{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd \n",
    "import seaborn as sns\n",
    "import plotly\n",
    "import plotly.plotly as py\n",
    "import plotly.graph_objs as go\n",
    "import matplotlib.pyplot as plt\n",
    "from datetime import date, timedelta, datetime\n",
    "\n",
    "Data = pd.read_csv('Airplane_Crashes_and_Fatalities_Since_1908.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "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>Date</th>\n",
       "      <th>Time</th>\n",
       "      <th>Location</th>\n",
       "      <th>Operator</th>\n",
       "      <th>Flight #</th>\n",
       "      <th>Route</th>\n",
       "      <th>Type</th>\n",
       "      <th>Registration</th>\n",
       "      <th>cn/In</th>\n",
       "      <th>Aboard</th>\n",
       "      <th>Fatalities</th>\n",
       "      <th>Ground</th>\n",
       "      <th>Summary</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>09/17/1908</td>\n",
       "      <td>17:18</td>\n",
       "      <td>Fort Myer, Virginia</td>\n",
       "      <td>Military - U.S. Army</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Demonstration</td>\n",
       "      <td>Wright Flyer III</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>During a demonstration flight, a U.S. Army fly...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>07/12/1912</td>\n",
       "      <td>06:30</td>\n",
       "      <td>AtlantiCity, New Jersey</td>\n",
       "      <td>Military - U.S. Navy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Test flight</td>\n",
       "      <td>Dirigible</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>First U.S. dirigible Akron exploded just offsh...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>08/06/1913</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Victoria, British Columbia, Canada</td>\n",
       "      <td>Private</td>\n",
       "      <td>-</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Curtiss seaplane</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>The first fatal airplane accident in Canada oc...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>09/09/1913</td>\n",
       "      <td>18:30</td>\n",
       "      <td>Over the North Sea</td>\n",
       "      <td>Military - German Navy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Zeppelin L-1 (airship)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>20.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>The airship flew into a thunderstorm and encou...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10/17/1913</td>\n",
       "      <td>10:30</td>\n",
       "      <td>Near Johannisthal, Germany</td>\n",
       "      <td>Military - German Navy</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Zeppelin L-2 (airship)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>30.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>Hydrogen gas which was being vented was sucked...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date   Time                            Location  \\\n",
       "0  09/17/1908  17:18                 Fort Myer, Virginia   \n",
       "1  07/12/1912  06:30             AtlantiCity, New Jersey   \n",
       "2  08/06/1913    NaN  Victoria, British Columbia, Canada   \n",
       "3  09/09/1913  18:30                  Over the North Sea   \n",
       "4  10/17/1913  10:30          Near Johannisthal, Germany   \n",
       "\n",
       "                 Operator Flight #          Route                    Type  \\\n",
       "0    Military - U.S. Army      NaN  Demonstration        Wright Flyer III   \n",
       "1    Military - U.S. Navy      NaN    Test flight               Dirigible   \n",
       "2                 Private        -            NaN        Curtiss seaplane   \n",
       "3  Military - German Navy      NaN            NaN  Zeppelin L-1 (airship)   \n",
       "4  Military - German Navy      NaN            NaN  Zeppelin L-2 (airship)   \n",
       "\n",
       "  Registration cn/In  Aboard  Fatalities  Ground  \\\n",
       "0          NaN     1     2.0         1.0     0.0   \n",
