mirror of
https://github.com/elastic/eland.git
synced 2025-07-11 00:02:14 +08:00
5760 lines
249 KiB
Plaintext
5760 lines
249 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Pandas"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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||
"pycharm": {
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"is_executing": false
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}
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},
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"outputs": [],
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"source": [
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"import pandas as pd"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [],
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"source": [
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"pd_df = pd.read_json('flights.json.gz', lines=True)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
|
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>AvgTicketPrice</th>\n",
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" <th>Cancelled</th>\n",
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" <th>Carrier</th>\n",
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||
" <th>Dest</th>\n",
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||
" <th>DestAirportID</th>\n",
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||
" <th>DestCityName</th>\n",
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||
" <th>DestCountry</th>\n",
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||
" <th>DestLocation</th>\n",
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||
" <th>DestRegion</th>\n",
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||
" <th>DestWeather</th>\n",
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||
" <th>...</th>\n",
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||
" <th>FlightTimeMin</th>\n",
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||
" <th>Origin</th>\n",
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||
" <th>OriginAirportID</th>\n",
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||
" <th>OriginCityName</th>\n",
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||
" <th>OriginCountry</th>\n",
|
||
" <th>OriginLocation</th>\n",
|
||
" <th>OriginRegion</th>\n",
|
||
" <th>OriginWeather</th>\n",
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||
" <th>dayOfWeek</th>\n",
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" <th>timestamp</th>\n",
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" </tr>\n",
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||
" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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||
" <th>0</th>\n",
|
||
" <td>841.265642</td>\n",
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||
" <td>False</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Sydney Kingsford Smith International Airport</td>\n",
|
||
" <td>SYD</td>\n",
|
||
" <td>Sydney</td>\n",
|
||
" <td>AU</td>\n",
|
||
" <td>{'lat': '-33.94609833', 'lon': '151.177002'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1030.770416</td>\n",
|
||
" <td>Frankfurt am Main Airport</td>\n",
|
||
" <td>FRA</td>\n",
|
||
" <td>Frankfurt am Main</td>\n",
|
||
" <td>DE</td>\n",
|
||
" <td>{'lat': '50.033333', 'lon': '8.570556'}</td>\n",
|
||
" <td>DE-HE</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 00:00:00</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>882.982662</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
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||
" <td>464.389481</td>\n",
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||
" <td>Cape Town International Airport</td>\n",
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||
" <td>CPT</td>\n",
|
||
" <td>Cape Town</td>\n",
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||
" <td>ZA</td>\n",
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||
" <td>{'lat': '-33.96480179', 'lon': '18.60169983'}</td>\n",
|
||
" <td>SE-BD</td>\n",
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||
" <td>Clear</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 18:27:00</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>190.636904</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 17:11:14</td>\n",
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||
" </tr>\n",
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||
" <tr>\n",
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||
" <th>3</th>\n",
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||
" <td>181.694216</td>\n",
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||
" <td>True</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
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||
" <td>Treviso-Sant'Angelo Airport</td>\n",
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||
" <td>TV01</td>\n",
|
||
" <td>Treviso</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.648399', 'lon': '12.1944'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>222.749059</td>\n",
|
||
" <td>Naples International Airport</td>\n",
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||
" <td>NA01</td>\n",
|
||
" <td>Naples</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '40.886002', 'lon': '14.2908'}</td>\n",
|
||
" <td>IT-72</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 10:33:28</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>730.041778</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Xi'an Xianyang International Airport</td>\n",
|
||
" <td>XIY</td>\n",
|
||
" <td>Xi'an</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '34.447102', 'lon': '108.751999'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>785.779071</td>\n",
|
||
" <td>Licenciado Benito Juarez International Airport</td>\n",
|
||
" <td>AICM</td>\n",
|
||
" <td>Mexico City</td>\n",
|
||
" <td>MX</td>\n",
|
||
" <td>{'lat': '19.4363', 'lon': '-99.072098'}</td>\n",
|
||
" <td>MX-DIF</td>\n",
|
||
" <td>Damaging Wind</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 05:13:00</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5 rows × 27 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" AvgTicketPrice Cancelled Carrier \\\n",
|
||
"0 841.265642 False Kibana Airlines \n",
|
||
"1 882.982662 False Logstash Airways \n",
|
||
"2 190.636904 False Logstash Airways \n",
|
||
"3 181.694216 True Kibana Airlines \n",
|
||
"4 730.041778 False Kibana Airlines \n",
|
||
"\n",
|
||
" Dest DestAirportID DestCityName \\\n",
|
||
"0 Sydney Kingsford Smith International Airport SYD Sydney \n",
|
||
"1 Venice Marco Polo Airport VE05 Venice \n",
|
||
"2 Venice Marco Polo Airport VE05 Venice \n",
|
||
"3 Treviso-Sant'Angelo Airport TV01 Treviso \n",
|
||
"4 Xi'an Xianyang International Airport XIY Xi'an \n",
|
||
"\n",
|
||
" DestCountry DestLocation DestRegion \\\n",
|
||
"0 AU {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n",
|
||
"1 IT {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"2 IT {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"3 IT {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n",
|
||
"4 CN {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
|
