{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "72867fa8",
   "metadata": {},
   "source": [
    "# US Tornado Data \n",
    "\n",
    "### NOAA\n",
    "\n",
    "https://www.ncdc.noaa.gov\n",
    "\n",
    "## Storm Events Database\n",
    "\n",
    "The Storm Events Database contains the records used to create the official NOAA Storm Data publication, documenting:\n",
    "\n",
    "The occurrence of storms and other significant weather phenomena having sufficient intensity to cause loss of life, injuries, significant property damage, and/or disruption to commerce.\n",
    "Rare, unusual, weather phenomena that generate media attention, such as snow flurries in South Florida or the San Diego coastal area; and\n",
    "Other significant meteorological events, such as record maximum or minimum temperatures or precipitation that occur in connection with another event.\n",
    "\n",
    "The database currently contains data from January 1950 to September 2021, as entered by NOAA's National Weather Service (NWS). Due to changes in the data collection and processing procedures over time, there are unique periods of record available depending on the event type. NCEI has performed data reformatting and standardization of event types but has not changed any data values for locations, fatalities, injuries, damage, narratives and any other event specific information.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "063341cf",
   "metadata": {},
   "source": [
    "### Import libraries and overview of datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6db2522f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# importing libraries for data manipulation\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "# importing libraries for data visualization\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# importing libraries for building linear regression model\n",
    "import statsmodels.api as sm\n",
    "from statsmodels.stats.outliers_influence import variance_inflation_factor\n",
    "\n",
    "# importing libraries for scaling the data\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "\n",
    "# importing libraries for GEO MAPPING the data\n",
    "import folium as folium"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33d87e74",
   "metadata": {},
   "source": [
    "### Import Dataset from CSV and create the data frame \"df\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "614dea77",
   "metadata": {},
   "outputs": [],
   "source": [
    "# loading both train and test datasets\n",
    "df = pd.read_csv('tornadomaster.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9698e557",
   "metadata": {},
   "source": [
    "# Exploring the data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54cc1fdb",
   "metadata": {},
   "source": [
    "#### Cheching the data for row and colunmn counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "03306faf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(15949, 32)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b62229a",
   "metadata": {},
   "source": [
    "As you can see we have 32 columns that consist of almost 16k rows of data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cf90c57c",
   "metadata": {},
   "source": [
    "#### Check the data types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "56845c6e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "int64      14\n",
       "object     11\n",
       "float64     7\n",
       "dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1c349449",
   "metadata": {},
   "source": [
    "#### describe the categorical data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cb17a0ad",
   "metadata": {},
   "outputs": [
    {
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       "      <th>count</th>\n",
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       "      <td>52</td>\n",
       "      <td>TEXAS</td>\n",
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       "      <th>MONTH</th>\n",
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       "      <td>12</td>\n",
       "      <td>May</td>\n",
       "      <td>3461</td>\n",
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       "    <tr>\n",
       "      <th>Tornado</th>\n",
       "      <td>15949</td>\n",
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       "    <tr>\n",
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       "    <tr>\n",
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       "      <td>16</td>\n",
       "      <td>N</td>\n",
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       "      <td>15949</td>\n",
       "      <td>5886</td>\n",
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       "      <td>72</td>\n",
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       "      <th>EVENT_NARRATIVE</th>\n",
       "      <td>15949</td>\n",
       "      <td>15399</td>\n",
       "      <td>A brief tornado caused no reported damage.</td>\n",
       "      <td>45</td>\n",
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      ],
      "text/plain": [
       "                   count unique  \\\n",
       "STATE              15949     52   \n",
       "MONTH              15949     12   \n",
       "Tornado            15949      1   \n",
       "COUNTY_NAME        15949   1543   \n",
       "DAMAGE_PROPERTY    13760    409   \n",
       "BEGIN_CUMPAS       15949     16   \n",
       "BEGIN_LOCATION     15949   9515   \n",
       "END_CUMPAS         15949     16   \n",
       "END_LOCATION       15949   9482   \n",
       "EPISODE_NARRATIVE  15949   5886   \n",
       "EVENT_NARRATIVE    15949  15399   \n",
       "\n",
       "                                                                 top   freq  \n",
       "STATE                                                          TEXAS   1453  \n",
       "MONTH                                                            May   3461  \n",
       "Tornado                                                      Tornado  15949  \n",
       "COUNTY_NAME                                               WASHINGTON    202  \n",
       "DAMAGE_PROPERTY                                                    0   5574  \n",
       "BEGIN_CUMPAS                                                       W   1266  \n",
       "BEGIN_LOCATION                                                  EADS     16  \n",
       "END_CUMPAS                                                         N   1293  \n",
       "END_LOCATION                                           PLEASANT HILL     16  \n",
       "EPISODE_NARRATIVE  Favorable atmospheric conditions resulted in a...     72  \n",
       "EVENT_NARRATIVE           A brief tornado caused no reported damage.     45  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.describe(include=object).T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2ac4ea2b",
   "metadata": {},
   "outputs": [
    {
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       "      <th>EVENT_ID</th>\n",
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       "      <th>County_NUM</th>\n",
       "      <th>...</th>\n",
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       "      <td>Tornado</td>\n",
       "      <td>97</td>\n",
       "      <td>...</td>\n",
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       "      <td>A strong upper level storm system produced sca...</td>\n",
       "      <td>An NWS Storm Survey found a weak EF0 tornado t...</td>\n",
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       "      <th>1</th>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>46362</td>\n",
       "      <td>268819</td>\n",
       "      <td>SOUTH CAROLINA</td>\n",
       "      <td>45</td>\n",
       "      <td>2010</td>\n",
       "      <td>November</td>\n",
       "      <td>Tornado</td>\n",
       "      <td>77</td>\n",
       "      <td>...</td>\n",
       "      <td>EASLEY</td>\n",
       "      <td>2</td>\n",
       "      <td>NNE</td>\n",
       "      <td>EASLEY</td>\n",
       "      <td>34.8290</td>\n",
       "      <td>-82.6050</td>\n",
       "      <td>34.8630</td>\n",
       "      <td>-82.5830</td>\n",
       "      <td>A strong cold front crossed the western Caroli...</td>\n",
       "      <td>A tornado damage path was surveyed starting in...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>45236</td>\n",
       "      <td>262425</td>\n",
       "      <td>ARIZONA</td>\n",
       "      <td>4</td>\n",
       "      <td>2010</td>\n",
       "      <td>October</td>\n",
       "      <td>Tornado</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>(IGM)MOJAVE CO ARPT</td>\n",
