02_What_kind_of_events_occur.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "\n",
    "import sqlite3\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib as mpl\n",
    "\n",
    "from flight_safety.queries import (get_events_accidents, \n",
    "        get_aircrafts_accidents, get_occurrences_accidents,\n",
    "        get_seq_of_events_accidents, get_flight_time_accidents,\n",
    "        get_flight_crew_accidents)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "mpl.rcParams['figure.figsize'] = 10, 6\n",
    "mpl.rcParams['font.size'] = 20\n",
    "\n",
    "con = sqlite3.connect('data/avall.db')\n",
    "\n",
    "events = get_events_accidents(con)\n",
    "aircraft = get_aircrafts_accidents(con)\n",
    "occurrences = get_occurrences_accidents(con)\n",
    "seq_of_events = get_seq_of_events_accidents(con)\n",
    "flight_time = get_flight_time_accidents(con)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# What kind of events occur?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>phase_flt_spec_gross</th>\n",
       "      <th>Taxi</th>\n",
       "      <th>Takeoff</th>\n",
       "      <th>Climb</th>\n",
       "      <th>Cruise</th>\n",
       "      <th>Descent</th>\n",
       "      <th>Approach</th>\n",
       "      <th>Landing</th>\n",
       "      <th>Maneuvering</th>\n",
       "      <th>Other</th>\n",
       "      <th>Unknown</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Occurrence_Code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>In flight encounter with weather</th>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "      <td>98</td>\n",
       "      <td>71</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>On ground/water collision with object</th>\n",
       "      <td>95</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Miscellaneous/other</th>\n",
       "      <td>16</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Airframe/component/system failure/malfunction</th>\n",
       "      <td>9</td>\n",
       "      <td>27</td>\n",
       "      <td>21</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>18</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>In flight collision with terrain/water</th>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>In flight collision with object</th>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Loss of control - in flight</th>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hard landing</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Fire</th>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>On ground/water collision with terrain/water</th>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "phase_flt_spec_gross                           Taxi  Takeoff  Climb  Cruise  \\\n",
       "Occurrence_Code                                                               \n",
       "In flight encounter with weather                  0        2     19      98   \n",
       "On ground/water collision with object            95       11      0       0   \n",
       "Miscellaneous/other                              16        7      6      14   \n",
       "Airframe/component/system failure/malfunction     9       27     21      15   \n",
       "In flight collision with terrain/water            0       13      0       3   \n",
       "In flight collision with object                   0       10      1       4   \n",
       "Loss of control - in flight                       0       15      1       5   \n",
       "Hard landing                                      0        0      0       0   \n",
       "Fire                                              1        5      3       5   \n",
       "On ground/water collision with terrain/water      4        7      0       0   \n",
       "\n",
       "phase_flt_spec_gross                           Descent  Approach  Landing  \\\n",
       "Occurrence_Code                                                             \n",
       "In flight encounter with weather                    71        14        2   \n",
       "On ground/water collision with object                0         1       31   \n",
       "Miscellaneous/other                                 11         1        6   \n",
       "Airframe/component/system failure/malfunction        7        18       14   \n",
       "In flight collision with terrain/water              19         5       18   \n",
       "In flight collision with object                      1        15        3   \n",
       "Loss of control - in flight                          4         7        2   \n",
       "Hard landing                                         0         0       33   \n",
       "Fire                                                 2         3        5   \n",
       "On ground/water collision with terrain/water         0         0       20   \n",
       "\n",
       "phase_flt_spec_gross                           Maneuvering  Other  Unknown  \n",
       "Occurrence_Code                                                             \n",
       "In flight encounter with weather                         0      0        0  \n",
       "On ground/water collision with object                    0      3        0  \n",
       "Miscellaneous/other                                      3      5        1  \n",
       "Airframe/component/system failure/malfunction            0      1        0  \n",
       "In flight collision with terrain/water                   3      0        0  \n",
       "In flight collision with object                          1      0        0  \n",
       "Loss of control - in flight                              0      0        0  \n",
       "Hard landing                                             0      0        0  \n",
       "Fire                                                     0      0        0  \n",
