rank.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import glob\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "airlines = pd.read_csv('airlines.csv')\n",
    "airports = pd.read_csv('airports.csv')\n",
    "flights = pd.read_csv('flights.csv', low_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "flights = flights[flights['MONTH'] == 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>ELAPSED_TIME</th>\n",
       "      <th>TAXI_IN</th>\n",
       "      <th>AIR_TIME</th>\n",
       "      <th>TAXI_OUT</th>\n",
       "      <th>ARRIVAL_TIME</th>\n",
       "      <th>WHEELS_ON</th>\n",
       "      <th>WHEELS_OFF</th>\n",
       "      <th>ARRIVAL_DELAY</th>\n",
       "      <th>DEPARTURE_TIME</th>\n",
       "      <th>DEPARTURE_DELAY</th>\n",
       "      <th>SCHEDULED_TIME</th>\n",
       "      <th>SCHEDULED_ARRIVAL</th>\n",
       "      <th>SCHEDULED_DEPARTURE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>194.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>169.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>408.0</td>\n",
       "      <td>404.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>-22.0</td>\n",
       "      <td>2354.0</td>\n",
       "      <td>-11.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>430</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>279.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>263.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>741.0</td>\n",
       "      <td>737.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>750</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>293.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>811.0</td>\n",
       "      <td>800.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>286.0</td>\n",
       "      <td>806</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>281.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>258.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>756.0</td>\n",
       "      <td>748.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>-9.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>-5.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>805</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>215.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>199.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>259.0</td>\n",
       "      <td>254.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>-21.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>320</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   ELAPSED_TIME  TAXI_IN  AIR_TIME  TAXI_OUT  ARRIVAL_TIME  WHEELS_ON  \\\n",
       "0         194.0      4.0     169.0      21.0         408.0      404.0   \n",
       "1         279.0      4.0     263.0      12.0         741.0      737.0   \n",
       "2         293.0     11.0     266.0      16.0         811.0      800.0   \n",
       "3         281.0      8.0     258.0      15.0         756.0      748.0   \n",
       "4         215.0      5.0     199.0      11.0         259.0      254.0   \n",
       "\n",
       "   WHEELS_OFF  ARRIVAL_DELAY  DEPARTURE_TIME  DEPARTURE_DELAY  SCHEDULED_TIME  \\\n",
       "0        15.0          -22.0          2354.0            -11.0           205.0   \n",
       "1        14.0           -9.0             2.0             -8.0           280.0   \n",
       "2        34.0            5.0            18.0             -2.0           286.0   \n",
       "3        30.0           -9.0            15.0             -5.0           285.0   \n",
       "4        35.0          -21.0            24.0             -1.0           235.0   \n",
       "\n",
       "   SCHEDULED_ARRIVAL  SCHEDULED_DEPARTURE  \n",
       "0                430                    5  \n",
       "1                750                   10  \n",
       "2                806                   20  \n",
       "3                805                   20  \n",