       "      <td>4</td>\n",
       "      <td>SE</td>\n",
       "      <td>GETZ</td>\n",
       "      <td>35.2023</td>\n",
       "      <td>-113.9737</td>\n",
       "      <td>35.1859</td>\n",
       "      <td>-113.9821</td>\n",
       "      <td>Another very strong upper level low pressure s...</td>\n",
       "      <td>An EF-0 tornado, with winds estimated at 75 mp...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>45412</td>\n",
       "      <td>263493</td>\n",
       "      <td>LOUISIANA</td>\n",
       "      <td>22</td>\n",
       "      <td>2010</td>\n",
       "      <td>November</td>\n",
       "      <td>Tornado</td>\n",
       "      <td>127</td>\n",
       "      <td>...</td>\n",
       "      <td>ATLANTA</td>\n",
       "      <td>0</td>\n",
       "      <td>SW</td>\n",
       "      <td>WINNFIELD JOYCE ARPT</td>\n",
       "      <td>31.7947</td>\n",
       "      <td>-92.8080</td>\n",
       "      <td>31.9479</td>\n",
       "      <td>-92.6528</td>\n",
       "      <td>A potent...upper level short wave accompanied ...</td>\n",
       "      <td>Numerous trees were snapped near the intersect...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>45412</td>\n",
       "      <td>263494</td>\n",
       "      <td>LOUISIANA</td>\n",
       "      <td>22</td>\n",
       "      <td>2010</td>\n",
       "      <td>November</td>\n",
       "      <td>Tornado</td>\n",
       "      <td>73</td>\n",
       "      <td>...</td>\n",
       "      <td>LUNA</td>\n",
       "      <td>3</td>\n",
       "      <td>WSW</td>\n",
       "      <td>BOSCO</td>\n",
       "      <td>32.2802</td>\n",
       "      <td>-92.1872</td>\n",
       "      <td>32.2864</td>\n",
       "      <td>-92.1248</td>\n",
       "      <td>A potent...upper level short wave accompanied ...</td>\n",
       "      <td>The tornado touched down in an inaccessible wo...</td>\n",
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       "<p>5 rows × 32 columns</p>\n",
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      ],
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       "   BEGIN_DAY  END_DAY  EPISODE_ID  EVENT_ID           STATE  STATE_NUM  YEAR  \\\n",
       "0         30       30       46405    269045       LOUISIANA         22  2010   \n",
       "1         30       30       46362    268819  SOUTH CAROLINA         45  2010   \n",
       "2         18       18       45236    262425         ARIZONA          4  2010   \n",
       "3         29       29       45412    263493       LOUISIANA         22  2010   \n",
       "4         29       29       45412    263494       LOUISIANA         22  2010   \n",
       "\n",
       "      MONTH  Tornado  County_NUM  ...       BEGIN_LOCATION  END_RANGE  \\\n",
       "0  November  Tornado          97  ...            SHUTESTON          1   \n",
       "1  November  Tornado          77  ...               EASLEY          2   \n",
       "2   October  Tornado          15  ...  (IGM)MOJAVE CO ARPT          4   \n",
       "3  November  Tornado         127  ...              ATLANTA          0   \n",
       "4  November  Tornado          73  ...                 LUNA          3   \n",
       "\n",
       "   END_CUMPAS          END_LOCATION  BEGIN_LAT BEGIN_LON  END_LAT   END_LON  \\\n",
       "0         NNE             SHUTESTON    30.4366  -92.1172  30.4405  -92.0965   \n",
       "1         NNE                EASLEY    34.8290  -82.6050  34.8630  -82.5830   \n",
       "2          SE                  GETZ    35.2023 -113.9737  35.1859 -113.9821   \n",
       "3          SW  WINNFIELD JOYCE ARPT    31.7947  -92.8080  31.9479  -92.6528   \n",
       "4         WSW                 BOSCO    32.2802  -92.1872  32.2864  -92.1248   \n",
       "\n",
       "                                   EPISODE_NARRATIVE  \\\n",
       "0  A strong upper level storm system produced sca...   \n",
       "1  A strong cold front crossed the western Caroli...   \n",
       "2  Another very strong upper level low pressure s...   \n",
       "3  A potent...upper level short wave accompanied ...   \n",
       "4  A potent...upper level short wave accompanied ...   \n",
       "\n",
       "                                     EVENT_NARRATIVE  \n",
       "0  An NWS Storm Survey found a weak EF0 tornado t...  \n",
       "1  A tornado damage path was surveyed starting in...  \n",
       "2  An EF-0 tornado, with winds estimated at 75 mp...  \n",
       "3  Numerous trees were snapped near the intersect...  \n",
       "4  The tornado touched down in an inaccessible wo...  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# checking the columns and rows of the dataset\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8d3b48a6",
   "metadata": {},
   "source": [
    "### Cheching the data values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f5a5a627",
   "metadata": {},
   "outputs": [
    {
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       "      <td>227599.890931</td>\n",
       "      <td>202850.0000</td>\n",
       "      <td>374103.0000</td>\n",
       "      <td>610234.0000</td>\n",
       "      <td>796406.0000</td>\n",
       "      <td>984848.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STATE_NUM</th>\n",
       "      <td>15949.0</td>\n",
       "      <td>27.969089</td>\n",
       "      <td>14.959107</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>18.0000</td>\n",
       "      <td>28.0000</td>\n",
       "      <td>40.0000</td>\n",
       "      <td>99.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEAR</th>\n",
       "      <td>15949.0</td>\n",
       "      <td>2015.328923</td>\n",
       "      <td>3.499655</td>\n",
       "      <td>2010.0000</td>\n",
       "      <td>2012.0000</td>\n",
       "      <td>2015.0000</td>\n",
       "      <td>2018.0000</td>\n",
       "      <td>2021.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>County_NUM</th>\n",
       "      <td>15949.0</td>\n",
       "      <td>102.080005</td>\n",
       "      <td>90.236268</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>41.0000</td>\n",
       "      <td>85.0000</td>\n",
       "      <td>133.0000</td>\n",
       "      <td>810.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INJURIES_DIRECT</th>\n",
       "      <td>15949.0</td>\n",
       "      <td>0.740861</td>\n",
       "      <td>14.046989</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1150.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INJURIES_INDIRECT</th>\n",
       "      <td>15949.0</td>\n",
       "      <td>0.014609</td>\n",
       "      <td>0.809385</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>90.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEATHS_DIRECT</th>\n",
       "      <td>15949.0</td>\n",
       "      <td>0.062574</td>\n",
       "      <td>1.450581</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>158.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEATHS_INDIRECT</th>\n",
       "      <td>15949.0</td>\n",
       "      <td>0.001756</td>\n",
       "      <td>0.075102</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>8.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAMAGE_CROPS</th>\n",
       "      <td>13258.0</td>\n",
       "      <td>4.210490</td>\n",
       "      <td>40.186864</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>900.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOR_F_SCALE</th>\n",
       "      <td>15342.0</td>\n",
       "      <td>0.660800</td>\n",
       "      <td>0.815597</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>5.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOR_LENGTH</th>\n",
       "      <td>15949.0</td>\n",
       "      <td>3.092775</td>\n",
       "      <td>4.228782</td>\n",
       "      <td>0.0100</td>\n",
       "      <td>0.4700</td>\n",
       "      <td>1.5500</td>\n",
       "      <td>4.0100</td>\n",
       "      <td>41.8800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOR_WIDTH</th>\n",
       "      <td>15949.0</td>\n",
       "      <td>191.834535</td>\n",
       "      <td>295.975568</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>50.0000</td>\n",
       "      <td>90.0000</td>\n",
       "      <td>200.0000</td>\n",
       "      <td>4576.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEGIN_RANGE</th>\n",
       "      <td>15949.0</td>\n",
       "      <td>3.285096</td>\n",
       "      <td>3.879831</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>4.0000</td>\n",
       "      <td>120.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>END_RANGE</th>\n",
       "      <td>15949.0</td>\n",