       "On ground/water collision with terrain/water             0      1        0  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "try:\n",
    "    occurrences.phase_flt_spec_gross.cat.add_categories('TOTAL', inplace=True)\n",
    "except ValueError:\n",
    "    print('TOTAL category exists')\n",
    "\n",
    "phases_per_occurence = pd.crosstab(occurrences.Occurrence_Code, occurrences.phase_flt_spec_gross)\n",
    "phases_per_occurence['TOTAL'] = phases_per_occurence.sum(axis=1)\n",
    "phases_per_occurence.sort_values('TOTAL', inplace=True, ascending=False)\n",
    "phases_per_occurence.iloc[:10].iloc[:, 1:-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Y7Cj9//j82mi3mFI3hka65HVVvWP9hDTWxG+UpipegKQVJDXbWqSeDlLrt4+XHetLpCRZ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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff948d18a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "phases_per_occurence.iloc[:10].loc[:, 'TOTAL'].plot.barh();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# When do they occur?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Occurrence_Code</th>\n",
       "      <th>Airframe/component/system failure/malfunction</th>\n",
       "      <th>Fire</th>\n",
       "      <th>Hard landing</th>\n",
       "      <th>In flight collision with object</th>\n",
       "      <th>In flight collision with terrain/water</th>\n",
       "      <th>In flight encounter with weather</th>\n",
       "      <th>Loss of control - in flight</th>\n",
       "      <th>On ground/water collision with object</th>\n",
       "      <th>On ground/water collision with terrain/water</th>\n",
       "      <th>Miscellaneous/other</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>phase_flt_spec_gross</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Standing</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Taxi</th>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>95</td>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Takeoff</th>\n",
       "      <td>27</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Climb</th>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cruise</th>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>98</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Descent</th>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>71</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Approach</th>\n",
       "      <td>18</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>14</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Landing</th>\n",
       "      <td>14</td>\n",
       "      <td>5</td>\n",
       "      <td>33</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>31</td>\n",
       "      <td>20</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maneuvering</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Occurrence_Code       Airframe/component/system failure/malfunction  Fire  \\\n",
       "phase_flt_spec_gross                                                        \n",
       "Standing                                                          9     9   \n",
       "Taxi                                                              9     1   \n",
       "Takeoff                                                          27     5   \n",
       "Climb                                                            21     3   \n",
       "Cruise                                                           15     5   \n",
       "Descent                                                           7     2   \n",
       "Approach                                                         18     3   \n",
       "Landing                                                          14     5   \n",
       "Maneuvering                                                       0     0   \n",
       "\n",
       "Occurrence_Code       Hard landing  In flight collision with object  \\\n",
       "phase_flt_spec_gross                                                  \n",
       "Standing                         0                                0   \n",
       "Taxi                             0                                0   \n",
       "Takeoff                          0                               10   \n",
       "Climb                            0                                1   \n",
       "Cruise                           0                                4   \n",
       "Descent                          0                                1   \n",
       "Approach                         0                               15   \n",
       "Landing                         33                                3   \n",
       "Maneuvering                      0                                1   \n",
       "\n",
       "Occurrence_Code       In flight collision with terrain/water  \\\n",
       "phase_flt_spec_gross                                           \n",
       "Standing                                                   0   \n",
       "Taxi                                                       0   \n",
       "Takeoff                                                   13   \n",
       "Climb                                                      0   \n",
       "Cruise                                                     3   \n",
       "Descent                                                   19   \n",
       "Approach                                                   5   \n",
       "Landing                                                   18   \n",
       "Maneuvering                                                3   \n",
       "\n",
       "Occurrence_Code       In flight encounter with weather  \\\n",
       "phase_flt_spec_gross                                     \n",
       "Standing                                             0   \n",
       "Taxi                                                 0   \n",
       "Takeoff                                              2   \n",