       "1          NaN   NaN     5.0         5.0     0.0   \n",
       "2          NaN   NaN     1.0         1.0     0.0   \n",
       "3          NaN   NaN    20.0        14.0     0.0   \n",
       "4          NaN   NaN    30.0        30.0     0.0   \n",
       "\n",
       "                                             Summary  \n",
       "0  During a demonstration flight, a U.S. Army fly...  \n",
       "1  First U.S. dirigible Akron exploded just offsh...  \n",
       "2  The first fatal airplane accident in Canada oc...  \n",
       "3  The airship flew into a thunderstorm and encou...  \n",
       "4  Hydrogen gas which was being vented was sucked...  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculating missing values in rows\n",
    "\n",
    "From the dataset you can see that something does not make sense. Theoretically, Aboard = Fatalities + Ground, but it does not look like this. Maybe because the people with missig bodies doesn't count to Fatalities, or some other reasons. We just skipped Ground row for any further analysis. Meanwhile, we found some missing values in (Date, Operator, Aboard, Fatalities, ...). Therefore, let's look at how data looks like and check how many missing values are here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date               0\n",
       "Time            2219\n",
       "Location          20\n",
       "Operator          18\n",
       "Flight #        4199\n",
       "Route           1706\n",
       "Type              27\n",
       "Registration     335\n",
       "cn/In           1228\n",
       "Aboard            22\n",
       "Fatalities        12\n",
       "Ground            22\n",
       "Summary          390\n",
       "dtype: int64"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Data.isnull().sum() # calculating missing values in rows"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data cleaning\n",
    "\n",
    "We want to create a new row with 'Date + Time' format and replaced all the missing values of Time with 0:00. Then removed some wrong symbols and fixed broken values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Date ranges from 1908-09-17 17:18:00 to 2009-06-08 00:00:00\n"
     ]
    }
   ],
   "source": [
    "Data['Time'] = Data['Time'].replace(np.nan, '00:00') \n",
    "Data['Time'] = Data['Time'].str.replace('c: ', '')\n",
    "Data['Time'] = Data['Time'].str.replace('c:', '')\n",
    "Data['Time'] = Data['Time'].str.replace('c', '')\n",
    "Data['Time'] = Data['Time'].str.replace('12\\'20', '12:20')\n",
    "Data['Time'] = Data['Time'].str.replace('18.40', '18:40')\n",
    "Data['Time'] = Data['Time'].str.replace('0943', '09:43')\n",
    "Data['Time'] = Data['Time'].str.replace('22\\'08', '22:08')\n",
    "Data['Time'] = Data['Time'].str.replace('114:20', '00:00') #is it 11:20 or 14:20 or just wrong? \n",
    "\n",
    "Data['Time'] = Data['Date'] + ' ' + Data['Time'] \n",
    "def todate(x):\n",
    "    return datetime.strptime(x, '%m/%d/%Y %H:%M')\n",
    "Data['Time'] = Data['Time'].apply(todate) #convert to date type\n",
    "\n",
    "\n",
    "print('Date ranges from ' + str(Data.Time.min()) + ' to ' + str(Data.Time.max()))\n",
    "\n",
    "Data.Operator = Data.Operator.str.upper() #just to avoid duplicates like 'British Airlines' and 'BRITISH Airlines'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Count of accidents by Year\n",
    "\n",
    "We count the amount of air accidents by year, to show the development of aviation safety."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d08d5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Temp = Data.groupby(Data.Time.dt.year)[['Date']].count() \n",
    "Temp = Temp.rename(columns={\"Date\": \"Count\"})\n",
    "\n",
    "plt.figure(figsize=(14,7))\n",
    "plt.style.use('ggplot')\n",
    "plt.plot(Temp.index, 'Count', data=Temp, color='#00a78e',marker = \".\", linewidth=2)\n",
    "plt.xlabel('Year', fontsize=10)\n",
    "plt.ylabel('Count', fontsize=10)\n",
    "plt.title('Count of accidents by Year', loc='Center', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Compare the accidents in Military vs in Passenger\n",
    "\n",