       "      <td>3.306414</td>\n",
       "      <td>3.882488</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>2.0000</td>\n",
       "      <td>4.0000</td>\n",
       "      <td>117.0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEGIN_LAT</th>\n",
       "      <td>15949.0</td>\n",
       "      <td>37.115683</td>\n",
       "      <td>4.756179</td>\n",
       "      <td>17.7212</td>\n",
       "      <td>33.3592</td>\n",
       "      <td>36.6954</td>\n",
       "      <td>40.6170</td>\n",
       "      <td>48.9832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEGIN_LON</th>\n",
       "      <td>15949.0</td>\n",
       "      <td>-91.654167</td>\n",
       "      <td>8.169483</td>\n",
       "      <td>-158.0498</td>\n",
       "      <td>-97.1589</td>\n",
       "      <td>-91.5677</td>\n",
       "      <td>-86.2739</td>\n",
       "      <td>-64.7151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>END_LAT</th>\n",
       "      <td>15949.0</td>\n",
       "      <td>37.134242</td>\n",
       "      <td>4.751243</td>\n",
       "      <td>17.7212</td>\n",
       "      <td>33.3960</td>\n",
       "      <td>36.7132</td>\n",
       "      <td>40.6240</td>\n",
       "      <td>48.9980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>END_LON</th>\n",
       "      <td>15949.0</td>\n",
       "      <td>-91.614132</td>\n",
       "      <td>8.176099</td>\n",
       "      <td>-158.0431</td>\n",
       "      <td>-97.1283</td>\n",
       "      <td>-91.5233</td>\n",
       "      <td>-86.2300</td>\n",
       "      <td>-64.7151</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     count           mean            std          min  \\\n",
       "BEGIN_DAY          15949.0      17.209919       8.739583       1.0000   \n",
       "END_DAY            15949.0      17.212302       8.740056       1.0000   \n",
       "EPISODE_ID         15949.0   98821.742742   37559.933788   35101.0000   \n",
       "EVENT_ID           15949.0  595562.463979  227599.890931  202850.0000   \n",
       "STATE_NUM          15949.0      27.969089      14.959107       1.0000   \n",
       "YEAR               15949.0    2015.328923       3.499655    2010.0000   \n",
       "County_NUM         15949.0     102.080005      90.236268       1.0000   \n",
       "INJURIES_DIRECT    15949.0       0.740861      14.046989       0.0000   \n",
       "INJURIES_INDIRECT  15949.0       0.014609       0.809385       0.0000   \n",
       "DEATHS_DIRECT      15949.0       0.062574       1.450581       0.0000   \n",
       "DEATHS_INDIRECT    15949.0       0.001756       0.075102       0.0000   \n",
       "DAMAGE_CROPS       13258.0       4.210490      40.186864       0.0000   \n",
       "TOR_F_SCALE        15342.0       0.660800       0.815597       0.0000   \n",
       "TOR_LENGTH         15949.0       3.092775       4.228782       0.0100   \n",
       "TOR_WIDTH          15949.0     191.834535     295.975568       1.0000   \n",
       "BEGIN_RANGE        15949.0       3.285096       3.879831       0.0000   \n",
       "END_RANGE          15949.0       3.306414       3.882488       0.0000   \n",
       "BEGIN_LAT          15949.0      37.115683       4.756179      17.7212   \n",
       "BEGIN_LON          15949.0     -91.654167       8.169483    -158.0498   \n",
       "END_LAT            15949.0      37.134242       4.751243      17.7212   \n",
       "END_LON            15949.0     -91.614132       8.176099    -158.0431   \n",
       "\n",
       "                           25%          50%          75%          max  \n",
       "BEGIN_DAY              10.0000      18.0000      25.0000      31.0000  \n",
       "END_DAY                10.0000      18.0000      25.0000      31.0000  \n",
       "EPISODE_ID          62012.0000  101889.0000  132645.0000  163118.0000  \n",
       "EVENT_ID           374103.0000  610234.0000  796406.0000  984848.0000  \n",
       "STATE_NUM              18.0000      28.0000      40.0000      99.0000  \n",
       "YEAR                 2012.0000    2015.0000    2018.0000    2021.0000  \n",
       "County_NUM             41.0000      85.0000     133.0000     810.0000  \n",
       "INJURIES_DIRECT         0.0000       0.0000       0.0000    1150.0000  \n",
       "INJURIES_INDIRECT       0.0000       0.0000       0.0000      90.0000  \n",
       "DEATHS_DIRECT           0.0000       0.0000       0.0000     158.0000  \n",
       "DEATHS_INDIRECT         0.0000       0.0000       0.0000       8.0000  \n",
       "DAMAGE_CROPS            0.0000       0.0000       0.0000     900.0000  \n",
       "TOR_F_SCALE             0.0000       0.0000       1.0000       5.0000  \n",
       "TOR_LENGTH              0.4700       1.5500       4.0100      41.8800  \n",
       "TOR_WIDTH              50.0000      90.0000     200.0000    4576.0000  \n",
       "BEGIN_RANGE             1.0000       2.0000       4.0000     120.0000  \n",
       "END_RANGE               1.0000       2.0000       4.0000     117.0000  \n",
       "BEGIN_LAT              33.3592      36.6954      40.6170      48.9832  \n",
       "BEGIN_LON             -97.1589     -91.5677     -86.2739     -64.7151  \n",
       "END_LAT                33.3960      36.7132      40.6240      48.9980  \n",
       "END_LON               -97.1283     -91.5233     -86.2300     -64.7151  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# checking the data values such as min, mean, max, and standard deviations.\n",
    "df.describe().T"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1720c382",
   "metadata": {},
   "source": [
    "### As you can see, we have some key information here that we can simply calculate from the csv\n",
    "\n",
    "  - The mean day from most tornadoes is the 17th day of the month\n",
    "  - We show the minimum date for events is 2010 and the max is 2021 showing the data range of data\n",
    "  - We can see that the maximum deaths are 158 from a single tornado\n",
    "  - Distance a tornado has travelled is a little as 0.01 miles to 41.8 miles\n",
    "  - Maximum width of a tornado has been recorded to be 4576 feet wide!\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c5141f2",
   "metadata": {},
   "source": [
    "## Check for data type and for missing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5735fc56",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 15949 entries, 0 to 15948\n",
      "Data columns (total 32 columns):\n",
      " #   Column             Non-Null Count  Dtype  \n",
      "---  ------             --------------  -----  \n",
      " 0   BEGIN_DAY          15949 non-null  int64  \n",
      " 1   END_DAY            15949 non-null  int64  \n",
      " 2   EPISODE_ID         15949 non-null  int64  \n",
      " 3   EVENT_ID           15949 non-null  int64  \n",
      " 4   STATE              15949 non-null  object \n",
      " 5   STATE_NUM          15949 non-null  int64  \n",
      " 6   YEAR               15949 non-null  int64  \n",
      " 7   MONTH              15949 non-null  object \n",
      " 8   Tornado            15949 non-null  object \n",
      " 9   County_NUM         15949 non-null  int64  \n",
      " 10  COUNTY_NAME        15949 non-null  object \n",
      " 11  INJURIES_DIRECT    15949 non-null  int64  \n",
      " 12  INJURIES_INDIRECT  15949 non-null  int64  \n",
      " 13  DEATHS_DIRECT      15949 non-null  int64  \n",
      " 14  DEATHS_INDIRECT    15949 non-null  int64  \n",
      " 15  DAMAGE_PROPERTY    13760 non-null  object \n",
      " 16  DAMAGE_CROPS       13258 non-null  float64\n",
      " 17  TOR_F_SCALE        15342 non-null  float64\n",
      " 18  TOR_LENGTH         15949 non-null  float64\n",
      " 19  TOR_WIDTH          15949 non-null  int64  \n",
      " 20  BEGIN_RANGE        15949 non-null  int64  \n",
      " 21  BEGIN_CUMPAS       15949 non-null  object \n",
      " 22  BEGIN_LOCATION     15949 non-null  object \n",
      " 23  END_RANGE          15949 non-null  int64  \n",
      " 24  END_CUMPAS         15949 non-null  object \n",
      " 25  END_LOCATION       15949 non-null  object \n",
      " 26  BEGIN_LAT          15949 non-null  float64\n",
      " 27  BEGIN_LON          15949 non-null  float64\n",
      " 28  END_LAT            15949 non-null  float64\n",
      " 29  END_LON            15949 non-null  float64\n",
      " 30  EPISODE_NARRATIVE  15949 non-null  object \n",
      " 31  EVENT_NARRATIVE    15949 non-null  object \n",
      "dtypes: float64(7), int64(14), object(11)\n",
      "memory usage: 3.9+ MB\n"
     ]
    }
   ],
   "source": [
    "# check data type\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5de61ec",