       "Climb                                               19   \n",
       "Cruise                                              98   \n",
       "Descent                                             71   \n",
       "Approach                                            14   \n",
       "Landing                                              2   \n",
       "Maneuvering                                          0   \n",
       "\n",
       "Occurrence_Code       Loss of control - in flight  \\\n",
       "phase_flt_spec_gross                                \n",
       "Standing                                        0   \n",
       "Taxi                                            0   \n",
       "Takeoff                                        15   \n",
       "Climb                                           1   \n",
       "Cruise                                          5   \n",
       "Descent                                         4   \n",
       "Approach                                        7   \n",
       "Landing                                         2   \n",
       "Maneuvering                                     0   \n",
       "\n",
       "Occurrence_Code       On ground/water collision with object  \\\n",
       "phase_flt_spec_gross                                          \n",
       "Standing                                                 37   \n",
       "Taxi                                                     95   \n",
       "Takeoff                                                  11   \n",
       "Climb                                                     0   \n",
       "Cruise                                                    0   \n",
       "Descent                                                   0   \n",
       "Approach                                                  1   \n",
       "Landing                                                  31   \n",
       "Maneuvering                                               0   \n",
       "\n",
       "Occurrence_Code       On ground/water collision with terrain/water  \\\n",
       "phase_flt_spec_gross                                                 \n",
       "Standing                                                         0   \n",
       "Taxi                                                             4   \n",
       "Takeoff                                                          7   \n",
       "Climb                                                            0   \n",
       "Cruise                                                           0   \n",
       "Descent                                                          0   \n",
       "Approach                                                         0   \n",
       "Landing                                                         20   \n",
       "Maneuvering                                                      0   \n",
       "\n",
       "Occurrence_Code       Miscellaneous/other  \n",
       "phase_flt_spec_gross                       \n",
       "Standing                               60  \n",
       "Taxi                                   16  \n",
       "Takeoff                                 7  \n",
       "Climb                                   6  \n",
       "Cruise                                 14  \n",
       "Descent                                11  \n",
       "Approach                                1  \n",
       "Landing                                 6  \n",
       "Maneuvering                             3  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "aux = occurrences.Occurrence_Code.value_counts().iloc[0:10]\n",
    "aux\n",
    "occurrences_red = occurrences[occurrences['Occurrence_Code'].isin(aux.index)]\n",
    "\n",
    "occurrences_per_phase = pd.crosstab(occurrences_red.phase_flt_spec_gross, occurrences_red.Occurrence_Code)\n",
    "occurrences_per_phase = occurrences_per_phase.loc[['Standing', 'Taxi', 'Takeoff', 'Climb', 'Cruise', 'Descent', 'Approach',\n",
    "       'Landing', 'Maneuvering']]\n",
    "\n",
    "occurrences_per_phase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff9492e9438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6KgVEVCFpDeAC4AzgX2y3OTQZEZX1vEELOAb4LmXKYLRHgTuBn9nuO4UQdaSAiCokzQJW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\nh58BjgO+3LBnxjXAtpJWsv33gQclrUzcmM7pc03dupboZcokaQVgK+D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/dI7tvYcY8x1g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sOBhcDXKuEha/8ScAbpz/nwTv+AZmZmHXAPRBdIGgQcQ+rq34g0XJAPY+vUOPXzwCdIwwyfiIhX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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff9491b7940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20, 20))\n",
    "occurrences_per_phase_ = occurrences_per_phase.iloc\n",
    "plt.matshow(occurrences_per_phase.values, cmap=plt.cm.Blues)\n",
    "plt.xticks(np.arange(occurrences_per_phase.shape[1]),\n",
    "           occurrences_per_phase.columns.tolist(),\n",
    "           rotation='vertical')\n",
    "plt.yticks(np.arange(occurrences_per_phase.shape[0]),\n",
    "           occurrences_per_phase.index.tolist());"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Which occurrences cause more victims?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "occurrences_ = pd.merge(occurrences, events, left_on='ev_id', right_index=True)\n",
    "\n",
    "inj_cols = ['inj_tot_f', 'inj_tot_s', 'inj_tot_m', 'inj_tot_n', 'inj_tot_t']\n",
    "\n",
    "inj_per_occ = occurrences_.groupby('Occurrence_Code')[inj_cols].sum()\n",