    "We compare the amount of air accidents happened in military field and in passenger field, to show the development of aviation functions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1835d128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Temp = Data.copy()\n",
    "Temp['isMilitary'] = Temp.Operator.str.contains('MILITARY')\n",
    "Temp = Temp.groupby('isMilitary')[['isMilitary']].count()\n",
    "Temp.index = ['Passenger', 'Military']\n",
    "\n",
    "Temp2 = Data.copy()\n",
    "Temp2['Military'] = Temp2.Operator.str.contains('MILITARY')\n",
    "Temp2['Passenger'] = Temp2.Military == False\n",
    "Temp2 = Temp2.loc[:, ['Time', 'Military', 'Passenger']]\n",
    "Temp2 = Temp2.groupby(Temp2.Time.dt.year)[['Military', 'Passenger']].aggregate(np.count_nonzero)\n",
    "\n",
    "colors = [ '#00a78e', '#ffc845']\n",
    "plt.figure(figsize=(15,6))\n",
    "plt.subplot(1, 2, 1)\n",
    "patches, texts = plt.pie(Temp.isMilitary, colors=colors, labels=Temp.isMilitary, startangle=90)\n",
    "plt.legend(patches, Temp.index, loc=\"best\", fontsize=10)\n",
    "plt.axis('equal')\n",
    "plt.title('Total number of accidents by Type of flight', loc='Center', fontsize=14)\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(Temp2.index, 'Military', data=Temp2, color='#ffc845', marker = \".\", linewidth=2)\n",
    "plt.plot(Temp2.index, 'Passenger', data=Temp2, color='#00a78e',marker = \".\", linewidth=2)\n",
    "plt.legend(fontsize=10)\n",
    "plt.xlabel('Year', fontsize=10)\n",
    "plt.ylabel('Count', fontsize=10)\n",
    "plt.title('Count of accidents by Year', loc='Center', fontsize=14)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The possibility of survived \n",
    "\n",
    "We compare the number of aboard and fatalities every year, to see the chances of survival in air accidents."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'Total number of people involved by Year')"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10d0083c8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Fatalities = Data.groupby(Data.Time.dt.year).sum()\n",
    "Fatalities['Proportion'] = Fatalities['Fatalities'] / Fatalities['Aboard']\n",
    "\n",
    "plt.figure(figsize=(15,9))\n",
    "plt.bar(Fatalities['Aboard'].index,Fatalities['Aboard'],label = 'Aboard', color = '#146eb4', alpha = 0.7)\n",
    "plt.bar(Fatalities['Fatalities'].index,Fatalities['Fatalities'],label = 'Fatalities',color = '#30c39e',alpha = 0.6)\n",
    "plt.legend(fontsize=10)\n",
    "plt.xlabel('Year', fontsize=10)\n",
    "plt.ylabel('Amount of people', fontsize=10)\n",
    "plt.title('Total number of people involved by Year', loc='Center', fontsize=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "Totals = pd.read_csv('Air transport departures worldwide.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "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>Country Name</th>\n",
       "      <th>Country Code</th>\n",
       "      <th>Indicator Name</th>\n",
       "      <th>Indicator Code</th>\n",
       "      <th>1959</th>\n",
       "      <th>1960</th>\n",
       "      <th>1961</th>\n",
       "      <th>1962</th>\n",
       "      <th>1963</th>\n",
       "      <th>1964</th>\n",
       "      <th>...</th>\n",
       "      <th>2007</th>\n",
       "      <th>2008</th>\n",
       "      <th>2009</th>\n",
       "      <th>2010</th>\n",
       "      <th>2011</th>\n",
       "      <th>2012</th>\n",
       "      <th>2013</th>\n",
       "      <th>2014</th>\n",
       "      <th>2015</th>\n",
       "      <th>2016</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Aruba</td>\n",
       "      <td>ABW</td>\n",
       "      <td>Air transport, registered carrier departures w...</td>\n",
       "      <td>IS.AIR.DPRT</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>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>AFG</td>\n",
       "      <td>Air transport, registered carrier departures w...</td>\n",
       "      <td>IS.AIR.DPRT</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>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>21677.0</td>\n",
       "      <td>25021.000000</td>\n",