||
"\n",
|
||
" DestWeather ... FlightTimeMin \\\n",
|
||
"0 Rain ... 1030.770416 \n",
|
||
"1 Sunny ... 464.389481 \n",
|
||
"2 Cloudy ... 0.000000 \n",
|
||
"3 Clear ... 222.749059 \n",
|
||
"4 Clear ... 785.779071 \n",
|
||
"\n",
|
||
" Origin OriginAirportID \\\n",
|
||
"0 Frankfurt am Main Airport FRA \n",
|
||
"1 Cape Town International Airport CPT \n",
|
||
"2 Venice Marco Polo Airport VE05 \n",
|
||
"3 Naples International Airport NA01 \n",
|
||
"4 Licenciado Benito Juarez International Airport AICM \n",
|
||
"\n",
|
||
" OriginCityName OriginCountry \\\n",
|
||
"0 Frankfurt am Main DE \n",
|
||
"1 Cape Town ZA \n",
|
||
"2 Venice IT \n",
|
||
"3 Naples IT \n",
|
||
"4 Mexico City MX \n",
|
||
"\n",
|
||
" OriginLocation OriginRegion \\\n",
|
||
"0 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n",
|
||
"1 {'lat': '-33.96480179', 'lon': '18.60169983'} SE-BD \n",
|
||
"2 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"3 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n",
|
||
"4 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n",
|
||
"\n",
|
||
" OriginWeather dayOfWeek timestamp \n",
|
||
"0 Sunny 0 2018-01-01 00:00:00 \n",
|
||
"1 Clear 0 2018-01-01 18:27:00 \n",
|
||
"2 Rain 0 2018-01-01 17:11:14 \n",
|
||
"3 Thunder & Lightning 0 2018-01-01 10:33:28 \n",
|
||
"4 Damaging Wind 0 2018-01-01 05:13:00 \n",
|
||
"\n",
|
||
"[5 rows x 27 columns]"
|
||
]
|
||
},
|
||
"execution_count": 3,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pd_df.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 4,
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||
"metadata": {},
|
||
"outputs": [
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||
{
|
||
"data": {
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||
"text/html": [
|
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"<div>\n",
|
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" }\n",
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" }\n",
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"<table border=\"1\" class=\"dataframe\">\n",
|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>AvgTicketPrice</th>\n",
|
||
" <th>DistanceKilometers</th>\n",
|
||
" <th>DistanceMiles</th>\n",
|
||
" <th>FlightDelayMin</th>\n",
|
||
" <th>FlightTimeHour</th>\n",
|
||
" <th>FlightTimeMin</th>\n",
|
||
" <th>dayOfWeek</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>count</th>\n",
|
||
" <td>13059.000000</td>\n",
|
||
" <td>13059.000000</td>\n",
|
||
" <td>13059.000000</td>\n",
|
||
" <td>13059.000000</td>\n",
|
||
" <td>13059.000000</td>\n",
|
||
" <td>13059.000000</td>\n",
|
||
" <td>13059.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>mean</th>\n",
|
||
" <td>628.253689</td>\n",
|
||
" <td>7092.142455</td>\n",
|
||
" <td>4406.853013</td>\n",
|
||
" <td>47.335171</td>\n",
|
||
" <td>8.518797</td>\n",
|
||
" <td>511.127842</td>\n",
|
||
" <td>2.835975</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>std</th>\n",
|
||
" <td>266.396861</td>\n",
|
||
" <td>4578.438497</td>\n",
|
||
" <td>2844.909787</td>\n",
|
||
" <td>96.746711</td>\n",
|
||
" <td>5.579233</td>\n",
|
||
" <td>334.753952</td>\n",
|
||
" <td>1.939439</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>min</th>\n",
|
||
" <td>100.020528</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25%</th>\n",
|
||
" <td>409.893816</td>\n",
|
||
" <td>2459.705673</td>\n",
|
||
" <td>1528.390247</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>4.205553</td>\n",
|
||
" <td>252.333192</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50%</th>\n",
|
||
" <td>640.556668</td>\n",
|
||
" <td>7610.330866</td>\n",
|
||
" <td>4728.840363</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>8.384086</td>\n",
|
||
" <td>503.045170</td>\n",
|
||
" <td>3.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75%</th>\n",
|
||
" <td>842.185470</td>\n",
|
||
" <td>9736.637600</td>\n",
|
||
" <td>6050.066114</td>\n",
|
||
" <td>15.000000</td>\n",
|
||
" <td>12.006934</td>\n",
|
||
" <td>720.416036</td>\n",
|
||
" <td>4.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>max</th>\n",
|
||
" <td>1199.729053</td>\n",
|
||
" <td>19881.482315</td>\n",
|
||
" <td>12353.780369</td>\n",
|
||
" <td>360.000000</td>\n",
|
||
" <td>31.715034</td>\n",
|
||
" <td>1902.902032</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" AvgTicketPrice DistanceKilometers DistanceMiles FlightDelayMin \\\n",
|
||
"count 13059.000000 13059.000000 13059.000000 13059.000000 \n",
|
||
"mean 628.253689 7092.142455 4406.853013 47.335171 \n",
|
||
"std 266.396861 4578.438497 2844.909787 96.746711 \n",
|
||
"min 100.020528 0.000000 0.000000 0.000000 \n",
|
||
"25% 409.893816 2459.705673 1528.390247 0.000000 \n",
|
||
"50% 640.556668 7610.330866 4728.840363 0.000000 \n",
|
||
"75% 842.185470 9736.637600 6050.066114 15.000000 \n",
|
||
"max 1199.729053 19881.482315 12353.780369 360.000000 \n",
|
||
"\n",
|
||
" FlightTimeHour FlightTimeMin dayOfWeek \n",
|
||
"count 13059.000000 13059.000000 13059.000000 \n",
|
||
"mean 8.518797 511.127842 2.835975 \n",
|
||
"std 5.579233 334.753952 1.939439 \n",
|
||
"min 0.000000 0.000000 0.000000 \n",
|
||
"25% 4.205553 252.333192 1.000000 \n",
|
||
"50% 8.384086 503.045170 3.000000 \n",
|
||
"75% 12.006934 720.416036 4.000000 \n",
|
||
"max 31.715034 1902.902032 6.000000 "
|
||
]
|
||
},
|
||
"execution_count": 4,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pd_df.describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"outputs": [
|
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|
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|
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|
||
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|
||
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|
||
" <th>AvgTicketPrice</th>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>841.265642</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Sydney Kingsford Smith International Airport</td>\n",
|
||
" <td>SYD</td>\n",
|
||
" <td>Sydney</td>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
" <td>2018-01-01 00:00:00</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>882.982662</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>464.389481</td>\n",
|
||
" <td>Cape Town International Airport</td>\n",
|
||
" <td>CPT</td>\n",
|
||
" <td>Cape Town</td>\n",
|
||
" <td>ZA</td>\n",
|
||
" <td>{'lat': '-33.96480179', 'lon': '18.60169983'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 18:27:00</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>190.636904</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
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|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 17:11:14</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>181.694216</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Treviso-Sant'Angelo Airport</td>\n",
|
||
" <td>TV01</td>\n",
|
||
" <td>Treviso</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.648399', 'lon': '12.1944'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>222.749059</td>\n",
|
||
" <td>Naples International Airport</td>\n",
|
||
" <td>NA01</td>\n",
|
||
" <td>Naples</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '40.886002', 'lon': '14.2908'}</td>\n",