   "metadata": {},
   "source": [
    "### Check for % of missing data in Columns "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e19f028a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total</th>\n",
       "      <th>Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>DAMAGE_CROPS</th>\n",
       "      <td>2691</td>\n",
       "      <td>0.168725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAMAGE_PROPERTY</th>\n",
       "      <td>2189</td>\n",
       "      <td>0.137250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOR_F_SCALE</th>\n",
       "      <td>607</td>\n",
       "      <td>0.038059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EPISODE_NARRATIVE</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>END_LON</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>END_LAT</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEGIN_LON</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEGIN_LAT</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>END_LOCATION</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>END_CUMPAS</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>END_RANGE</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEGIN_LOCATION</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEGIN_CUMPAS</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEGIN_RANGE</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOR_WIDTH</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOR_LENGTH</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEGIN_DAY</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>END_DAY</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEATHS_INDIRECT</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEATHS_DIRECT</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INJURIES_INDIRECT</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INJURIES_DIRECT</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COUNTY_NAME</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>County_NUM</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tornado</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MONTH</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEAR</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STATE_NUM</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STATE</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EVENT_ID</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EPISODE_ID</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EVENT_NARRATIVE</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Total   Percent\n",
       "DAMAGE_CROPS        2691  0.168725\n",
       "DAMAGE_PROPERTY     2189  0.137250\n",
       "TOR_F_SCALE          607  0.038059\n",
       "EPISODE_NARRATIVE      0  0.000000\n",
       "END_LON                0  0.000000\n",
       "END_LAT                0  0.000000\n",
       "BEGIN_LON              0  0.000000\n",
       "BEGIN_LAT              0  0.000000\n",
       "END_LOCATION           0  0.000000\n",
       "END_CUMPAS             0  0.000000\n",
       "END_RANGE              0  0.000000\n",
       "BEGIN_LOCATION         0  0.000000\n",
       "BEGIN_CUMPAS           0  0.000000\n",
       "BEGIN_RANGE            0  0.000000\n",
       "TOR_WIDTH              0  0.000000\n",
       "TOR_LENGTH             0  0.000000\n",
       "BEGIN_DAY              0  0.000000\n",
       "END_DAY                0  0.000000\n",
       "DEATHS_INDIRECT        0  0.000000\n",
       "DEATHS_DIRECT          0  0.000000\n",
       "INJURIES_INDIRECT      0  0.000000\n",
       "INJURIES_DIRECT        0  0.000000\n",
       "COUNTY_NAME            0  0.000000\n",
       "County_NUM             0  0.000000\n",
       "Tornado                0  0.000000\n",
       "MONTH                  0  0.000000\n",
       "YEAR                   0  0.000000\n",
       "STATE_NUM              0  0.000000\n",
       "STATE                  0  0.000000\n",
       "EVENT_ID               0  0.000000\n",
       "EPISODE_ID             0  0.000000\n",
       "EVENT_NARRATIVE        0  0.000000"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def missing_check(df):\n",
    "    total = df.isnull().sum().sort_values(ascending=False)   # total number of null values\n",
    "    percent = (df.isnull().sum()/df.isnull().count()).sort_values(ascending=False)  # percentage of values that are null\n",
    "    missing_data = pd.concat([total, percent], axis=1, keys=['Total', 'Percent'])  # putting the above two together\n",
    "    return missing_data # return the dataframe\n",
    "missing_check(df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cbede521",
   "metadata": {},
   "source": [
    "As you can see Damaged Crops, Poperty and TOR_F_SCALE has a small amout of missing information"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e999f4e",
   "metadata": {},
   "source": [
    "### Clean and prep the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1a8fa3e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Let's drop some unnecessary columns\n",
    "df = df.drop(['EPISODE_ID','EVENT_ID','END_CUMPAS','END_RANGE','BEGIN_LOCATION','BEGIN_CUMPAS','BEGIN_RANGE','COUNTY_NAME','County_NUM', ], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06d1cab3",
   "metadata": {},
   "source": [
    "Above we have dropped the columns we will not be using in this model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8e97173f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(15949, 23)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# recheck the shape\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d54dcfe1",
   "metadata": {},
   "source": [
    "As you can see we went from 32 column to 22 columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8fb24de",
   "metadata": {},
   "source": [
    "# Basic Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7f1c0da",
   "metadata": {},
   "source": [
    "### TEXT - Yes organizing data in text format is a way of visualizing the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "355dde2a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
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       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"4\" halign=\"left\">DEATHS_DIRECT</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOR_F_SCALE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000512</td>\n",
       "      <td>0.022619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.005764</td>\n",
       "      <td>0.092811</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0.077922</td>\n",
       "      <td>0.443155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0.597500</td>\n",
       "      <td>1.401930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>3.170000</td>\n",
       "      <td>6.040361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>0</td>\n",
       "      <td>158</td>\n",
       "      <td>24.333333</td>\n",
       "      <td>43.298821</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            DEATHS_DIRECT                           \n",
       "                      min  max       mean        std\n",
       "TOR_F_SCALE                                         \n",
       "0.0                     0    1   0.000512   0.022619\n",
       "1.0                     0    3   0.005764   0.092811\n",
       "2.0                     0    8   0.077922   0.443155\n",
       "3.0                     0   12   0.597500   1.401930\n",
       "4.0                     0   44   3.170000   6.040361\n",
       "5.0                     0  158  24.333333  43.298821"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### take note this is cool\n",
    "\n",
    "df.groupby('TOR_F_SCALE').agg({'DEATHS_DIRECT':['min','max','mean','std']})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0290f5d",
   "metadata": {},
   "source": [
    "### Here we compare deaths to the scale of a tornado showing the minimum and maximum deaths with the mean and standard deveation.   We can see in a EF4 tonado the total deaths were 44 and for a EF5 tornado the total deaths were 158 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1a2536ca",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"4\" halign=\"left\">TOR_WIDTH</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOR_F_SCALE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>1</td>\n",
       "      <td>1400</td>\n",
       "      <td>76.683941</td>\n",
       "      <td>100.331084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>2</td>\n",
       "      <td>3221</td>\n",
       "      <td>232.872298</td>\n",