       "      <td>17775.000000</td>\n",
       "      <td>21696.0</td>\n",
       "      <td>25920.0</td>\n",
       "      <td>23532.128</td>\n",
       "      <td>22770.566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Angola</td>\n",
       "      <td>AGO</td>\n",
       "      <td>Air transport, registered carrier departures w...</td>\n",
       "      <td>IS.AIR.DPRT</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>...</td>\n",
       "      <td>5277.0</td>\n",
       "      <td>3361.0</td>\n",
       "      <td>3236.0</td>\n",
       "      <td>17060.0</td>\n",
       "      <td>12282.000000</td>\n",
       "      <td>13072.000000</td>\n",
       "      <td>14496.0</td>\n",
       "      <td>13716.0</td>\n",
       "      <td>13116.000</td>\n",
       "      <td>13042.376</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Albania</td>\n",
       "      <td>ALB</td>\n",
       "      <td>Air transport, registered carrier departures w...</td>\n",
       "      <td>IS.AIR.DPRT</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>...</td>\n",
       "      <td>4930.0</td>\n",
       "      <td>5058.0</td>\n",
       "      <td>5140.0</td>\n",
       "      <td>9412.0</td>\n",
       "      <td>10373.210942</td>\n",
       "      <td>10309.179138</td>\n",
       "      <td>11196.0</td>\n",
       "      <td>1992.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>306.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Andorra</td>\n",
       "      <td>AND</td>\n",
       "      <td>Air transport, registered carrier departures w...</td>\n",
       "      <td>IS.AIR.DPRT</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>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 62 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Country Name Country Code  \\\n",
       "0        Aruba          ABW   \n",
       "1  Afghanistan          AFG   \n",
       "2       Angola          AGO   \n",
       "3      Albania          ALB   \n",
       "4      Andorra          AND   \n",
       "\n",
       "                                      Indicator Name Indicator Code  1959  \\\n",
       "0  Air transport, registered carrier departures w...    IS.AIR.DPRT   NaN   \n",
       "1  Air transport, registered carrier departures w...    IS.AIR.DPRT   NaN   \n",
       "2  Air transport, registered carrier departures w...    IS.AIR.DPRT   NaN   \n",
       "3  Air transport, registered carrier departures w...    IS.AIR.DPRT   NaN   \n",
       "4  Air transport, registered carrier departures w...    IS.AIR.DPRT   NaN   \n",
       "\n",
       "   1960  1961  1962  1963  1964    ...        2007    2008    2009     2010  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN    ...         NaN     NaN     NaN      NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN    ...         NaN     NaN     NaN  21677.0   \n",
       "2   NaN   NaN   NaN   NaN   NaN    ...      5277.0  3361.0  3236.0  17060.0   \n",
       "3   NaN   NaN   NaN   NaN   NaN    ...      4930.0  5058.0  5140.0   9412.0   \n",
       "4   NaN   NaN   NaN   NaN   NaN    ...         NaN     NaN     NaN      NaN   \n",
       "\n",
       "           2011          2012     2013     2014       2015       2016  \n",
       "0           NaN           NaN      NaN      NaN        NaN        NaN  \n",
       "1  25021.000000  17775.000000  21696.0  25920.0  23532.128  22770.566  \n",
       "2  12282.000000  13072.000000  14496.0  13716.0  13116.000  13042.376  \n",
       "3  10373.210942  10309.179138  11196.0   1992.0        NaN    306.000  \n",
       "4           NaN           NaN      NaN      NaN        NaN        NaN  \n",
       "\n",
       "[5 rows x 62 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Totals.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Cleaning"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "Totals = Totals.drop(['Country Name', 'Country Code', 'Indicator Name', 'Indicator Code'], axis = 1)\n",
    "Totals = Totals.replace(np.nan, 0)\n",
    "Totals = pd.DataFrame(Totals.sum())\n",
    "Totals = Totals.drop(Totals.index[0:10])\n",
    "Totals = Totals['1970':'2008']\n",