|
||
" <td>IT-72</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 10:33:28</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>730.041778</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Xi'an Xianyang International Airport</td>\n",
|
||
" <td>XIY</td>\n",
|
||
" <td>Xi'an</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '34.447102', 'lon': '108.751999'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>785.779071</td>\n",
|
||
" <td>Licenciado Benito Juarez International Airport</td>\n",
|
||
" <td>AICM</td>\n",
|
||
" <td>Mexico City</td>\n",
|
||
" <td>MX</td>\n",
|
||
" <td>{'lat': '19.4363', 'lon': '-99.072098'}</td>\n",
|
||
" <td>MX-DIF</td>\n",
|
||
" <td>Damaging Wind</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 05:13:00</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>418.152089</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Genoa Cristoforo Colombo Airport</td>\n",
|
||
" <td>GE01</td>\n",
|
||
" <td>Genova</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '44.4133', 'lon': '8.8375'}</td>\n",
|
||
" <td>IT-42</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>393.590441</td>\n",
|
||
" <td>Edmonton International Airport</td>\n",
|
||
" <td>CYEG</td>\n",
|
||
" <td>Edmonton</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '53.30970001', 'lon': '-113.5800018'}</td>\n",
|
||
" <td>CA-AB</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 01:43:03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>180.246816</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Zurich Airport</td>\n",
|
||
" <td>ZRH</td>\n",
|
||
" <td>Zurich</td>\n",
|
||
" <td>CH</td>\n",
|
||
" <td>{'lat': '47.464699', 'lon': '8.54917'}</td>\n",
|
||
" <td>CH-ZH</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>300.000000</td>\n",
|
||
" <td>Zurich Airport</td>\n",
|
||
" <td>ZRH</td>\n",
|
||
" <td>Zurich</td>\n",
|
||
" <td>CH</td>\n",
|
||
" <td>{'lat': '47.464699', 'lon': '8.54917'}</td>\n",
|
||
" <td>CH-ZH</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 13:49:53</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>585.184310</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Ottawa Macdonald-Cartier International Airport</td>\n",
|
||
" <td>YOW</td>\n",
|
||
" <td>Ottawa</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '45.32249832', 'lon': '-75.66919708'}</td>\n",
|
||
" <td>CA-ON</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>614.942480</td>\n",
|
||
" <td>Ciampino___G. B. Pastine International Airport</td>\n",
|
||
" <td>RM12</td>\n",
|
||
" <td>Rome</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '41.7994', 'lon': '12.5949'}</td>\n",
|
||
" <td>IT-62</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 04:54:59</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>960.869736</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Rajiv Gandhi International Airport</td>\n",
|
||
" <td>HYD</td>\n",
|
||
" <td>Hyderabad</td>\n",
|
||
" <td>IN</td>\n",
|
||
" <td>{'lat': '17.23131752', 'lon': '78.42985535'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>602.030591</td>\n",
|
||
" <td>Milano Linate Airport</td>\n",
|
||
" <td>MI11</td>\n",
|
||
" <td>Milan</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.445099', 'lon': '9.27674'}</td>\n",
|
||
" <td>IT-25</td>\n",
|
||
" <td>Heavy Fog</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 12:09:35</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>296.877773</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Treviso-Sant'Angelo Airport</td>\n",
|
||
" <td>TV01</td>\n",
|
||
" <td>Treviso</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.648399', 'lon': '12.1944'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>174.822216</td>\n",
|
||
" <td>Sheremetyevo International Airport</td>\n",
|
||
" <td>SVO</td>\n",
|
||
" <td>Moscow</td>\n",
|
||
" <td>RU</td>\n",
|
||
" <td>{'lat': '55.972599', 'lon': '37.4146'}</td>\n",
|
||
" <td>RU-MOS</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 12:09:35</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>906.437948</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Helsinki Vantaa Airport</td>\n",
|
||
" <td>HEL</td>\n",
|
||
" <td>Helsinki</td>\n",
|
||
" <td>FI</td>\n",
|
||
" <td>{'lat': '60.31719971', 'lon': '24.9633007'}</td>\n",
|
||
" <td>FI-ES</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>503.045170</td>\n",
|
||
" <td>Albuquerque International Sunport Airport</td>\n",
|
||
" <td>ABQ</td>\n",
|
||
" <td>Albuquerque</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '35.040199', 'lon': '-106.609001'}</td>\n",
|
||
" <td>US-NM</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 22:06:14</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>704.463771</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Vienna International Airport</td>\n",
|
||
" <td>VIE</td>\n",
|
||
" <td>Vienna</td>\n",
|
||
" <td>AT</td>\n",
|
||
" <td>{'lat': '48.11029816', 'lon': '16.56970024'}</td>\n",
|
||
" <td>AT-9</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>36.075018</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 11:52:34</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>922.499077</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Shanghai Pudong International Airport</td>\n",
|
||
" <td>PVG</td>\n",
|
||
" <td>Shanghai</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '31.14340019', 'lon': '121.8050003'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>679.768391</td>\n",
|
||
" <td>Licenciado Benito Juarez International Airport</td>\n",
|
||
" <td>AICM</td>\n",
|
||
" <td>Mexico City</td>\n",
|
||
" <td>MX</td>\n",
|
||
" <td>{'lat': '19.4363', 'lon': '-99.072098'}</td>\n",
|
||
" <td>MX-DIF</td>\n",
|
||
" <td>Heavy Fog</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 02:13:46</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>374.959276</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Ottawa Macdonald-Cartier International Airport</td>\n",
|
||
" <td>YOW</td>\n",
|
||
" <td>Ottawa</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '45.32249832', 'lon': '-75.66919708'}</td>\n",
|
||
" <td>CA-ON</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>330.418282</td>\n",
|
||
" <td>Naples International Airport</td>\n",
|
||
" <td>NA01</td>\n",
|
||
" <td>Naples</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '40.886002', 'lon': '14.2908'}</td>\n",
|
||
" <td>IT-72</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 14:21:13</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>552.917371</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Luis Munoz Marin International Airport</td>\n",
|
||
" <td>SJU</td>\n",
|
||
" <td>San Juan</td>\n",
|
||
" <td>PR</td>\n",
|
||
" <td>{'lat': '18.43939972', 'lon': '-66.00180054'}</td>\n",
|
||
" <td>PR-U-A</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>407.145031</td>\n",
|
||
" <td>Ciampino___G. B. Pastine International Airport</td>\n",
|
||
" <td>RM12</td>\n",
|
||
" <td>Rome</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '41.7994', 'lon': '12.5949'}</td>\n",
|
||
" <td>IT-62</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 17:42:53</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>566.487557</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Cologne Bonn Airport</td>\n",