    "inj_per_occ.sort_values('inj_tot_t', inplace=True, ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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/kl6R9KikcyQN7er4zMzM1gTrr78+8+fPZ+7cuSxZssTTZKzuIoIlS5Ywd+5c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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff948d18f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "inj_per_occ.loc[inj_per_occ.index[:10], ['inj_tot_t', 'inj_tot_n']].plot.barh(stacked=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "inj_per_occ['inj_tot_s+m'] = inj_per_occ['inj_tot_s'] + inj_per_occ['inj_tot_m']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YQW1tLRHBgw8+yBNPPMGnPvUpPvOZz7TF07HacSLEzMzMzMzMrAI1NTXceuut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HBeewCHkU2zxrDs/8FjaH5UqnHA88C+kvZtsHxVYL269NYsAG7vb+cR8UNKwGi1DTYd0qHMzczM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\n8U2fYAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff949246198>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "inj_per_occ.loc[inj_per_occ.index[:10], ['inj_tot_f', 'inj_tot_s+m']].plot.barh(stacked=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Which phase of flight is more destructive for the airplane?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>damage</th>\n",
       "      <th></th>\n",
       "      <th>DEST</th>\n",
       "      <th>MINR</th>\n",
       "      <th>NONE</th>\n",
       "      <th>SUBS</th>\n",
       "      <th>UNK</th>\n",
       "      <th>TOTAL</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Occurrence_Code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>In flight encounter with weather</th>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>77</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>On ground/water collision with object</th>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>9</td>\n",
       "      <td>58</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Miscellaneous/other</th>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>50</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Airframe/component/system failure/malfunction</th>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>39</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>In flight collision with terrain/water</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "damage                                            DEST  MINR  NONE  SUBS  \\\n",
       "Occurrence_Code                                                            \n",
       "In flight encounter with weather               0    14    17    77    84   \n",
       "On ground/water collision with object          1    14     9    58    85   \n",
       "Miscellaneous/other                            0    10    12    50    53   \n",
       "Airframe/component/system failure/malfunction  0    10    11    39    58   \n",
       "In flight collision with terrain/water         0     3     8    20    25   \n",
       "\n",
       "damage                                         UNK   TOTAL  \n",
       "Occurrence_Code                                             \n",
       "In flight encounter with weather                  0    192  \n",
       "On ground/water collision with object             0    167  \n",
       "Miscellaneous/other                               0    125  \n",
       "Airframe/component/system failure/malfunction     0    118  \n",
       "In flight collision with terrain/water            0     56  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "try:\n",
    "    aircraft.damage.cat.add_categories(['TOTAL'], inplace=True)\n",
    "except ValueError:\n",
    "    pass\n",
    "\n",
    "damage_per_Occurrence = pd.crosstab(occurrences.Occurrence_Code, aircraft.damage)\n",
    "damage_per_Occurrence['TOTAL'] = damage_per_Occurrence.sum(axis=1)\n",
    "damage_per_Occurrence.sort_values('TOTAL', inplace=True, ascending=False)\n",
    "damage_per_Occurrence.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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++igffvghAwYMIDc3d1tMMWvWrGH8+PHk5ORw8cUXl6irSZMm5T38rFIiREQS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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7ff94926c128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "damage_per_Occurrence.loc[damage_per_Occurrence.index[1:10], ['DEST', 'SUBS', 'MINR', 'NONE']].plot.barh(stacked=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Influence of fire in an accident"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "aircraft_with_phase = aircraft[aircraft.phase_flt_spec_gross != 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>inj_tot_f</th>\n",
       "      <th>inj_tot_s</th>\n",
       "      <th>inj_tot_m</th>\n",
       "      <th>inj_tot_n</th>\n",
       "      <th>inj_tot_t</th>\n",
       "      <th>inj_tot_s+m</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>phase_flt_spec_gross</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Takeoff</th>\n",
       "      <td>857.0</td>\n",
       "      <td>120.0</td>\n",
       "      <td>382.0</td>\n",
       "      <td>6266.0</td>\n",
       "      <td>1359.0</td>\n",
       "      <td>502.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Cruise</th>\n",
       "      <td>367.0</td>\n",
       "      <td>159.0</td>\n",
       "      <td>670.0</td>\n",
       "      <td>14198.0</td>\n",
       "      <td>1196.0</td>\n",
       "      <td>829.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Landing</th>\n",
       "      <td>195.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>599.0</td>\n",
       "      <td>11018.0</td>\n",
       "      <td>947.0</td>\n",
       "      <td>752.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Approach</th>\n",
       "      <td>522.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>2375.0</td>\n",
       "      <td>661.0</td>\n",
       "      <td>139.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Climb</th>\n",
       "      <td>370.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>4895.0</td>\n",
       "      <td>506.0</td>\n",
       "      <td>136.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Descent</th>\n",