       "4                320                   25  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flights[['ELAPSED_TIME','TAXI_IN','AIR_TIME','TAXI_OUT','ARRIVAL_TIME','WHEELS_ON','WHEELS_OFF','ARRIVAL_DELAY','DEPARTURE_TIME','DEPARTURE_DELAY','SCHEDULED_TIME','SCHEDULED_ARRIVAL','SCHEDULED_DEPARTURE']][0:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'YEAR': 0,\n",
       " 'MONTH': 0,\n",
       " 'DAY': 0,\n",
       " 'DAY_OF_WEEK': 0,\n",
       " 'AIRLINE': 0,\n",
       " 'FLIGHT_NUMBER': 0,\n",
       " 'TAIL_NUMBER': 2782,\n",
       " 'ORIGIN_AIRPORT': 0,\n",
       " 'DESTINATION_AIRPORT': 0,\n",
       " 'SCHEDULED_DEPARTURE': 0,\n",
       " 'DEPARTURE_TIME': 11657,\n",
       " 'DEPARTURE_DELAY': 11657,\n",
       " 'TAXI_OUT': 11876,\n",
       " 'WHEELS_OFF': 11876,\n",
       " 'SCHEDULED_TIME': 0,\n",
       " 'ELAPSED_TIME': 12955,\n",
       " 'AIR_TIME': 12955,\n",
       " 'DISTANCE': 0,\n",
       " 'WHEELS_ON': 12271,\n",
       " 'TAXI_IN': 12271,\n",
       " 'SCHEDULED_ARRIVAL': 0,\n",
       " 'ARRIVAL_TIME': 12271,\n",
       " 'ARRIVAL_DELAY': 12955,\n",
       " 'DIVERTED': 0,\n",
       " 'CANCELLED': 0,\n",
       " 'CANCELLATION_REASON': 457986,\n",
       " 'AIR_SYSTEM_DELAY': 374017,\n",
       " 'SECURITY_DELAY': 374017,\n",
       " 'AIRLINE_DELAY': 374017,\n",
       " 'LATE_AIRCRAFT_DELAY': 374017,\n",
       " 'WEATHER_DELAY': 374017}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "missing_flights_data = {}\n",
    "for item in flights.columns:\n",
    "    missing_flights_data[item] = flights[item].isnull().values.ravel().sum()\n",
    "missing_flights_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "unique_flights_data = {}\n",
    "for item in flights.columns:\n",
    "    unique_flights_data[item] = flights[item].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    Friday\n",
       "1    Friday\n",
       "2    Friday\n",
       "3    Friday\n",
       "4    Friday\n",
       "Name: DESC_DOW, dtype: object"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flights.YEAR.unique() #2015\n",
    "day_of_week_desc={\n",
    "    7:'Monday',\n",
    "    1:'Tuesday',\n",
    "    2:'Wednesday',\n",
    "    3:'Thursday',\n",
    "    4:'Friday',\n",
    "    5:'Saturday',\n",
    "    6:'Sunday'\n",
    "}\n",
    "flights['DESC_DOW']=flights['DAY_OF_WEEK'].apply(lambda a:day_of_week_desc[a])\n",
    "flights.head()['DESC_DOW']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      Alaska Airlines Inc.\n",
       "1    American Airlines Inc.\n",
       "2           US Airways Inc.\n",
       "3    American Airlines Inc.\n",
       "4      Alaska Airlines Inc.\n",
       "Name: DESC_AIRLINE, dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "airlines_dict = dict(zip(airlines['IATA_CODE'],airlines['AIRLINE']))\n",
    "airport_dict = dict(zip(airports['IATA_CODE'],airports['AIRPORT']))\n",
    "flights['DESC_AIRLINE'] = flights['AIRLINE'].apply(lambda x: airlines_dict[x])\n",
    "flights.head()['DESC_AIRLINE']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>RATIO_OP_SCH</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DESC_AIRLINE</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Alaska Airlines Inc.</th>\n",
       "      <td>0.995172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>American Airlines Inc.</th>\n",
       "      <td>0.979573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>American Eagle Airlines Inc.</th>\n",
       "      <td>0.923478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atlantic Southeast Airlines</th>\n",
       "      <td>0.965909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delta Air Lines Inc.</th>\n",
       "      <td>0.989475</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              RATIO_OP_SCH\n",
       "DESC_AIRLINE                              \n",
       "Alaska Airlines Inc.              0.995172\n",
       "American Airlines Inc.            0.979573\n",