       "      <td>257.271173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>10</td>\n",
       "      <td>3221</td>\n",
       "      <td>453.831169</td>\n",
       "      <td>408.678645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>40</td>\n",
       "      <td>4576</td>\n",
       "      <td>839.807500</td>\n",
       "      <td>595.942648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>150</td>\n",
       "      <td>3960</td>\n",
       "      <td>1172.280000</td>\n",
       "      <td>728.239805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>900</td>\n",
       "      <td>2200</td>\n",
       "      <td>1433.333333</td>\n",
       "      <td>421.195988</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            TOR_WIDTH                               \n",
       "                  min   max         mean         std\n",
       "TOR_F_SCALE                                         \n",
       "0.0                 1  1400    76.683941  100.331084\n",
       "1.0                 2  3221   232.872298  257.271173\n",
       "2.0                10  3221   453.831169  408.678645\n",
       "3.0                40  4576   839.807500  595.942648\n",
       "4.0               150  3960  1172.280000  728.239805\n",
       "5.0               900  2200  1433.333333  421.195988"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### take note this is cool\n",
    "\n",
    "df.groupby('TOR_F_SCALE').agg({'TOR_WIDTH':['min','max','mean','std']})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d5106c5e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"4\" halign=\"left\">TOR_LENGTH</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOR_F_SCALE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>0.01</td>\n",
       "      <td>32.88</td>\n",
       "      <td>1.498398</td>\n",
       "      <td>2.152656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>0.01</td>\n",
       "      <td>31.38</td>\n",
       "      <td>3.707686</td>\n",
       "      <td>3.738249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>0.02</td>\n",
       "      <td>32.58</td>\n",
       "      <td>6.967252</td>\n",
       "      <td>5.755387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>0.51</td>\n",
       "      <td>41.88</td>\n",
       "      <td>11.274225</td>\n",
       "      <td>7.843816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>0.61</td>\n",
       "      <td>41.79</td>\n",
       "      <td>14.136900</td>\n",
       "      <td>8.667937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>2.89</td>\n",
       "      <td>39.60</td>\n",
       "      <td>16.819167</td>\n",
       "      <td>12.072368</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            TOR_LENGTH                             \n",
       "                   min    max       mean        std\n",
       "TOR_F_SCALE                                        \n",
       "0.0               0.01  32.88   1.498398   2.152656\n",
       "1.0               0.01  31.38   3.707686   3.738249\n",
       "2.0               0.02  32.58   6.967252   5.755387\n",
       "3.0               0.51  41.88  11.274225   7.843816\n",
       "4.0               0.61  41.79  14.136900   8.667937\n",
       "5.0               2.89  39.60  16.819167  12.072368"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('TOR_F_SCALE').agg({'TOR_LENGTH':['min','max','mean','std']})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6d416422",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr>\n",
       "      <th></th>\n",
       "      <th>min</th>\n",
       "      <th>max</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOR_F_SCALE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0.020218</td>\n",
       "      <td>0.324892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>0.106268</td>\n",
       "      <td>0.908070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>0</td>\n",
       "      <td>119</td>\n",
       "      <td>1.356801</td>\n",
       "      <td>5.366445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>0</td>\n",
       "      <td>200</td>\n",
       "      <td>8.547500</td>\n",
       "      <td>19.274504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>0</td>\n",
       "      <td>800</td>\n",
       "      <td>40.520000</td>\n",
       "      <td>117.824341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>0</td>\n",
       "      <td>1150</td>\n",
       "      <td>134.333333</td>\n",
       "      <td>326.517808</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            INJURIES_DIRECT                              \n",
       "                        min   max        mean         std\n",
       "TOR_F_SCALE                                              \n",
       "0.0                       0    20    0.020218    0.324892\n",
       "1.0                       0    48    0.106268    0.908070\n",
       "2.0                       0   119    1.356801    5.366445\n",
       "3.0                       0   200    8.547500   19.274504\n",
       "4.0                       0   800   40.520000  117.824341\n",
       "5.0                       0  1150  134.333333  326.517808"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('TOR_F_SCALE').agg({'INJURIES_DIRECT':['min','max','mean','std']})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5a3bf869",
   "metadata": {},
   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>STATE</th>\n",
       "      <th>DEATHS_DIRECT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ALABAMA</td>\n",
       "      <td>291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ARIZONA</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ARKANSAS</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CALIFORNIA</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>COLORADO</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CONNECTICUT</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>DELAWARE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>DISTRICT OF COLUMBIA</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>FLORIDA</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>GEORGIA</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>HAWAII</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>IDAHO</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>ILLINOIS</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>INDIANA</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>IOWA</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>KANSAS</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>KENTUCKY</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>LOUISIANA</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>MAINE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>MARYLAND</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>MASSACHUSETTS</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>MICHIGAN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>MINNESOTA</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>MISSISSIPPI</td>\n",
       "      <td>94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>MISSOURI</td>\n",
       "      <td>174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>MONTANA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>NEBRASKA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>NEVADA</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>NEW HAMPSHIRE</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>NEW JERSEY</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>NEW MEXICO</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>NEW YORK</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>NORTH CAROLINA</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>NORTH DAKOTA</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>OHIO</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>OKLAHOMA</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>OREGON</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>PENNSYLVANIA</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>PUERTO RICO</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>RHODE ISLAND</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>SOUTH CAROLINA</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>SOUTH DAKOTA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>TENNESSEE</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>TEXAS</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>UTAH</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>VERMONT</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>VIRGIN ISLANDS</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>VIRGINIA</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>WASHINGTON</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>WEST VIRGINIA</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>WISCONSIN</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>WYOMING</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   STATE  DEATHS_DIRECT\n",