|
||
" <td>CGN</td>\n",
|
||
" <td>Cologne</td>\n",
|
||
" <td>DE</td>\n",
|
||
" <td>{'lat': '50.86589813', 'lon': '7.142739773'}</td>\n",
|
||
" <td>DE-NW</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>656.712658</td>\n",
|
||
" <td>Chengdu Shuangliu International Airport</td>\n",
|
||
" <td>CTU</td>\n",
|
||
" <td>Chengdu</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '30.57850075', 'lon': '103.9469986'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 19:55:32</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>989.952787</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Damaging Wind</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>773.030334</td>\n",
|
||
" <td>Licenciado Benito Juarez International Airport</td>\n",
|
||
" <td>AICM</td>\n",
|
||
" <td>Mexico City</td>\n",
|
||
" <td>MX</td>\n",
|
||
" <td>{'lat': '19.4363', 'lon': '-99.072098'}</td>\n",
|
||
" <td>MX-DIF</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 07:49:27</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>569.613255</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>Ministro Pistarini International Airport</td>\n",
|
||
" <td>EZE</td>\n",
|
||
" <td>Buenos Aires</td>\n",
|
||
" <td>AR</td>\n",
|
||
" <td>{'lat': '-34.8222', 'lon': '-58.5358'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>704.716920</td>\n",
|
||
" <td>Cleveland Hopkins International Airport</td>\n",
|
||
" <td>CLE</td>\n",
|
||
" <td>Cleveland</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '41.4117012', 'lon': '-81.84980011'}</td>\n",
|
||
" <td>US-OH</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 01:30:47</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>277.429707</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>Shanghai Pudong International Airport</td>\n",
|
||
" <td>PVG</td>\n",
|
||
" <td>Shanghai</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '31.14340019', 'lon': '121.8050003'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>355.957996</td>\n",
|
||
" <td>Olenya Air Base</td>\n",
|
||
" <td>XLMO</td>\n",
|
||
" <td>Olenegorsk</td>\n",
|
||
" <td>RU</td>\n",
|
||
" <td>{'lat': '68.15180206', 'lon': '33.46390152'}</td>\n",
|
||
" <td>RU-MUR</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 07:58:17</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>772.100846</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Indira Gandhi International Airport</td>\n",
|
||
" <td>DEL</td>\n",
|
||
" <td>New Delhi</td>\n",
|
||
" <td>IN</td>\n",
|
||
" <td>{'lat': '28.5665', 'lon': '77.103104'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>875.114675</td>\n",
|
||
" <td>Casper-Natrona County International Airport</td>\n",
|
||
" <td>CPR</td>\n",
|
||
" <td>Casper</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '42.90800095', 'lon': '-106.4639969'}</td>\n",
|
||
" <td>US-WY</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 00:02:06</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>167.599922</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Wichita Mid Continent Airport</td>\n",
|
||
" <td>ICT</td>\n",
|
||
" <td>Wichita</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '37.64989853', 'lon': '-97.43309784'}</td>\n",
|
||
" <td>US-KS</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>373.966883</td>\n",
|
||
" <td>Erie International Tom Ridge Field</td>\n",
|
||
" <td>ERI</td>\n",
|
||
" <td>Erie</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '42.08312701', 'lon': '-80.17386675'}</td>\n",
|
||
" <td>US-PA</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 01:08:20</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>253.210065</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>Ottawa Macdonald-Cartier International Airport</td>\n",
|
||
" <td>YOW</td>\n",
|
||
" <td>Ottawa</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '45.32249832', 'lon': '-75.66919708'}</td>\n",
|
||
" <td>CA-ON</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>130.667700</td>\n",
|
||
" <td>Newark Liberty International Airport</td>\n",
|
||
" <td>EWR</td>\n",
|
||
" <td>Newark</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '40.69250107', 'lon': '-74.16870117'}</td>\n",
|
||
" <td>US-NJ</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 01:08:20</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>917.247620</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Itami Airport</td>\n",
|
||
" <td>ITM</td>\n",
|
||
" <td>Osaka</td>\n",
|
||
" <td>JP</td>\n",
|
||
" <td>{'lat': '34.78549957', 'lon': '135.4380035'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Damaging Wind</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>574.495310</td>\n",
|
||
" <td>Copenhagen Kastrup Airport</td>\n",
|
||
" <td>CPH</td>\n",
|
||
" <td>Copenhagen</td>\n",
|
||
" <td>DK</td>\n",
|
||
" <td>{'lat': '55.61790085', 'lon': '12.65600014'}</td>\n",
|
||
" <td>DK-84</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 07:48:35</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>451.591176</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Vienna International Airport</td>\n",
|
||
" <td>VIE</td>\n",
|
||
" <td>Vienna</td>\n",
|
||
" <td>AT</td>\n",
|
||
" <td>{'lat': '48.11029816', 'lon': '16.56970024'}</td>\n",
|
||
" <td>AT-9</td>\n",
|
||
" <td>Heavy Fog</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>579.728943</td>\n",
|
||
" <td>Seattle Tacoma International Airport</td>\n",
|
||
" <td>SEA</td>\n",
|
||
" <td>Seattle</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '47.44900131', 'lon': '-122.3089981'}</td>\n",
|
||
" <td>US-WA</td>\n",
|
||
" <td>Heavy Fog</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 18:57:21</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>307.067201</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Charles de Gaulle International Airport</td>\n",
|
||
" <td>CDG</td>\n",
|
||
" <td>Paris</td>\n",
|
||
" <td>FR</td>\n",
|
||
" <td>{'lat': '49.01279831', 'lon': '2.549999952'}</td>\n",
|
||
" <td>FR-J</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>50.157229</td>\n",
|
||
" <td>Berlin-Tegel Airport</td>\n",
|
||
" <td>TXL</td>\n",
|
||
" <td>Berlin</td>\n",
|
||
" <td>DE</td>\n",
|
||
" <td>{'lat': '52.5597', 'lon': '13.2877'}</td>\n",
|
||
" <td>DE-BE</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 13:18:25</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>268.241596</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>Narita International Airport</td>\n",
|
||
" <td>NRT</td>\n",
|
||
" <td>Tokyo</td>\n",
|
||
" <td>JP</td>\n",
|
||
" <td>{'lat': '35.76470184', 'lon': '140.3860016'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>527.567422</td>\n",
|
||
" <td>Manchester Airport</td>\n",
|
||
" <td>MAN</td>\n",
|
||
" <td>Manchester</td>\n",
|
||
" <td>GB</td>\n",
|
||
" <td>{'lat': '53.35369873', 'lon': '-2.274950027'}</td>\n",
|
||
" <td>GB-ENG</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 08:20:35</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>975.812632</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Itami Airport</td>\n",
|
||
" <td>ITM</td>\n",
|
||