       "American Eagle Airlines Inc.      0.923478\n",
       "Atlantic Southeast Airlines       0.965909\n",
       "Delta Air Lines Inc.              0.989475"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Each airline is either cancelled or operated.\n",
    "rank_airlines = pd.DataFrame(flights.groupby('DESC_AIRLINE').count()['SCHEDULED_DEPARTURE'])\n",
    "rank_airlines['CANCELLED']=flights.groupby('DESC_AIRLINE').sum()['CANCELLED']\n",
    "rank_airlines['OPERATED']=rank_airlines['SCHEDULED_DEPARTURE']-rank_airlines['CANCELLED']\n",
    "rank_airlines['RATIO_OP_SCH']=rank_airlines['OPERATED']/rank_airlines['SCHEDULED_DEPARTURE']\n",
    "rank_airlines.drop(rank_airlines.columns[[0,1,2]],axis=1,inplace=True)\n",
    "rank_airlines.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Ratio of operated and scheduled flights for each airlines in increasing order')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rank_airlines.sort_values(['RATIO_OP_SCH'],ascending = 1,inplace=True)\n",
    "# rank_airlines.head()\n",
    "rank_airlines['RATIO_OP_SCH'].plot(kind='bar',figsize=(18,6),rot=45)\n",
    "plt.title('Ratio of operated and scheduled flights for each airlines in increasing order')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10f34a6a0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "flights['FLIGHT_SPEED'] = 60*flights['DISTANCE']/flights['AIR_TIME']\n",
    "rank_airlines['FLIGHT_SPEED'] = flights.groupby('DESC_AIRLINE')['FLIGHT_SPEED'].mean()\n",
    "flights[['DESC_AIRLINE','FLIGHT_SPEED']].boxplot(column = 'FLIGHT_SPEED',by='DESC_AIRLINE',figsize=(13,7),rot=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>RATIO_OP_SCH</th>\n",
       "      <th>FLIGHT_SPEED</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DESC_AIRLINE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>American Eagle Airlines Inc.</th>\n",
       "      <td>0.923478</td>\n",
       "      <td>361.329625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JetBlue Airways</th>\n",
       "      <td>0.949036</td>\n",
       "      <td>416.728409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atlantic Southeast Airlines</th>\n",
       "      <td>0.965909</td>\n",
       "      <td>361.540303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US Airways Inc.</th>\n",
       "      <td>0.971364</td>\n",
       "      <td>406.945338</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skywest Airlines Inc.</th>\n",
       "      <td>0.973771</td>\n",
       "      <td>358.274238</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              RATIO_OP_SCH  FLIGHT_SPEED\n",
       "DESC_AIRLINE                                            \n",
       "American Eagle Airlines Inc.      0.923478    361.329625\n",
       "JetBlue Airways                   0.949036    416.728409\n",
       "Atlantic Southeast Airlines       0.965909    361.540303\n",
       "US Airways Inc.                   0.971364    406.945338\n",
       "Skywest Airlines Inc.             0.973771    358.274238"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rank_airlines.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>RATIO_OP_SCH</th>\n",
       "      <th>FLIGHT_SPEED</th>\n",
       "      <th>ARRIVAL_DELAY</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DESC_AIRLINE</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>American Eagle Airlines Inc.</th>\n",
       "      <td>0.923478</td>\n",
       "      <td>361.329625</td>\n",
       "      <td>0.302750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JetBlue Airways</th>\n",
       "      <td>0.949036</td>\n",
       "      <td>416.728409</td>\n",
       "      <td>0.122455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Atlantic Southeast Airlines</th>\n",
       "      <td>0.965909</td>\n",
       "      <td>361.540303</td>\n",
       "      <td>0.142292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US Airways Inc.</th>\n",