       "0                ALABAMA            291\n",
       "1                ARIZONA              0\n",
       "2               ARKANSAS             40\n",
       "3             CALIFORNIA              0\n",
       "4               COLORADO              0\n",
       "5            CONNECTICUT              0\n",
       "6               DELAWARE              0\n",
       "7   DISTRICT OF COLUMBIA              0\n",
       "8                FLORIDA              3\n",
       "9                GEORGIA             42\n",
       "10                HAWAII              0\n",
       "11                 IDAHO              0\n",
       "12              ILLINOIS             23\n",
       "13               INDIANA             14\n",
       "14                  IOWA              4\n",
       "15                KANSAS              4\n",
       "16              KENTUCKY             23\n",
       "17             LOUISIANA             17\n",
       "18                 MAINE              0\n",
       "19              MARYLAND              2\n",
       "20         MASSACHUSETTS              3\n",
       "21              MICHIGAN              1\n",
       "22             MINNESOTA              5\n",
       "23           MISSISSIPPI             94\n",
       "24              MISSOURI            174\n",
       "25               MONTANA              2\n",
       "26              NEBRASKA              2\n",
       "27                NEVADA              0\n",
       "28         NEW HAMPSHIRE              0\n",
       "29            NEW JERSEY              0\n",
       "30            NEW MEXICO              0\n",
       "31              NEW YORK              6\n",
       "32        NORTH CAROLINA             32\n",
       "33          NORTH DAKOTA              2\n",
       "34                  OHIO             12\n",
       "35              OKLAHOMA             69\n",
       "36                OREGON              0\n",
       "37          PENNSYLVANIA              0\n",
       "38           PUERTO RICO              0\n",
       "39          RHODE ISLAND              0\n",
       "40        SOUTH CAROLINA             12\n",
       "41          SOUTH DAKOTA              1\n",
       "42             TENNESSEE             70\n",
       "43                 TEXAS             36\n",
       "44                  UTAH              0\n",
       "45               VERMONT              0\n",
       "46        VIRGIN ISLANDS              0\n",
       "47              VIRGINIA             11\n",
       "48            WASHINGTON              0\n",
       "49         WEST VIRGINIA              1\n",
       "50             WISCONSIN              2\n",
       "51               WYOMING              0"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('STATE')['DEATHS_DIRECT'].sum().to_frame().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3366110c",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-17-ec7f80dc822e>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-17-ec7f80dc822e>\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m    Observations:\u001b[0m\n\u001b[1;37m                 ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "Observations:\n",
    "    - even though Texas has the largest count of tornados Alabama and MO "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18b7a00d",
   "metadata": {},
   "source": [
    "### BAR CHART - lets look at some tornado activity by state "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e67d8e9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig= plt.figure(figsize=(20,8))\n",
    "sns.countplot(x='STATE', data=df, color='green', order=df['STATE'].value_counts().index);\n",
    "plt.xticks(rotation=45);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b392705a",
   "metadata": {},
   "source": [
    "### As we can see the scale of tornado count by states from 2010 to 2021\n",
    "   - Texas > 3400\n",
    "   - Oklahoma > 3000\n",
    "   - Mississippi < 3000\n",
    "   - Alabama < 3000\n",
    "   - Illinois < 3000"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6105375a",
   "metadata": {},
   "source": [
    "### Bar Chart Cluster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "05f1f17f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2, figsize=(20, 10))\n",
    "  \n",
    "fig.suptitle('Bar plot for all categorical variables in the dataset')\n",
    "  \n",
    "\n",
    "sns.countplot(ax=axes[0, 0], x='TOR_F_SCALE', data=df, color='blue', \n",
    "              order=df['TOR_F_SCALE'].value_counts().index, );\n",
    "\n",
    "sns.countplot(ax=axes[0, 1], x='YEAR', data=df, color='yellow', \n",
    "              order=df['YEAR'].value_counts().index);\n",
    "\n",
    "sns.countplot(ax=axes[1, 0], x='MONTH', data=df, color='red', \n",
    "              order=df['MONTH'].value_counts(1000).index);\n",
    "\n",
    "sns.countplot(ax=axes[1, 1], x='BEGIN_DAY', data=df, color='purple', \n",
    "              order=df['BEGIN_DAY'].value_counts(1000).index);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3bf205a8",
   "metadata": {},
   "source": [
    "#### Observations:\n",
    "\n",
    "  - approximately 5500 tornados were recorded to be an EF1 and < 1000 EF3, EF4, and EF5\n",
    "  - 2011 had the largest outbreak with > than 2000 tornados occurring \n",
    "  - May, April, June are the Peak for tornado season\n",
    "  - Most tornados begin on the 27th day of the month"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "58b3aaee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x252 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams[\"figure.figsize\"] = [7.00, 3.50]\n",
    "plt.rcParams[\"figure.autolayout\"] = True\n",
    "\n",
    "# Make a list of columns\n",
    "columns = ['DEATHS_DIRECT', 'INJURIES_DIRECT','TOR_F_SCALE']\n",
    "\n",
    "# Plot the lines\n",
    "df.plot()\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "92f04e7a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 2, figsize=(20, 10))\n",
    "  \n",
    "fig.suptitle('Bar plot for all categorical variables in the dataset')\n",
    "  \n",
    "\n",
    "sns.countplot(ax=axes[0, 0], x='TOR_F_SCALE', data=df, color='blue', \n",
    "              order=df['TOR_F_SCALE'].value_counts().index, );\n",
    "\n",
    "sns.countplot(ax=axes[0, 1], x='YEAR', data=df, color='yellow', \n",
    "              order=df['YEAR'].value_counts().index);\n",
    "\n",
    "sns.countplot(ax=axes[1, 0], x='MONTH', data=df, color='red', \n",
    "              order=df['MONTH'].value_counts().index);\n",
    "\n",
    "sns.countplot(ax=axes[1, 1], x='BEGIN_DAY', data=df, color='purple', \n",
    "              order=df['BEGIN_DAY'].value_counts(1000).index);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b7015bc",
   "metadata": {},
   "source": [
    "### Seaborn and Scatter Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "08b248ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, figsize=(30, 6))\n",
    "  \n",
    "fig.suptitle('Histogram for all numerical variables in the dataset')\n",
    "  \n",
    "sns.histplot(x='BEGIN_DAY', data=df, kde=True, ax=axes[0]);\n",
    "sns.histplot(x='MONTH', data=df, kde=True, ax=axes[1]);\n",
    "sns.histplot(x='YEAR', data=df, kde=True, ax=axes[2]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "529a8cee",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1, 3, figsize=(20, 6))\n",
    "  \n",
    "fig.suptitle('Bi-variate scatterplot for all numerical variables with the dependent variable')\n",
    "  \n",
    "sns.scatterplot(x='TOR_WIDTH', y='TOR_LENGTH', data=df, ax=axes[0]);\n",
    "sns.scatterplot(x='TOR_F_SCALE', y='TOR_LENGTH', data=df, ax=axes[1]);\n",
    "sns.scatterplot(x='TOR_F_SCALE', y='TOR_WIDTH', data=df, ax=axes[2]);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e108431",
   "metadata": {},
   "source": [
    "### Observations:\n",
    " - In the scatter plot we can compare lenght to width on the tornatdoes Max length in miles is > 40\n",
    " - Max width is > 4000 feet wide\n",
    " - We can also compare EF scale to length and width"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "20cc9859",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig= plt.figure(figsize=(18, 6))\n",