" <td>Osaka</td>\n",
|
||
" <td>JP</td>\n",
|
||
" <td>{'lat': '34.78549957', 'lon': '135.4380035'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>386.259764</td>\n",
|
||
" <td>Helsinki Vantaa Airport</td>\n",
|
||
" <td>HEL</td>\n",
|
||
" <td>Helsinki</td>\n",
|
||
" <td>FI</td>\n",
|
||
" <td>{'lat': '60.31719971', 'lon': '24.9633007'}</td>\n",
|
||
" <td>FI-ES</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 15:38:32</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>134.214546</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>San Diego International Airport</td>\n",
|
||
" <td>SAN</td>\n",
|
||
" <td>San Diego</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '32.73360062', 'lon': '-117.1900024'}</td>\n",
|
||
" <td>US-CA</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>24.479650</td>\n",
|
||
" <td>Phoenix Sky Harbor International Airport</td>\n",
|
||
" <td>PHX</td>\n",
|
||
" <td>Phoenix</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '33.43429947', 'lon': '-112.012001'}</td>\n",
|
||
" <td>US-AZ</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 03:08:45</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>988.897564</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Verona Villafranca Airport</td>\n",
|
||
" <td>VR10</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.395699', 'lon': '10.8885'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>568.351033</td>\n",
|
||
" <td>New Chitose Airport</td>\n",
|
||
" <td>CTS</td>\n",
|
||
" <td>Chitose / Tomakomai</td>\n",
|
||
" <td>JP</td>\n",
|
||
" <td>{'lat': '42.77519989', 'lon': '141.6920013'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Damaging Wind</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 01:16:59</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>511.067220</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Zurich Airport</td>\n",
|
||
" <td>ZRH</td>\n",
|
||
" <td>Zurich</td>\n",
|
||
" <td>CH</td>\n",
|
||
" <td>{'lat': '47.464699', 'lon': '8.54917'}</td>\n",
|
||
" <td>CH-ZH</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>425.889194</td>\n",
|
||
" <td>Tulsa International Airport</td>\n",
|
||
" <td>TUL</td>\n",
|
||
" <td>Tulsa</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '36.19839859', 'lon': '-95.88809967'}</td>\n",
|
||
" <td>US-OK</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 18:00:59</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13029</th>\n",
|
||
" <td>795.905278</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Malpensa International Airport</td>\n",
|
||
" <td>MI12</td>\n",
|
||
" <td>Milan</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.6306', 'lon': '8.72811'}</td>\n",
|
||
" <td>IT-25</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>534.375826</td>\n",
|
||
" <td>Itami Airport</td>\n",
|
||
" <td>ITM</td>\n",
|
||
" <td>Osaka</td>\n",
|
||
" <td>JP</td>\n",
|
||
" <td>{'lat': '34.78549957', 'lon': '135.4380035'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 20:10:13</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13030</th>\n",
|
||
" <td>863.388068</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Xi'an Xianyang International Airport</td>\n",
|
||
" <td>XIY</td>\n",
|
||
" <td>Xi'an</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '34.447102', 'lon': '108.751999'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Damaging Wind</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>141.172633</td>\n",
|
||
" <td>Tokyo Haneda International Airport</td>\n",
|
||
" <td>HND</td>\n",
|
||
" <td>Tokyo</td>\n",
|
||
" <td>JP</td>\n",
|
||
" <td>{'lat': '35.552299', 'lon': '139.779999'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 18:59:53</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13031</th>\n",
|
||
" <td>575.183008</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Savannah Hilton Head International Airport</td>\n",
|
||
" <td>SAV</td>\n",
|
||
" <td>Savannah</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '32.12760162', 'lon': '-81.20210266'}</td>\n",
|
||
" <td>US-GA</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1113.137060</td>\n",
|
||
" <td>OR Tambo International Airport</td>\n",
|
||
" <td>JNB</td>\n",
|
||
" <td>Johannesburg</td>\n",
|
||
" <td>ZA</td>\n",
|
||
" <td>{'lat': '-26.1392', 'lon': '28.246'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 00:57:48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13032</th>\n",
|
||
" <td>817.368952</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Syracuse Hancock International Airport</td>\n",
|
||
" <td>SYR</td>\n",
|
||
" <td>Syracuse</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '43.11119843', 'lon': '-76.10630035'}</td>\n",
|
||
" <td>US-NY</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>714.964864</td>\n",
|
||
" <td>El Dorado International Airport</td>\n",
|
||
" <td>BOG</td>\n",
|
||
" <td>Bogota</td>\n",
|
||
" <td>CO</td>\n",
|
||
" <td>{'lat': '4.70159', 'lon': '-74.1469'}</td>\n",
|
||
" <td>CO-CUN</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 12:02:49</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13033</th>\n",
|
||
" <td>579.582455</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>Tampa International Airport</td>\n",
|
||
" <td>TPA</td>\n",
|
||
" <td>Tampa</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '27.97550011', 'lon': '-82.53320313'}</td>\n",
|
||
" <td>US-FL</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>234.929046</td>\n",
|
||
" <td>Jorge Chavez International Airport</td>\n",
|
||
" <td>LIM</td>\n",
|
||
" <td>Lima</td>\n",
|
||
" <td>PE</td>\n",
|
||
" <td>{'lat': '-12.0219', 'lon': '-77.114304'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 02:07:40</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13034</th>\n",
|
||
" <td>1004.916638</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Olenya Air Base</td>\n",
|
||
" <td>XLMO</td>\n",
|
||
" <td>Olenegorsk</td>\n",
|
||
" <td>RU</td>\n",
|
||
" <td>{'lat': '68.15180206', 'lon': '33.46390152'}</td>\n",
|
||
" <td>RU-MUR</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>526.895776</td>\n",
|
||
" <td>Gimpo International Airport</td>\n",
|
||
" <td>GMP</td>\n",
|
||
" <td>Seoul</td>\n",
|
||
" <td>KR</td>\n",
|
||
" <td>{'lat': '37.5583', 'lon': '126.791'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 00:35:04</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13035</th>\n",
|
||
" <td>357.562842</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Shanghai Pudong International Airport</td>\n",
|
||
" <td>PVG</td>\n",
|
||
" <td>Shanghai</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '31.14340019', 'lon': '121.8050003'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>Shanghai Pudong International Airport</td>\n",
|
||
" <td>PVG</td>\n",
|
||
" <td>Shanghai</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '31.14340019', 'lon': '121.8050003'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 11:19:12</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13036</th>\n",
|
||
" <td>429.580539</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>150.000000</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 15:07:11</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13037</th>\n",