    "Totals.columns = ['Sum']\n",
    "Totals.index.name = 'Year'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [],
   "source": [
    "Fatalities = Fatalities.reset_index()\n",
    "Fatalities.Time = Fatalities.Time.apply(str)\n",
    "Fatalities.index = Fatalities['Time']\n",
    "del Fatalities['Time']\n",
    "Fatalities = Fatalities['1970':'2008']\n",
    "Fatalities = Fatalities[['Fatalities']]\n",
    "Totals = pd.concat([Totals, Fatalities], axis=1) #joining two data frames into one\n",
    "Totals['Ratio'] = Totals['Fatalities'] / Totals['Sum'] * 100 #calculating ratio"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fatalities / Total amount of passegers Ratio by Year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a18a53b70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.gridspec as gridspec\n",
    "gs = gridspec.GridSpec(2, 2)\n",
    "plt.figure(figsize=(15,10))\n",
    "\n",
    "ax = plt.subplot(gs[0, 0]) \n",
    "plt.plot(Totals.index, 'Sum', data=Totals, marker = \".\", color = '#146eb4', linewidth=2)\n",
    "plt.xlabel('Year', fontsize=11)\n",
    "plt.ylabel('Amount of passengers', fontsize=11)\n",
    "plt.title('Total amount of air passengers by Year', loc='Center', fontsize=14)\n",
    "plt.xticks(rotation=90)\n",
    "\n",
    "ax = plt.subplot(gs[0, 1]) \n",
    "plt.plot(Fatalities.index, 'Fatalities', data=Fatalities, color='#ffc845', marker = \".\", linewidth=2)\n",
    "plt.xlabel('Year', fontsize=11)\n",
    "plt.ylabel('Number of Deaths', fontsize=11)\n",
    "plt.title('Total number of Fatalities by Year', loc='Center', fontsize=14)\n",
    "plt.xticks(rotation=90)\n",
    "\n",
    "ax = plt.subplot(gs[1, :]) \n",
    "plt.plot(Totals.index, 'Ratio', data=Totals, color='#00a78e', marker = \".\", linewidth=2)\n",
    "plt.xlabel('Year', fontsize=11)\n",
    "plt.ylabel('Ratio (%)', fontsize=11)\n",
    "plt.title('Fatalities / Total amount of passegers Ratio by Year', loc='Center', fontsize=14)\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Operators Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110f95390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Data.Operator = Data.Operator.str.upper()\n",
    "Data.Operator = Data.Operator.replace('A B AEROTRANSPORT', 'AB AEROTRANSPORT')\n",
    "\n",
    "Prop_by_Op = Data.groupby('Operator')[['Fatalities']].sum()\n",
    "Prop_by_Op = Prop_by_Op.rename(columns={\"Operator\": \"Fatalities\"})\n",
    "Prop_by_Op = Prop_by_Op.sort_values(by='Fatalities', ascending=False)\n",
    "Prop_by_OpTOP = Prop_by_Op.head(15)\n",
    "\n",
    "\n",
    "Total_by_Op = Data.groupby('Operator')[['Operator']].count()\n",
    "Total_by_Op = Total_by_Op.rename(columns={\"Operator\": \"Count\"})\n",
    "Total_by_Op = Total_by_Op.sort_values(by='Count', ascending=False).head(15)\n",
    "\n",
    "plt.figure(figsize=(15,7))\n",
    "sns.barplot(y=Total_by_Op.index, x=\"Count\", data=Total_by_Op, palette=\"summer\", orient='h',label = 'Count')\n",
    "#sns.barplot(y=Prop_by_OpTOP.index, x=\"Fatalities\", data=Prop_by_OpTOP, palette=\"Blues_d\", orient='h',label = 'Fatalities')\n",
    "plt.xlabel('Count', fontsize=11)\n",
    "plt.ylabel('Operator', fontsize=11)\n",
    "plt.title('Total Count by Opeartor', loc='Center', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a18a4dcc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Prop_by_Op = Data.groupby('Operator')[['Fatalities']].sum()\n",
    "Prop_by_Op = Prop_by_Op.rename(columns={\"Operator\": \"Fatalities\"})\n",
    "Prop_by_Op = Prop_by_Op.sort_values(by='Fatalities', ascending=False)\n",
    "Prop_by_OpTOP = Prop_by_Op.head(15)\n",
    "\n",
    "plt.figure(figsize=(15,8))\n",
    "sns.barplot(y=Prop_by_OpTOP.index, x=\"Fatalities\", data=Prop_by_OpTOP, palette=\"summer\", orient='h')\n",
    "plt.xlabel('Fatalities', fontsize=11)\n",
    "plt.ylabel('Operator', fontsize=11)\n",
    "plt.title('Total Fatalities by Opeartor', loc='Center', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## the Type of Airplane Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "Data = pd.read_csv('Airplane_Crashes_and_Fatalities_Since_1908.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a1959b128>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "Data.Type = Data.Type.str.upper()\n",