    "sns.lineplot(x='YEAR', y='DEATHS_DIRECT', data=df, ci=None, estimator='max');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "dfb9041e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x2610e0f0940>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.JointGrid(data=df, x=\"TOR_WIDTH\", y=\"INJURIES_DIRECT\")\n",
    "g.plot_joint(sns.scatterplot, s=100, alpha=.5)\n",
    "g.plot_marginals(sns.histplot, kde=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b6960170",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x2610e5e2790>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.JointGrid(data=df, x=\"TOR_WIDTH\", y=\"TOR_LENGTH\")\n",
    "g.plot(sns.scatterplot, sns.histplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d26ccb24",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Density', ylabel='TOR_WIDTH'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.JointGrid()\n",
    "x, y = df[\"TOR_LENGTH\"], df[\"TOR_WIDTH\"]\n",
    "sns.scatterplot(x=x, y=y, ec=\"b\", fc=\"none\", s=100, linewidth=.5, ax=g.ax_joint)\n",
    "sns.histplot(x=x, fill=False, linewidth=2, ax=g.ax_marg_x)\n",
    "sns.kdeplot(y=y, linewidth=2, ax=g.ax_marg_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "cf7963e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x2610ece9f40>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.JointGrid(data=df, x=\"TOR_LENGTH\", y=\"TOR_WIDTH\")\n",
    "g.plot(sns.regplot, sns.boxplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "a70f965d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x2610ede97f0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.JointGrid(data=df, x=\"DEATHS_DIRECT\", y=\"INJURIES_DIRECT\", hue=\"TOR_F_SCALE\")\n",
    "g.plot(sns.scatterplot, sns.histplot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "c598d977",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x2610ee8a6a0>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 525.675x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_theme(style=\"white\")\n",
    "\n",
    "# Plot miles per gallon against horsepower with other semantics\n",
    "sns.relplot(x=\"INJURIES_DIRECT\", y=\"DEATHS_DIRECT\", hue=\"TOR_F_SCALE\",\n",
    "            sizes=(40, 400), alpha=.5, palette=\"muted\",\n",
    "            height=6, data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "1bcc02c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig= plt.figure(figsize=(18, 6))\n",
    "sns.heatmap(df.corr(), annot=True);\n",
    "plt.xticks(rotation=45);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "120f347c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig= plt.figure(figsize=(20, 5))\n",
    "sns.heatmap(df.pivot_table(index='TOR_F_SCALE', columns='YEAR', values='TOR_LENGTH'), annot=True);\n",
    "plt.xticks(rotation=45);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1926737",
   "metadata": {},
   "source": [
    "### US MAP"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "302c2b2d",
   "metadata": {},
   "source": [
    "### Filtering data for information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "1a74ed4a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Result dataframe :\n",
      "        BEGIN_DAY  END_DAY           STATE  STATE_NUM  YEAR     MONTH  Tornado  \\\n",
      "3             29       29       LOUISIANA         22  2010  November  Tornado   \n",
      "6              7        7    NORTH DAKOTA         38  2010    August  Tornado   \n",
      "38             7        7       MINNESOTA         27  2010    August  Tornado   \n",
      "516           24       24     MISSISSIPPI         28  2010     April  Tornado   \n",
      "525           24       24     MISSISSIPPI         28  2010     April  Tornado   \n",
      "...          ...      ...             ...        ...   ...       ...      ...   \n",
      "14696         12       12     MISSISSIPPI         28  2020     April  Tornado   \n",
      "14697         12       12     MISSISSIPPI         28  2020     April  Tornado   \n",
      "14707         12       12     MISSISSIPPI         28  2020     April  Tornado   \n",
      "14742         13       13  SOUTH CAROLINA         45  2020     April  Tornado   \n",
      "15172         25       25         GEORGIA         13  2021     March  Tornado   \n",
      "\n",
      "       INJURIES_DIRECT  INJURIES_INDIRECT  DEATHS_DIRECT  ...  TOR_F_SCALE  \\\n",
      "3                    0                  0              0  ...          4.0   \n",
      "6                    0                  0              0  ...          4.0   \n",
      "38                   0                  0              0  ...          4.0   \n",
      "516                 40                  0              1  ...          4.0   \n",
      "525                 53                  0              4  ...          4.0   \n",
      "...                ...                ...            ...  ...          ...   \n",
      "14696                4                  0              4  ...          4.0   \n",
      "14697                6                  0              0  ...          4.0   \n",
      "14707               80                  0              3  ...          4.0   \n",
      "14742               60                  0              5  ...          4.0   \n",
      "15172                0                  0              0  ...          4.0   \n",
      "\n",
      "      TOR_LENGTH  TOR_WIDTH          END_LOCATION  BEGIN_LAT  BEGIN_LON  \\\n",
      "3          13.96        400  WINNFIELD JOYCE ARPT    31.7947   -92.8080   \n",
      "6           2.50        600                 TYLER    46.1100   -96.6300   \n",
      "38          2.50        600                 DORAN    46.1300   -96.5630   \n",
      "516        21.25       2600                DURANT    32.9456   -90.1539   \n",
      "525        34.85       3080               FORDYKE    32.7003   -90.6783   \n",
      "...          ...        ...                   ...        ...        ...   \n",
      "14696       9.99       2640               TERRELL    31.4641   -89.7579   \n",
      "14697      22.16       1760                ORANGE    31.8100   -89.1863   \n",
      "14707      16.04       3520                   HOY    31.6661   -89.4004   \n",
      "14742      23.73       1300               FECHTIG    32.7045   -81.2899   \n",
      "15172      21.72       1850           THOMAS XRDS    33.3160   -84.9730   \n",
      "\n",
      "       END_LAT  END_LON                                  EPISODE_NARRATIVE  \\\n",
      "3      31.9479 -92.6528  A potent...upper level short wave accompanied ...   \n",
      "6      46.1100 -96.5630  By late in the day on the 7th, an east-west ly...   \n",
      "38     46.1544 -96.5169  By late in the day on the 7th, an east-west ly...   \n",
      "516    33.0802 -89.8241  During the midday hours of April 24th, an inte...   \n",
      "525    32.9456 -90.1539  During the midday hours of April 24th, an inte...   \n",
      "...        ...      ...                                                ...   \n",
      "14696  31.5475 -89.6194  An outbreak of severe weather occurred on East...   \n",
      "14697  32.0311 -88.9125  An outbreak of severe weather occurred on East...   \n",
      "14707  31.8100 -89.1863  An outbreak of severe weather occurred on East...   \n",
      "14742  32.8290 -80.9092  A severe quasi-linear convective system (QLCS)...   \n",
      "15172  33.4250 -84.6200  A very moist and moderately unstable airmass o...   \n",
      "\n",
      "                                         EVENT_NARRATIVE  \n",
      "3      Numerous trees were snapped near the intersect...  \n",
      "6      This tornado touched down south of Tyler and t...  \n",
      "38     This tornado began in Richland County, North D...  \n",
      "516    The tornado continued northeast into rural sou...  \n",
      "525    The tornado moved out of extreme southeast Sha...  \n",
      "...                                                  ...  \n",
      "14696  This violent, deadly tornado traveled 68 miles...  \n",
      "14697  This violent, deadly tornado traveled 68 miles...  \n",
      "14707  This violent, deadly tornado traveled 68 miles...  \n",
      "14742  A National Weather Service Storm Survey Team c...  \n",
      "15172  A National Weather Service survey determined t...  \n",
      "\n",
      "[112 rows x 23 columns]\n"
     ]
    }
   ],
   "source": [
    "# selecting rows based on condition grater than or less than\n",
    "ef5_df = df[df['TOR_F_SCALE'] > 3] \n",
    "    \n",
    "print('\\nResult dataframe :\\n', ef5_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4127ce56",
   "metadata": {},