|
||
" <td>729.788171</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>Vienna International Airport</td>\n",
|
||
" <td>VIE</td>\n",
|
||
" <td>Vienna</td>\n",
|
||
" <td>AT</td>\n",
|
||
" <td>{'lat': '48.11029816', 'lon': '16.56970024'}</td>\n",
|
||
" <td>AT-9</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>691.944839</td>\n",
|
||
" <td>Ukrainka Air Base</td>\n",
|
||
" <td>XHBU</td>\n",
|
||
" <td>Belogorsk</td>\n",
|
||
" <td>RU</td>\n",
|
||
" <td>{'lat': '51.169997', 'lon': '128.445007'}</td>\n",
|
||
" <td>RU-AMU</td>\n",
|
||
" <td>Damaging Wind</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 10:24:42</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13038</th>\n",
|
||
" <td>564.897695</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>Pisa International Airport</td>\n",
|
||
" <td>PI05</td>\n",
|
||
" <td>Pisa</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '43.683899', 'lon': '10.3927'}</td>\n",
|
||
" <td>IT-52</td>\n",
|
||
" <td>Heavy Fog</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>567.387339</td>\n",
|
||
" <td>OR Tambo International Airport</td>\n",
|
||
" <td>JNB</td>\n",
|
||
" <td>Johannesburg</td>\n",
|
||
" <td>ZA</td>\n",
|
||
" <td>{'lat': '-26.1392', 'lon': '28.246'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Damaging Wind</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 00:42:06</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13039</th>\n",
|
||
" <td>1014.052787</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Vienna International Airport</td>\n",
|
||
" <td>VIE</td>\n",
|
||
" <td>Vienna</td>\n",
|
||
" <td>AT</td>\n",
|
||
" <td>{'lat': '48.11029816', 'lon': '16.56970024'}</td>\n",
|
||
" <td>AT-9</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>690.092327</td>\n",
|
||
" <td>Montreal / Pierre Elliott Trudeau Internationa...</td>\n",
|
||
" <td>YUL</td>\n",
|
||
" <td>Montreal</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '45.47060013', 'lon': '-73.74079895'}</td>\n",
|
||
" <td>CA-QC</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 10:56:31</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13040</th>\n",
|
||
" <td>455.243843</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>London Luton Airport</td>\n",
|
||
" <td>LTN</td>\n",
|
||
" <td>London</td>\n",
|
||
" <td>GB</td>\n",
|
||
" <td>{'lat': '51.87469864', 'lon': '-0.368333012'}</td>\n",
|
||
" <td>GB-ENG</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>3.028293</td>\n",
|
||
" <td>London Heathrow Airport</td>\n",
|
||
" <td>LHR</td>\n",
|
||
" <td>London</td>\n",
|
||
" <td>GB</td>\n",
|
||
" <td>{'lat': '51.4706', 'lon': '-0.461941'}</td>\n",
|
||
" <td>GB-ENG</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 00:39:37</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13041</th>\n",
|
||
" <td>611.370232</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Jorge Chavez International Airport</td>\n",
|
||
" <td>LIM</td>\n",
|
||
" <td>Lima</td>\n",
|
||
" <td>PE</td>\n",
|
||
" <td>{'lat': '-12.0219', 'lon': '-77.114304'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>338.875531</td>\n",
|
||
" <td>Casper-Natrona County International Airport</td>\n",
|
||
" <td>CPR</td>\n",
|
||
" <td>Casper</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '42.90800095', 'lon': '-106.4639969'}</td>\n",
|
||
" <td>US-WY</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 10:24:30</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13042</th>\n",
|
||
" <td>595.961285</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Ottawa Macdonald-Cartier International Airport</td>\n",
|
||
" <td>YOW</td>\n",
|
||
" <td>Ottawa</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '45.32249832', 'lon': '-75.66919708'}</td>\n",
|
||
" <td>CA-ON</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>375.129587</td>\n",
|
||
" <td>Frankfurt am Main Airport</td>\n",
|
||
" <td>FRA</td>\n",
|
||
" <td>Frankfurt am Main</td>\n",
|
||
" <td>DE</td>\n",
|
||
" <td>{'lat': '50.033333', 'lon': '8.570556'}</td>\n",
|
||
" <td>DE-HE</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 09:02:07</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13043</th>\n",
|
||
" <td>782.747648</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Xi'an Xianyang International Airport</td>\n",
|
||
" <td>XIY</td>\n",
|
||
" <td>Xi'an</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '34.447102', 'lon': '108.751999'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>156.858481</td>\n",
|
||
" <td>Tokyo Haneda International Airport</td>\n",
|
||
" <td>HND</td>\n",
|
||
" <td>Tokyo</td>\n",
|
||
" <td>JP</td>\n",
|
||
" <td>{'lat': '35.552299', 'lon': '139.779999'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 04:45:06</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13044</th>\n",
|
||
" <td>891.117221</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Winnipeg / James Armstrong Richardson Internat...</td>\n",
|
||
" <td>YWG</td>\n",
|
||
" <td>Winnipeg</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '49.90999985', 'lon': '-97.23989868'}</td>\n",
|
||
" <td>CA-MB</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>354.106457</td>\n",
|
||
" <td>Vienna International Airport</td>\n",
|
||
" <td>VIE</td>\n",
|
||
" <td>Vienna</td>\n",
|
||
" <td>AT</td>\n",
|
||
" <td>{'lat': '48.11029816', 'lon': '16.56970024'}</td>\n",
|
||
" <td>AT-9</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 00:51:14</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13045</th>\n",
|
||
" <td>587.169921</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Brisbane International Airport</td>\n",
|
||
" <td>BNE</td>\n",
|
||
" <td>Brisbane</td>\n",
|
||
" <td>AU</td>\n",
|
||
" <td>{'lat': '-27.38419914', 'lon': '153.1170044'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>771.305442</td>\n",
|
||
" <td>Amsterdam Airport Schiphol</td>\n",
|
||
" <td>AMS</td>\n",
|
||
" <td>Amsterdam</td>\n",
|
||
" <td>NL</td>\n",
|
||
" <td>{'lat': '52.30860138', 'lon': '4.76388979'}</td>\n",
|
||
" <td>NL-NH</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 05:41:51</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13046</th>\n",
|
||
" <td>739.132165</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Xi'an Xianyang International Airport</td>\n",
|
||
" <td>XIY</td>\n",
|
||
" <td>Xi'an</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '34.447102', 'lon': '108.751999'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>542.955572</td>\n",
|
||
" <td>Winnipeg / James Armstrong Richardson Internat...</td>\n",
|
||
" <td>YWG</td>\n",
|
||
" <td>Winnipeg</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '49.90999985', 'lon': '-97.23989868'}</td>\n",
|
||
" <td>CA-MB</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 10:02:21</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13047</th>\n",
|
||
" <td>605.191876</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Portland International Jetport Airport</td>\n",
|
||
" <td>PWM</td>\n",
|
||
" <td>Portland</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '43.64619827', 'lon': '-70.30930328'}</td>\n",
|
||
" <td>US-ME</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>564.599857</td>\n",