    "Total_by_Ty = Data.groupby('Type')[['Type']].count()\n",
    "Total_by_Ty = Total_by_Ty.rename(columns={\"Type\": \"Count\"})\n",
    "Total_by_Ty = Total_by_Ty.sort_values(by='Count', ascending=False).head(15)\n",
    "\n",
    "plt.figure(figsize=(15,8))\n",
    "sns.barplot(y=Total_by_Ty.index, x=\"Count\", data=Total_by_Ty, palette=\"winter\", orient='h')\n",
    "plt.xlabel('Count', fontsize=11)\n",
    "plt.ylabel('Type of plane', fontsize=11)\n",
    "plt.title('Total Count by type of airplane', loc='Center', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## World Clouds\n",
    "\n",
    "Location of accident"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "from wordcloud import WordCloud, STOPWORDS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a17d5acc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "text = str(Data.Location.tolist())\n",
    "globe_mask = np.array(Image.open('globe.jpg'))\n",
    "\n",
    "stopwords = set(STOPWORDS)\n",
    "stopwords.add('nan')\n",
    "stopwords.add('Near')\n",
    "\n",
    "wc = WordCloud(background_color=\"white\", max_words=2000, mask=globe_mask,\n",
    "               stopwords=stopwords)\n",
    "wc.generate(text)\n",
    "\n",
    "plt.figure(figsize=(12,12))\n",
    "plt.imshow(wc, interpolation='bilinear')\n",
    "plt.axis(\"off\")\n",
    "plt.title('Location of Accident', loc='Center', fontsize=14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The relationship between Opeartor and Type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "Data2 = pd.read_csv('Airplane_Crashes_and_Fatalities_Since_1908.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1a17e05a20>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn\n",
    "df2 = pd.DataFrame(Data2[['Type','Operator']])\n",
    "df2 = pd.DataFrame(data={'Type':df2.groupby(['Type','Operator']).size().index.get_level_values('Type'),'Operator':df2.groupby(['Type','Operator']).size().index.get_level_values('Operator'),'Count':df2.groupby(['Type','Operator']).size()})\n",
    "df2 = df2.reset_index(drop=True)\n",
    "df2 =df2.sort_values('Count', ascending=False)\n",
    "df2 = df2[df2['Count']>4].pivot(index='Type', columns='Operator', values='Count')\n",
    "df2 = df2.replace(to_replace='NaN', value=0)\n",
    "plt.figure(figsize=(15,10))\n",
    "seaborn.heatmap(df2, cmap='Blues',vmin=0, vmax=10)\n",
    "plt.yticks(np.arange(0.5, len(df2.index), 1), df2.index)\n",
    "plt.xticks(np.arange(0.5, len(df2.columns), 1), df2.columns, rotation='vertical')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Preparation for world map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "Data2['path'] = Data2['Route'].fillna(0)\n",
    "path = []\n",
    "for i in range(0,len(Data2['path'])):\n",
    "    if Data2['path'][i]!= 0:\n",
    "        path.append(Data2['path'][i].split(' - '))\n",
    "path2 = []\n",
    "for i in range(0,len(path)):\n",
    "    if len(path[i]) > 1:\n",
    "        path2.append(path[i])\n",
    "path4 = []\n",
    "for i in range(0,len(path2)):\n",
    "    path3 = []\n",
    "    for j in range(0,len(path2[i])):\n",
    "        path3.append(path2[i][j].split(',')[0])\n",
    "    path4.append(path3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "Data3 = pd.read_csv('simplemaps-worldcities-basic.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "path6 = []\n",
    "for i in range(0,len(path4)):\n",
    "    path5 = []\n",
    "    for j in range(0,len(path4[i])):\n",
    "        if path4[i][j] in Data3['city'].values:\n",
    "            path5.append(path4[i][j])\n",
    "            path5.append(Data3[Data3['city'].values == path4[i][j]]['lat'].values[0])\n",
    "            path5.append(Data3[Data3['city'].values == path4[i][j]]['lng'].values[0])\n",
    "    path6.append(path5)\n",
    "path7 = []\n",
    "for i in range(0,len(path6)):\n",
    "    if len(path6[i])>4:\n",
    "        path7.append(path6[i])\n",
    "path9 = []\n",