   "source": [
    "#### Above you can see we filtered all data that was for a EF5 tornado by ef5_df = df[df['TOR_F_SCALE'] > 4]   "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d45fc6b",
   "metadata": {},
   "source": [
    "# US MAP"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d44a62b",
   "metadata": {},
   "source": [
    "### Above we also created a new Data Frame called ef5_df that has the new filtered data this is > that ef4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "2d95c685",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total</th>\n",
       "      <th>Percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>DAMAGE_CROPS</th>\n",
       "      <td>25</td>\n",
       "      <td>0.001567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAMAGE_PROPERTY</th>\n",
       "      <td>21</td>\n",
       "      <td>0.001317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EPISODE_NARRATIVE</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>END_LON</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>END_LAT</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEGIN_LON</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEGIN_LAT</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>END_LOCATION</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOR_WIDTH</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOR_LENGTH</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TOR_F_SCALE</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEGIN_DAY</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>END_DAY</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEATHS_INDIRECT</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DEATHS_DIRECT</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INJURIES_INDIRECT</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>INJURIES_DIRECT</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Tornado</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MONTH</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>YEAR</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STATE_NUM</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>STATE</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EVENT_NARRATIVE</th>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   Total   Percent\n",
       "DAMAGE_CROPS          25  0.001567\n",
       "DAMAGE_PROPERTY       21  0.001317\n",
       "EPISODE_NARRATIVE      0  0.000000\n",
       "END_LON                0  0.000000\n",
       "END_LAT                0  0.000000\n",
       "BEGIN_LON              0  0.000000\n",
       "BEGIN_LAT              0  0.000000\n",
       "END_LOCATION           0  0.000000\n",
       "TOR_WIDTH              0  0.000000\n",
       "TOR_LENGTH             0  0.000000\n",
       "TOR_F_SCALE            0  0.000000\n",
       "BEGIN_DAY              0  0.000000\n",
       "END_DAY                0  0.000000\n",
       "DEATHS_INDIRECT        0  0.000000\n",
       "DEATHS_DIRECT          0  0.000000\n",
       "INJURIES_INDIRECT      0  0.000000\n",
       "INJURIES_DIRECT        0  0.000000\n",
       "Tornado                0  0.000000\n",
       "MONTH                  0  0.000000\n",
       "YEAR                   0  0.000000\n",
       "STATE_NUM              0  0.000000\n",
       "STATE                  0  0.000000\n",
       "EVENT_NARRATIVE        0  0.000000"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def missing_check(ef5_df):\n",
    "    total = ef5_df.isnull().sum().sort_values(ascending=False)   # total number of null values\n",
    "    percent = (ef5_df.isnull().sum()/df.isnull().count()).sort_values(ascending=False)  # percentage of values that are null\n",
    "    missing_data = pd.concat([total, percent], axis=1, keys=['Total', 'Percent'])  # putting the above two together\n",
    "    return missing_data # return the dataframe\n",
    "missing_check(ef5_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e5388251",
   "metadata": {},
   "source": [
    "### Here we will create a new Data Frame called map_df with selected columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "566678b0",
   "metadata": {},
   "outputs": [],
   "source": [
    "map_df=ef5_df[['TOR_F_SCALE','BEGIN_LON','BEGIN_LAT','EVENT_NARRATIVE',\"TOR_WIDTH\",\"DEATHS_DIRECT\"]].rename({'TOR_F_SCALE':'ef_scale','BEGIN_LON':'longitude','BEGIN_LAT':'latitude','EVENT_NARRATIVE':'info'}, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "066bf613",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ef_scale</th>\n",
       "      <th>longitude</th>\n",
       "      <th>latitude</th>\n",
       "      <th>info</th>\n",
       "      <th>TOR_WIDTH</th>\n",
       "      <th>DEATHS_DIRECT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.0</td>\n",
       "      <td>-92.8080</td>\n",
       "      <td>31.7947</td>\n",
       "      <td>Numerous trees were snapped near the intersect...</td>\n",
       "      <td>400</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4.0</td>\n",
       "      <td>-96.6300</td>\n",
       "      <td>46.1100</td>\n",
       "      <td>This tornado touched down south of Tyler and t...</td>\n",
       "      <td>600</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>4.0</td>\n",
       "      <td>-96.5630</td>\n",
       "      <td>46.1300</td>\n",
       "      <td>This tornado began in Richland County, North D...</td>\n",
       "      <td>600</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>516</th>\n",
       "      <td>4.0</td>\n",
       "      <td>-90.1539</td>\n",
       "      <td>32.9456</td>\n",
       "      <td>The tornado continued northeast into rural sou...</td>\n",
       "      <td>2600</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>525</th>\n",
       "      <td>4.0</td>\n",
       "      <td>-90.6783</td>\n",
       "      <td>32.7003</td>\n",
       "      <td>The tornado moved out of extreme southeast Sha...</td>\n",
       "      <td>3080</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     ef_scale  longitude  latitude  \\\n",
       "3         4.0   -92.8080   31.7947   \n",
       "6         4.0   -96.6300   46.1100   \n",
       "38        4.0   -96.5630   46.1300   \n",
       "516       4.0   -90.1539   32.9456   \n",
       "525       4.0   -90.6783   32.7003   \n",
       "\n",
       "                                                  info  TOR_WIDTH  \\\n",
       "3    Numerous trees were snapped near the intersect...        400   \n",
       "6    This tornado touched down south of Tyler and t...        600   \n",
       "38   This tornado began in Richland County, North D...        600   \n",
       "516  The tornado continued northeast into rural sou...       2600   \n",
       "525  The tornado moved out of extreme southeast Sha...       3080   \n",
       "\n",
       "     DEATHS_DIRECT  \n",
       "3                0  \n",
       "6                0  \n",
       "38               0  \n",
       "516              1  \n",
       "525              4  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "map_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "48547a59",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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onload=\"this.contentDocument.open();this.contentDocument.write(    decodeURIComponent(this.getAttribute('data-html')));this.contentDocument.close();\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x2610f1b1520>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m=folium.Map(\n",
    "    location=[map_df[\"latitude\"].mean(), map_df[\"longitude\"].mean()],\n",
    "    zoom_start=6)\n",
    "\n",
    "map_df.apply(\n",
    "    lambda row: folium.Marker(\n",
    "        location=[row['latitude'], row['longitude']]\n",
    "        ).add_to(m),\n",
    "    axis=1)\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "74ca3452",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"width:100%;\"><div style=\"position:relative;width:100%;height:0;padding-bottom:60%;\"><span style=\"color:#565656\">Make this Notebook Trusted to load map: File -> Trust Notebook</span><iframe src=\"about:blank\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" 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      ],
      "text/plain": [
       "<folium.folium.Map at 0x2610dd6e220>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Beginning of Jopin Tornado\n",
    "\n",
    "m = folium.Map(location=[37.0560, -94.5701], tiles=\"Stamen Terrain\", zoom_start=13)\n",
    "\n",
    "m.add_child(folium.LatLngPopup())\n"
   ]
  }
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