|
||
" <td>Jeju International Airport</td>\n",
|
||
" <td>CJU</td>\n",
|
||
" <td>Jeju City</td>\n",
|
||
" <td>KR</td>\n",
|
||
" <td>{'lat': '33.51129913', 'lon': '126.4929962'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 15:55:10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13048</th>\n",
|
||
" <td>361.767659</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Dubai International Airport</td>\n",
|
||
" <td>DXB</td>\n",
|
||
" <td>Dubai</td>\n",
|
||
" <td>AE</td>\n",
|
||
" <td>{'lat': '25.25279999', 'lon': '55.36439896'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>180.000000</td>\n",
|
||
" <td>Dubai International Airport</td>\n",
|
||
" <td>DXB</td>\n",
|
||
" <td>Dubai</td>\n",
|
||
" <td>AE</td>\n",
|
||
" <td>{'lat': '25.25279999', 'lon': '55.36439896'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 04:11:14</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13049</th>\n",
|
||
" <td>662.306992</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>Winnipeg / James Armstrong Richardson Internat...</td>\n",
|
||
" <td>YWG</td>\n",
|
||
" <td>Winnipeg</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '49.90999985', 'lon': '-97.23989868'}</td>\n",
|
||
" <td>CA-MB</td>\n",
|
||
" <td>Heavy Fog</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>835.954429</td>\n",
|
||
" <td>Ministro Pistarini International Airport</td>\n",
|
||
" <td>EZE</td>\n",
|
||
" <td>Buenos Aires</td>\n",
|
||
" <td>AR</td>\n",
|
||
" <td>{'lat': '-34.8222', 'lon': '-58.5358'}</td>\n",
|
||
" <td>AR-B</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 10:13:32</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13050</th>\n",
|
||
" <td>630.779526</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Helsinki Vantaa Airport</td>\n",
|
||
" <td>HEL</td>\n",
|
||
" <td>Helsinki</td>\n",
|
||
" <td>FI</td>\n",
|
||
" <td>{'lat': '60.31719971', 'lon': '24.9633007'}</td>\n",
|
||
" <td>FI-ES</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>451.755639</td>\n",
|
||
" <td>Beijing Capital International Airport</td>\n",
|
||
" <td>PEK</td>\n",
|
||
" <td>Beijing</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '40.08010101', 'lon': '116.5849991'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 11:23:23</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13051</th>\n",
|
||
" <td>937.771279</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Lester B. Pearson International Airport</td>\n",
|
||
" <td>YYZ</td>\n",
|
||
" <td>Toronto</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '43.67720032', 'lon': '-79.63059998'}</td>\n",
|
||
" <td>CA-ON</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>507.451571</td>\n",
|
||
" <td>Leonardo da Vinci___Fiumicino Airport</td>\n",
|
||
" <td>RM11</td>\n",
|
||
" <td>Rome</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '41.8002778', 'lon': '12.2388889'}</td>\n",
|
||
" <td>IT-62</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 01:13:50</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13052</th>\n",
|
||
" <td>1085.155339</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Melbourne International Airport</td>\n",
|
||
" <td>MEL</td>\n",
|
||
" <td>Melbourne</td>\n",
|
||
" <td>AU</td>\n",
|
||
" <td>{'lat': '-37.673302', 'lon': '144.843002'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1044.451122</td>\n",
|
||
" <td>Bologna Guglielmo Marconi Airport</td>\n",
|
||
" <td>BO08</td>\n",
|
||
" <td>Bologna</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '44.5354', 'lon': '11.2887'}</td>\n",
|
||
" <td>IT-45</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 18:35:42</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13053</th>\n",
|
||
" <td>1191.964104</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Zurich Airport</td>\n",
|
||
" <td>ZRH</td>\n",
|
||
" <td>Zurich</td>\n",
|
||
" <td>CH</td>\n",
|
||
" <td>{'lat': '47.464699', 'lon': '8.54917'}</td>\n",
|
||
" <td>CH-ZH</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>728.715904</td>\n",
|
||
" <td>Portland International Jetport Airport</td>\n",
|
||
" <td>PWM</td>\n",
|
||
" <td>Portland</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '43.64619827', 'lon': '-70.30930328'}</td>\n",
|
||
" <td>US-ME</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 19:02:10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13054</th>\n",
|
||
" <td>1080.446279</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Xi'an Xianyang International Airport</td>\n",
|
||
" <td>XIY</td>\n",
|
||
" <td>Xi'an</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '34.447102', 'lon': '108.751999'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>402.929088</td>\n",
|
||
" <td>Pisa International Airport</td>\n",
|
||
" <td>PI05</td>\n",
|
||
" <td>Pisa</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '43.683899', 'lon': '10.3927'}</td>\n",
|
||
" <td>IT-52</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 20:42:25</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13055</th>\n",
|
||
" <td>646.612941</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Zurich Airport</td>\n",
|
||
" <td>ZRH</td>\n",
|
||
" <td>Zurich</td>\n",
|
||
" <td>CH</td>\n",
|
||
" <td>{'lat': '47.464699', 'lon': '8.54917'}</td>\n",
|
||
" <td>CH-ZH</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>644.418029</td>\n",
|
||
" <td>Winnipeg / James Armstrong Richardson Internat...</td>\n",
|
||
" <td>YWG</td>\n",
|
||
" <td>Winnipeg</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '49.90999985', 'lon': '-97.23989868'}</td>\n",
|
||
" <td>CA-MB</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 01:41:57</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13056</th>\n",
|
||
" <td>997.751876</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Ukrainka Air Base</td>\n",
|
||
" <td>XHBU</td>\n",
|
||
" <td>Belogorsk</td>\n",
|
||
" <td>RU</td>\n",
|
||
" <td>{'lat': '51.169997', 'lon': '128.445007'}</td>\n",
|
||
" <td>RU-AMU</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>937.540811</td>\n",
|
||
" <td>Licenciado Benito Juarez International Airport</td>\n",
|
||
" <td>AICM</td>\n",
|
||
" <td>Mexico City</td>\n",
|
||
" <td>MX</td>\n",
|
||
" <td>{'lat': '19.4363', 'lon': '-99.072098'}</td>\n",
|
||
" <td>MX-DIF</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 04:09:27</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13057</th>\n",
|
||
" <td>1102.814465</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Ministro Pistarini International Airport</td>\n",
|
||
" <td>EZE</td>\n",
|
||
" <td>Buenos Aires</td>\n",
|
||
" <td>AR</td>\n",
|
||
" <td>{'lat': '-34.8222', 'lon': '-58.5358'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1697.404971</td>\n",
|
||
" <td>Itami Airport</td>\n",
|
||
" <td>ITM</td>\n",
|
||
" <td>Osaka</td>\n",
|
||
" <td>JP</td>\n",
|
||
" <td>{'lat': '34.78549957', 'lon': '135.4380035'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 08:28:21</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13058</th>\n",
|
||
" <td>858.144337</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Washington Dulles International Airport</td>\n",
|
||
" <td>IAD</td>\n",
|
||