       "      <td>0.971364</td>\n",
       "      <td>406.945338</td>\n",
       "      <td>0.051791</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Skywest Airlines Inc.</th>\n",
       "      <td>0.973771</td>\n",
       "      <td>358.274238</td>\n",
       "      <td>0.181498</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              RATIO_OP_SCH  FLIGHT_SPEED  ARRIVAL_DELAY\n",
       "DESC_AIRLINE                                                           \n",
       "American Eagle Airlines Inc.      0.923478    361.329625       0.302750\n",
       "JetBlue Airways                   0.949036    416.728409       0.122455\n",
       "Atlantic Southeast Airlines       0.965909    361.540303       0.142292\n",
       "US Airways Inc.                   0.971364    406.945338       0.051791\n",
       "Skywest Airlines Inc.             0.973771    358.274238       0.181498"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flights.groupby('DESC_AIRLINE')[['ARRIVAL_DELAY','DEPARTURE_DELAY']].mean()\n",
    "rank_airlines['ARRIVAL_DELAY']= flights.groupby('DESC_AIRLINE')['ARRIVAL_DELAY'].mean()\n",
    "rank_airlines['ARRIVAL_DELAY']=rank_airlines['ARRIVAL_DELAY'].apply(lambda x:x/60)\n",
    "rank_airlines.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0, 'Mean flight delays (Arrival : Green,Departure : Yellow)')]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_delay = pd.DataFrame(flights.groupby('DESC_AIRLINE')[['ARRIVAL_DELAY','DEPARTURE_DELAY']].mean())\n",
    "df_delay.sort_values(['ARRIVAL_DELAY','DEPARTURE_DELAY'],ascending = [1,1],inplace=True)\n",
    "plt.figure(figsize=(12,7))\n",
    "sns.set_color_codes(\"deep\")\n",
    "sns.set_context(font_scale=2.5)\n",
    "plot = sns.barplot(x='DEPARTURE_DELAY',y=df_delay.index,data = df_delay,color = 'y')\n",
    "plot = sns.barplot(x='ARRIVAL_DELAY',y=df_delay.index,data = df_delay,color = 'g')\n",
    "plot.set(xlabel='Mean flight delays (Arrival : Green,Departure : Yellow)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11d881978>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rank_airlines['FLIGHTS_VOLUME'] = flights.groupby('DESC_AIRLINE')['FLIGHT_NUMBER'].count()\n",
    "total = rank_airlines['FLIGHTS_VOLUME'].sum()\n",
    "rank_airlines['FLIGHTS_VOLUME'] = rank_airlines['FLIGHTS_VOLUME'].apply(lambda x:(x/float(total)))\n",
    "rank_airlines['FLIGHTS_VOLUME'].plot.pie(figsize=(10,10),rot=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.5, 0, 'Mean taxi out and in time (Taxi Out : Green,Taxi In : Yellow)')]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rank_airlines[['TAXI_IN','TAXI_OUT']] = flights.groupby('DESC_AIRLINE')[['TAXI_IN','TAXI_OUT']].mean()\n",
    "# rank_airlines[['TAXI_IN','TAXI_OUT']] = rank_airlines[['TAXI_IN','TAXI_OUT']].apply(lambda x, y : (x/float(60),y/float(60)))\n",
    "rank_airlines['TAXI_IN'] = rank_airlines['TAXI_IN'].apply(lambda x:(x/float(60)))\n",
    "rank_airlines['TAXI_OUT'] = rank_airlines['TAXI_OUT'].apply(lambda x:(x/float(60)))\n",
    "plt.figure(figsize=(11, 8))\n",
    "sns.set_color_codes(\"deep\")\n",
    "sns.set_context(font_scale=2.5)\n",
    "plot = sns.barplot(x='TAXI_OUT',y=rank_airlines.index,data = rank_airlines,color = 'crimson')\n",
    "plot = sns.barplot(x='TAXI_IN',y=rank_airlines.index,data = rank_airlines,color = 'cyan')\n",
    "plot.set(xlabel='Mean taxi out and in time (Taxi Out : Green,Taxi In : Yellow)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>RATIO_OP_SCH</th>\n",
       "      <th>FLIGHT_SPEED</th>\n",
       "      <th>ARRIVAL_DELAY</th>\n",
       "      <th>FLIGHTS_VOLUME</th>\n",
       "      <th>TAXI_IN</th>\n",
       "      <th>TAXI_OUT</th>\n",
       "      <th>SCORE</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DESC_AIRLINE</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>Southwest Airlines Co.</th>\n",