    "for i in range(0,len(path7)):\n",
    "    for j in range(0,int(len(path7[i])/3)):\n",
    "        path8 = []\n",
    "        path8.append(path7[i][3*j])\n",
    "        path8.append(path7[i][3*j+1])\n",
    "        path8.append(path7[i][3*j+2])\n",
    "    path9.append(path8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "import csv\n",
    "with open('station.csv','w',newline='') as f:\n",
    "    writer = csv.writer(f)\n",
    "    header = ['station','lat','lng']\n",
    "    writer.writerow(header)\n",
    "    writer.writerows(path9)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Flight paths in world map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_flight_paths = pd.read_csv('path.csv')\n",
    "df_airports = pd.read_csv('station.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot airports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "airports1 = [ dict(\n",
    "        type = 'scattergeo',\n",
    "        lon = df_airports['lng'],\n",
    "        lat = df_airports['lat'],\n",
    "        mode = 'markers',\n",
    "        marker = dict( \n",
    "            size=3,\n",
    "            color='rgb(255, 0, 0)',\n",
    "            opacity=0.7\n",
    "        ))]\n",
    "airports2 = [ dict(\n",
    "        type = 'scattergeo',\n",
    "        lon = df_airports['lng'],\n",
    "        lat = df_airports['lat'],\n",
    "        mode = 'markers',\n",
    "        marker = dict( \n",
    "            size=1,\n",
    "            color='rgb(255, 0, 0)',\n",
    "            opacity=1\n",
    "        ))]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot flight paths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "flight_paths = []\n",
    "for i in range( len( df_flight_paths ) ):\n",
    "    flight_paths.append(\n",
    "        dict(\n",
    "            type = 'scattergeo',\n",
    "            lon = [ df_flight_paths['start_lon'][i], df_flight_paths['end_lon1'][i] ],\n",
    "            lat = [ df_flight_paths['start_lat'][i], df_flight_paths['end_lat1'][i] ],\n",
    "            mode = 'lines',\n",
    "            line = dict(\n",
    "                width = 0.5,\n",
    "                alpha = 0.2,\n",
    "                color = 'blue',\n",
    "            )\n",
    "        )\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Setting layout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "layout = dict(\n",
    "        title = 'flight path',\n",
    "        showlegend = False,         \n",
    "        geo = dict(\n",
    "            projection = dict( type=\"world\" ),\n",
    "            resolution = 50,\n",
    "            showland = True,\n",
    "            landcolor = 'rgb(243, 243, 243)',\n",
    "            countrycolor = 'rgb(204, 204, 204)',\n",
    "\n",
    "            lataxis = dict(\n",
    "                #range = [ 20, 60],\n",
    "                showgrid = False,\n",
    "                tickmode = \"linear\",\n",
    "                dtick = 50\n",
    "            ),\n",
    "            lonaxis = dict(\n",
    "                #range = [-100, 20],\n",
    "                showgrid = False,\n",
    "                tickmode = \"linear\",\n",
    "                dtick = 60\n",
    "            ),\n",
    "        ),\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
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     "data": {
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      "text/vnd.plotly.v1+html": [
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204, 204)\", \"lataxis\": {\"showgrid\": false, \"tickmode\": \"linear\", \"dtick\": 50}, \"lonaxis\": {\"showgrid\": false, \"tickmode\": \"linear\", \"dtick\": 60}}}, {\"showLink\": true, \"linkText\": \"Export to plot.ly\"})});</script>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plotly.offline.init_notebook_mode(connected=True)\n",
    "fig = dict( data=airports1+airports2+flight_paths, layout=layout )\n",
    "plotly.offline.iplot(fig, validate=False, filename='Flight Path')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  }
 ],
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