{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "fed833c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e5605712",
   "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>id</th>\n",
       "      <th>open_date</th>\n",
       "      <th>name</th>\n",
       "      <th>location</th>\n",
       "      <th>lat</th>\n",
       "      <th>lon</th>\n",
       "      <th>threat</th>\n",
       "      <th>tags</th>\n",
       "      <th>commodity</th>\n",
       "      <th>measure_skim</th>\n",
       "      <th>measure_shore</th>\n",
       "      <th>measure_bio</th>\n",
       "      <th>measure_disperse</th>\n",
       "      <th>measure_burn</th>\n",
       "      <th>max_ptl_release_gallons</th>\n",
       "      <th>posts</th>\n",
       "      <th>description</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10431</td>\n",
       "      <td>2022-03-21</td>\n",
       "      <td>Tug Vessel Loses Power, Grounds, and Leaks Die...</td>\n",
       "      <td>Neva Strait, Sitka, AK</td>\n",
       "      <td>57.270000</td>\n",
       "      <td>-135.593330</td>\n",
       "      <td>Oil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>At approximately 0400 on 21-Mar02922, the tug ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10430</td>\n",
       "      <td>2022-03-17</td>\n",
       "      <td>Compromised Fuel Transfer Pipe Spills Oil into...</td>\n",
       "      <td>Oswego, NY</td>\n",
       "      <td>43.459410</td>\n",
       "      <td>-76.531650</td>\n",
       "      <td>Oil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>On March 17, 2022, NOAA ERD was notified by Mi...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10429</td>\n",
       "      <td>2022-03-16</td>\n",
       "      <td>Floating Humpback Whale Carcass off of Carolin...</td>\n",
       "      <td>Carolina Beach, NC, USA</td>\n",
       "      <td>34.031323</td>\n",
       "      <td>-77.830343</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>On March 16, 2022, the Gulf of Mexico Marine M...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10428</td>\n",
       "      <td>2022-03-15</td>\n",
       "      <td>Containership Grounded off Gibson Island in Ch...</td>\n",
       "      <td>Gibson Island, MD, USA</td>\n",
       "      <td>39.070000</td>\n",
       "      <td>-76.410000</td>\n",
       "      <td>Oil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>On 15 March 2022, USCG Sector Maryland NCR not...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10426</td>\n",
       "      <td>2022-03-14</td>\n",
       "      <td>Oil Pipeline Discharge into Cahokia Canal, Edw...</td>\n",
       "      <td>Cahokia Canal,  Edwardsville, IL</td>\n",
       "      <td>38.824034</td>\n",
       "      <td>-89.974600</td>\n",
       "      <td>Oil</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>On March 14, 2022, USEPA Region 5 contacted th...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      id   open_date                                               name  \\\n",
       "0  10431  2022-03-21  Tug Vessel Loses Power, Grounds, and Leaks Die...   \n",
       "1  10430  2022-03-17  Compromised Fuel Transfer Pipe Spills Oil into...   \n",
       "2  10429  2022-03-16  Floating Humpback Whale Carcass off of Carolin...   \n",
       "3  10428  2022-03-15  Containership Grounded off Gibson Island in Ch...   \n",
       "4  10426  2022-03-14  Oil Pipeline Discharge into Cahokia Canal, Edw...   \n",
       "\n",
       "                           location        lat         lon threat tags  \\\n",
       "0            Neva Strait, Sitka, AK  57.270000 -135.593330    Oil  NaN   \n",
       "1                        Oswego, NY  43.459410  -76.531650    Oil  NaN   \n",
       "2           Carolina Beach, NC, USA  34.031323  -77.830343  Other  NaN   \n",
       "3            Gibson Island, MD, USA  39.070000  -76.410000    Oil  NaN   \n",
       "4  Cahokia Canal,  Edwardsville, IL  38.824034  -89.974600    Oil  NaN   \n",
       "\n",
       "  commodity  measure_skim  measure_shore  measure_bio  measure_disperse  \\\n",
       "0       NaN           NaN            NaN          NaN               NaN   \n",
       "1       NaN           NaN            NaN          NaN               NaN   \n",
       "2       NaN           NaN            NaN          NaN               NaN   \n",
       "3       NaN           NaN            NaN          NaN               NaN   \n",
       "4       NaN           NaN            NaN          NaN               NaN   \n",
       "\n",
       "   measure_burn  max_ptl_release_gallons  posts  \\\n",
       "0           NaN                      NaN      0   \n",
       "1           NaN                      NaN      0   \n",
       "2           NaN                      NaN      0   \n",
       "3           NaN                      NaN      2   \n",
       "4           NaN                      NaN      0   \n",
       "\n",
       "                                         description  \n",
       "0  At approximately 0400 on 21-Mar02922, the tug ...  \n",
       "1  On March 17, 2022, NOAA ERD was notified by Mi...  \n",
       "2  On March 16, 2022, the Gulf of Mexico Marine M...  \n",
       "3  On 15 March 2022, USCG Sector Maryland NCR not...  \n",
       "4  On March 14, 2022, USEPA Region 5 contacted th...  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('incidents.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "20914440",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='threat'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['threat'].value_counts().plot(kind='bar')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ai-gpu",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.21"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}