       "      <td>89.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>212.0</td>\n",
       "      <td>9450.0</td>\n",
       "      <td>406.0</td>\n",
       "      <td>317.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Standing</th>\n",
       "      <td>12.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>196.0</td>\n",
       "      <td>9675.0</td>\n",
       "      <td>273.0</td>\n",
       "      <td>261.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Taxi</th>\n",
       "      <td>14.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>13961.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>246.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Maneuvering</th>\n",
       "      <td>72.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>165.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Other</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>371.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      inj_tot_f  inj_tot_s  inj_tot_m  inj_tot_n  inj_tot_t  \\\n",
       "phase_flt_spec_gross                                                          \n",
       "Takeoff                   857.0      120.0      382.0     6266.0     1359.0   \n",
       "Cruise                    367.0      159.0      670.0    14198.0     1196.0   \n",
       "Landing                   195.0      153.0      599.0    11018.0      947.0   \n",
       "Approach                  522.0       65.0       74.0     2375.0      661.0   \n",
       "Climb                     370.0       42.0       94.0     4895.0      506.0   \n",
       "Descent                    89.0      105.0      212.0     9450.0      406.0   \n",
       "Standing                   12.0       65.0      196.0     9675.0      273.0   \n",
       "Taxi                       14.0       45.0      201.0    13961.0      260.0   \n",
       "Maneuvering                72.0        4.0        3.0      165.0       79.0   \n",
       "Other                       NaN        2.0        2.0      371.0        4.0   \n",
       "\n",
       "                      inj_tot_s+m  \n",
       "phase_flt_spec_gross               \n",
       "Takeoff                     502.0  \n",
       "Cruise                      829.0  \n",
       "Landing                     752.0  \n",
       "Approach                    139.0  \n",
       "Climb                       136.0  \n",
       "Descent                     317.0  \n",
       "Standing                    261.0  \n",
       "Taxi                        246.0  \n",
       "Maneuvering                   7.0  \n",
       "Other                         4.0  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# f: fatal\n",
    "# m: medium\n",
    "# n: none\n",
    "# s: serious\n",
    "# t: f+s+m\n",
    "\n",
    "# TODO: borrar injuries\n",
    "injury_types = ['inj_tot_f', 'inj_tot_s', 'inj_tot_m', 'inj_tot_n', 'inj_tot_t']\n",
    "\n",
    "aircraft_2 = aircraft_with_phase.join(events, on='ev_id', how='inner', rsuffix='e')\n",
    "\n",
    "injuries_per_phase = aircraft_2[injury_types + ['phase_flt_spec_gross']].groupby('phase_flt_spec_gross').sum()\n",
    "injuries_per_phase.sort_values('inj_tot_t', inplace=True, ascending=False)\n",
    "injuries_per_phase = injuries_per_phase.iloc[:10]\n",
    "injuries_per_phase['inj_tot_s+m'] = injuries_per_phase['inj_tot_s'] + injuries_per_phase['inj_tot_m']\n",
    "injuries_per_phase"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def tot_events_and_mean_injuries_by_factor(factor):\n",
    "    ac_ = aircraft_2[[\n",
    "    'ev_id',\n",
    "    'inj_tot_f', 'inj_tot_m', 'inj_tot_n', 'inj_tot_s', 'inj_tot_t',\n",
    "    'apt_dist', 'apt_dir', 'light_cond', 'sky_cond_nonceil',\n",
    "    'gust_ind', 'gust_kts',\n",
    "    'damage', 'acft_fire', 'acft_expl', 'acft_make', 'acft_model', 'acft_category',\n",
    "    'afm_hrs', 'afm_hrs_last_insp', 'num_eng', 'far_part', \n",
    "    ]]\n",
    "    \n",
    "    gby = ac_.groupby([factor])\n",
    "    r = gby.agg({'ev_id': 'count',\n",
    "                 'inj_tot_f':'mean',\n",
    "                 'inj_tot_m':'mean',\n",
    "                 'inj_tot_n':'mean',\n",
    "                 'inj_tot_s':'mean',\n",
    "                 'inj_tot_t':'mean'}\n",
    "           )\n",
    "    \n",
    "    if factor in ('acft_fire', 'acft_expl'):\n",
    "        r = r.loc[['GRD ', 'IFLT', 'NONE', 'UNK ']]\n",
    "    elif factor in ('gust_ind'):\n",
    "        r = r.loc[['N', 'Y']]\n",
    "    \n",
    "    return r.loc[:, ['ev_id', 'inj_tot_f']]\n",
    "\n",
    "# EN acft_fire u acft_expl drop blaco y BOTH\n",
    "# EN gust_ind drop blanco\n",
    "# EVALUAR light_cond y sky_con_nonceil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
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       "        text-align: right;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ev_id</th>\n",
       "      <th>inj_tot_f</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>acft_fire</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GRD</th>\n",
       "      <td>93</td>\n",
       "      <td>37.512821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IFLT</th>\n",
       "      <td>18</td>\n",
       "      <td>47.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NONE</th>\n",
       "      <td>910</td>\n",
       "      <td>6.684211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UNK</th>\n",
       "      <td>25</td>\n",
       "      <td>66.714286</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ev_id  inj_tot_f\n",
       "acft_fire                  \n",
       "GRD           93  37.512821\n",
       "IFLT          18  47.500000\n",
       "NONE         910   6.684211\n",
       "UNK           25  66.714286"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tot_events_and_mean_injuries_by_factor('acft_fire')"
   ]
  }
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