       "      <td>1.812024</td>\n",
       "      <td>1.637739</td>\n",
       "      <td>1.266325</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.144008</td>\n",
       "      <td>2.423850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Delta Air Lines Inc.</th>\n",
       "      <td>1.910502</td>\n",
       "      <td>1.731326</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.626266</td>\n",
       "      <td>1.290383</td>\n",
       "      <td>1.914566</td>\n",
       "      <td>1.549968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Alaska Airlines Inc.</th>\n",
       "      <td>1.989096</td>\n",
       "      <td>1.875416</td>\n",
       "      <td>1.084454</td>\n",
       "      <td>1.089455</td>\n",
       "      <td>1.018220</td>\n",
       "      <td>1.545278</td>\n",
       "      <td>1.501703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Virgin America</th>\n",
       "      <td>1.822411</td>\n",
       "      <td>1.928407</td>\n",
       "      <td>1.169822</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.494529</td>\n",
       "      <td>1.400165</td>\n",
       "      <td>1.019257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>American Airlines Inc.</th>\n",
       "      <td>1.773884</td>\n",
       "      <td>1.865355</td>\n",
       "      <td>1.441138</td>\n",
       "      <td>1.412628</td>\n",
       "      <td>1.660755</td>\n",
       "      <td>1.680582</td>\n",
       "      <td>0.930711</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        RATIO_OP_SCH  FLIGHT_SPEED  ARRIVAL_DELAY  \\\n",
       "DESC_AIRLINE                                                        \n",
       "Southwest Airlines Co.      1.812024      1.637739       1.266325   \n",
       "Delta Air Lines Inc.        1.910502      1.731326       1.000000   \n",
       "Alaska Airlines Inc.        1.989096      1.875416       1.084454   \n",
       "Virgin America              1.822411      1.928407       1.169822   \n",
       "American Airlines Inc.      1.773884      1.865355       1.441138   \n",
       "\n",
       "                        FLIGHTS_VOLUME   TAXI_IN  TAXI_OUT     SCORE  \n",
       "DESC_AIRLINE                                                          \n",
       "Southwest Airlines Co.        2.000000  1.000000  1.144008  2.423850  \n",
       "Delta Air Lines Inc.          1.626266  1.290383  1.914566  1.549968  \n",
       "Alaska Airlines Inc.          1.089455  1.018220  1.545278  1.501703  \n",
       "Virgin America                1.000000  1.494529  1.400165  1.019257  \n",
       "American Airlines Inc.        1.412628  1.660755  1.680582  0.930711  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for i in rank_airlines.columns:\n",
    "    rank_airlines[i] = ((rank_airlines[i]-rank_airlines[i].min())/(rank_airlines[i].max()-rank_airlines[i].min()))+1\n",
    "a = rank_airlines.RATIO_OP_SCH*rank_airlines.FLIGHT_SPEED*rank_airlines.FLIGHTS_VOLUME\n",
    "b = rank_airlines.ARRIVAL_DELAY*rank_airlines.TAXI_IN*rank_airlines.TAXI_OUT\n",
    "rank_airlines['SCORE'] = a/(1+b)\n",
    "rank_airlines.sort_values(['SCORE'],ascending=False,inplace=True)\n",
    "rank_airlines.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a2147e320>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 792x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rank_airlines['SCORE'].plot.bar(figsize = (11,8),rot=55)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Recommand Airlines\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "DESC_AIRLINE\n",
       "Southwest Airlines Co.    2.423850\n",
       "Delta Air Lines Inc.      1.549968\n",
       "Alaska Airlines Inc.      1.501703\n",
       "Name: SCORE, dtype: float64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Print recommand airlines\n",
    "print(\"Recommand Airlines\")\n",
    "rank_airlines['SCORE'][:3]"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}