n",
       "1682                                               KTVB   \n",
       "1683                                               KTVB   \n",
       "1684                                     Durango Herald   \n",
       "1685                                  Commercial Appeal   \n",
       "1686                          Bluefield Daily Telegraph   \n",
       "1687                               Tryon Daily Bulletin   \n",
       "1688                               Tryon Daily Bulletin   \n",
       "1689                                 Charleston Gazette   \n",
       "1690                          Bluefield Daily Telegraph   \n",
       "1691                          Bluefield Daily Telegraph   \n",
       "1692                                        Valley News   \n",
       "\n",
       "                                            source_link Count  \n",
       "0         http://www.nbc4.com/news/11186871/detail.html     1  \n",
       "1     http://www.cantonrep.com/index.php?ID=345054&C...     1  \n",
       "2     https://web.archive.org/web/20080423132842/htt...     1  \n",
       "3     http://www.hebdos.net/lsc/edition162007/articl...     1  \n",
       "4                                                    NA    10  \n",
       "5     http://www.news-expressky.com/articles/2007/04...    10  \n",
       "6     http://www.siouxcityjournal.com/articles/2007/...     1  \n",
       "7     http://www.reuters.com/news/video/videoStory?v...     1  \n",
       "8     https://www-secure.ifrc.org/dmis/prepare/view_...     2  \n",
       "9     https://www-secure.ifrc.org/dmis/prepare/view_...     2  \n",
       "10    https://www-secure.ifrc.org/dmis/prepare/view_...     1  \n",
       "11       http://www.nbc5i.com/news/13604036/detail.html     1  \n",
       "12    http://www.nytimes.com/2007/07/04/world/americ...     2  \n",
       "13    http://www.cfra.com/headlines/index.asp?cat=1&...     1  \n",
       "14    http://www.dominicantoday.com/app/article.aspx...     2  \n",
       "15    http://www.gptimes.com/?story_20070627130646_s...     1  \n",
       "16    http://www.iht.com/articles/ap/2007/08/09/amer...     2  \n",
       "17    http://www.jamaica-gleaner.com/gleaner/2007081...     4  \n",
       "18    http://www.telluridegateway.com/articles/2007/...     1  \n",
       "19    http://www.tribuneindia.com/2007/20070817/hima...     5  \n",
       "20    http://www.suntimes.com/news/nation/516414,19f...     3  \n",
       "21    http://www.billingsgazette.net/articles/2007/0...     6  \n",
       "22    http://www.postbulletin.com/newsmanager/templa...     1  \n",
       "23    http://www.lacrossetribune.com/articles/2007/0...     2  \n",
       "24    http://www.fox23news.com/news/national/story.a...     2  \n",
       "25       http://www.wtov9.com/news/13943449/detail.html     2  \n",
       "26    http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...     1  \n",
       "27    http://www.reliefweb.int/rw/RWB.NSF/db900SID/E...     2  \n",
       "28    http://newsinfo.inquirer.net/breakingnews/worl...     1  \n",
       "29    http://www.trinidadexpress.com/index.pl/articl...     7  \n",
       "...                                                 ...   ...  \n",
       "1663  http://www.panamaamerica.com.pa/provincias/tem...     1  \n",
       "1664  http://www.bomberos.gob.pa/2015/09/gobierno-de...     5  \n",
       "1665  http://www.critica.com.pa/nacional/deslizamien...     5  \n",
       "1666  http://www.critica.com.pa/nacional/deslizamien...     5  \n",
       "1667  http://www.panamaamerica.com.pa/provincias/tem...     1  \n",
       "1668  http://www.noticiascaracol.com/colombia/al-mar...     1  \n",
       "1669  http://www.cuartopoder.mx/deslaveafectacarrete...    20  \n",
       "1670  http://www.aztecanoticias.com.mx/notas/estados...     1  \n",
       "1671  http://www.aztecanoticias.com.mx/notas/estados...     1  \n",
       "1672  http://www.noticiasnet.mx/portal/chiapas/gener...     1  \n",
       "1673                http://vertienteglobal.com/?p=49401     1  \n",
       "1674  http://wjhl.com/2016/02/24/rockslide-could-lea...     1  \n",
       "1675  http://www.wpxi.com/news/news/local/rockslide-...     3  \n",
       "1676  http://denver.cbslocal.com/2016/02/16/i-70-clo...     4  \n",
       "1677  http://www.newsshine.com/us-local-news/virgini...     1  \n",
       "1678   http://www.wqbe.com/rockslide-changes-bus-route/     8  \n",
       "1679  http://www.thespec.com/news-story/6341970-fall...     4  \n",
       "1680  http://www.wsoctv.com/news/rock-slide-shuts-do...     4  \n",
       "1681  http://mydailysentinel.com/top-stories/4538/ro...     1  \n",
       "1682  http://www.ktvb.com/news/local/itd-working-to-...     1  \n",
       "1683  http://www.ktvb.com/news/local/itd-working-to-...    10  \n",
       "1684  http://www.durangoherald.com/article/20160227/...     6  \n",
       "1685  http://www.commercialappeal.com/news/regional/...     2  \n",
       "1686  http://www.bdtonline.com/news/rockslide-blocks...     1  \n",
       "1687  http://www.tryondailybulletin.com/2016/02/26/u...     2  \n",
       "1688  http://www.tryondailybulletin.com/2016/02/26/u...     2  \n",
       "1689  http://www.wvgazettemail.com/news/20160222/us-...     8  \n",
       "1690  http://www.bdtonline.com/news/officials-cautio...     3  \n",
       "1691  http://www.bdtonline.com/news/rockslide-snarls...     1  \n",
       "1692  http://www.vnews.com/home/21353539-95/loose-ledge     2  \n",
       "\n",
       "[1691 rows x 24 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Replace all Night with 9:00 pm and Morning with 9:00 am\n",
    "\n",
    "df = df.replace(['Night', 'Late Night'],\"9:00 PM\")\n",
    "df = df.replace(['Morning', 'Early Morning'],\"9:00 AM\")\n",
    "df"
   ]
  }
 ],
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