" <td>Washington</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '38.94449997', 'lon': '-77.45580292'}</td>\n",
|
||
" <td>US-DC</td>\n",
|
||
" <td>Heavy Fog</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1610.761827</td>\n",
|
||
" <td>Adelaide International Airport</td>\n",
|
||
" <td>ADL</td>\n",
|
||
" <td>Adelaide</td>\n",
|
||
" <td>AU</td>\n",
|
||
" <td>{'lat': '-34.945', 'lon': '138.531006'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 14:54:34</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>13059 rows × 27 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" AvgTicketPrice Cancelled Carrier \\\n",
|
||
"0 841.265642 False Kibana Airlines \n",
|
||
"1 882.982662 False Logstash Airways \n",
|
||
"2 190.636904 False Logstash Airways \n",
|
||
"3 181.694216 True Kibana Airlines \n",
|
||
"4 730.041778 False Kibana Airlines \n",
|
||
"5 418.152089 False JetBeats \n",
|
||
"6 180.246816 False JetBeats \n",
|
||
"7 585.184310 False Kibana Airlines \n",
|
||
"8 960.869736 True Kibana Airlines \n",
|
||
"9 296.877773 False Logstash Airways \n",
|
||
"10 906.437948 False JetBeats \n",
|
||
"11 704.463771 False Logstash Airways \n",
|
||
"12 922.499077 True Logstash Airways \n",
|
||
"13 374.959276 False Logstash Airways \n",
|
||
"14 552.917371 False Logstash Airways \n",
|
||
"15 566.487557 True Kibana Airlines \n",
|
||
"16 989.952787 True Logstash Airways \n",
|
||
"17 569.613255 False ES-Air \n",
|
||
"18 277.429707 False ES-Air \n",
|
||
"19 772.100846 False JetBeats \n",
|
||
"20 167.599922 False JetBeats \n",
|
||
"21 253.210065 False ES-Air \n",
|
||
"22 917.247620 False JetBeats \n",
|
||
"23 451.591176 False Logstash Airways \n",
|
||
"24 307.067201 False Logstash Airways \n",
|
||
"25 268.241596 False ES-Air \n",
|
||
"26 975.812632 True Kibana Airlines \n",
|
||
"27 134.214546 False JetBeats \n",
|
||
"28 988.897564 False Kibana Airlines \n",
|
||
"29 511.067220 False Logstash Airways \n",
|
||
"... ... ... ... \n",
|
||
"13029 795.905278 False Kibana Airlines \n",
|
||
"13030 863.388068 False Logstash Airways \n",
|
||
"13031 575.183008 False JetBeats \n",
|
||
"13032 817.368952 False JetBeats \n",
|
||
"13033 579.582455 False ES-Air \n",
|
||
"13034 1004.916638 False JetBeats \n",
|
||
"13035 357.562842 True Logstash Airways \n",
|
||
"13036 429.580539 False Logstash Airways \n",
|
||
"13037 729.788171 True ES-Air \n",
|
||
"13038 564.897695 False ES-Air \n",
|
||
"13039 1014.052787 False Logstash Airways \n",
|
||
"13040 455.243843 False ES-Air \n",
|
||
"13041 611.370232 False Logstash Airways \n",
|
||
"13042 595.961285 False JetBeats \n",
|
||
"13043 782.747648 False Logstash Airways \n",
|
||
"13044 891.117221 False JetBeats \n",
|
||
"13045 587.169921 False Logstash Airways \n",
|
||
"13046 739.132165 False Logstash Airways \n",
|
||
"13047 605.191876 False JetBeats \n",
|
||
"13048 361.767659 True Logstash Airways \n",
|
||
"13049 662.306992 False ES-Air \n",
|
||
"13050 630.779526 False JetBeats \n",
|
||
"13051 937.771279 True Logstash Airways \n",
|
||
"13052 1085.155339 False Logstash Airways \n",
|
||
"13053 1191.964104 False Logstash Airways \n",
|
||
"13054 1080.446279 False Logstash Airways \n",
|
||
"13055 646.612941 False Logstash Airways \n",
|
||
"13056 997.751876 False Logstash Airways \n",
|
||
"13057 1102.814465 False JetBeats \n",
|
||
"13058 858.144337 False JetBeats \n",
|
||
"\n",
|
||
" Dest DestAirportID \\\n",
|
||
"0 Sydney Kingsford Smith International Airport SYD \n",
|
||
"1 Venice Marco Polo Airport VE05 \n",
|
||
"2 Venice Marco Polo Airport VE05 \n",
|
||
"3 Treviso-Sant'Angelo Airport TV01 \n",
|
||
"4 Xi'an Xianyang International Airport XIY \n",
|
||
"5 Genoa Cristoforo Colombo Airport GE01 \n",
|
||
"6 Zurich Airport ZRH \n",
|
||
"7 Ottawa Macdonald-Cartier International Airport YOW \n",
|
||
"8 Rajiv Gandhi International Airport HYD \n",
|
||
"9 Treviso-Sant'Angelo Airport TV01 \n",
|
||
"10 Helsinki Vantaa Airport HEL \n",
|
||
"11 Vienna International Airport VIE \n",
|
||
"12 Shanghai Pudong International Airport PVG \n",
|
||
"13 Ottawa Macdonald-Cartier International Airport YOW \n",
|
||
"14 Luis Munoz Marin International Airport SJU \n",
|
||
"15 Cologne Bonn Airport CGN \n",
|
||
"16 Venice Marco Polo Airport VE05 \n",
|
||
"17 Ministro Pistarini International Airport EZE \n",
|
||
"18 Shanghai Pudong International Airport PVG \n",
|
||
"19 Indira Gandhi International Airport DEL \n",
|
||
"20 Wichita Mid Continent Airport ICT \n",
|
||
"21 Ottawa Macdonald-Cartier International Airport YOW \n",
|
||
"22 Itami Airport ITM \n",
|
||
"23 Vienna International Airport VIE \n",
|
||
"24 Charles de Gaulle International Airport CDG \n",
|
||
"25 Narita International Airport NRT \n",
|
||
"26 Itami Airport ITM \n",
|
||
"27 San Diego International Airport SAN \n",
|
||
"28 Verona Villafranca Airport VR10 \n",
|
||
"29 Zurich Airport ZRH \n",
|
||
"... ... ... \n",
|
||
"13029 Malpensa International Airport MI12 \n",
|
||
"13030 Xi'an Xianyang International Airport XIY \n",
|
||
"13031 Savannah Hilton Head International Airport SAV \n",
|
||
"13032 Syracuse Hancock International Airport SYR \n",
|
||
"13033 Tampa International Airport TPA \n",
|
||
"13034 Olenya Air Base XLMO \n",
|
||
"13035 Shanghai Pudong International Airport PVG \n",
|
||
"13036 Venice Marco Polo Airport VE05 \n",
|
||
"13037 Vienna International Airport VIE \n",
|
||
"13038 Pisa International Airport PI05 \n",
|
||
"13039 Vienna International Airport VIE \n",
|
||
"13040 London Luton Airport LTN \n",
|
||
"13041 Jorge Chavez International Airport LIM \n",
|
||
"13042 Ottawa Macdonald-Cartier International Airport YOW \n",
|
||
"13043 Xi'an Xianyang International Airport XIY \n",
|
||
"13044 Winnipeg / James Armstrong Richardson Internat... YWG \n",
|
||
"13045 Brisbane International Airport BNE \n",
|
||
"13046 Xi'an Xianyang International Airport XIY \n",
|
||
"13047 Portland International Jetport Airport PWM \n",
|
||
"13048 Dubai International Airport DXB \n",
|
||
"13049 Winnipeg / James Armstrong Richardson Internat... YWG \n",
|
||
"13050 Helsinki Vantaa Airport HEL \n",
|
||
"13051 Lester B. Pearson International Airport YYZ \n",
|
||
"13052 Melbourne International Airport MEL \n",
|
||
"13053 Zurich Airport ZRH \n",
|
||
"13054 Xi'an Xianyang International Airport XIY \n",
|
||
"13055 Zurich Airport ZRH \n",
|
||
"13056 Ukrainka Air Base XHBU \n",
|
||
"13057 Ministro Pistarini International Airport EZE \n",
|
||
"13058 Washington Dulles International Airport IAD \n",
|
||
"\n",
|
||
" DestCityName DestCountry \\\n",
|
||
"0 Sydney AU \n",
|
||
"1 Venice IT \n",
|
||
"2 Venice IT \n",
|
||
"3 Treviso IT \n",
|
||
"4 Xi'an CN \n",
|
||
"5 Genova IT \n",
|
||
"6 Zurich CH \n",
|
||
"7 Ottawa CA \n",
|
||
"8 Hyderabad IN \n",
|
||
"9 Treviso IT \n",
|
||
"10 Helsinki FI \n",
|
||
"11 Vienna AT \n",
|
||
"12 Shanghai CN \n",
|
||
"13 Ottawa CA \n",
|
||
"14 San Juan PR \n",
|
||
"15 Cologne DE \n",
|
||
"16 Venice IT \n",
|
||
"17 Buenos Aires AR \n",
|
||
"18 Shanghai CN \n",
|
||
"19 New Delhi IN \n",
|
||
"20 Wichita US \n",
|
||
"21 Ottawa CA \n",
|
||
"22 Osaka JP \n",
|
||
"23 Vienna AT \n",
|
||
"24 Paris FR \n",
|
||
"25 Tokyo JP \n",
|
||
"26 Osaka JP \n",
|
||
"27 San Diego US \n",
|
||
"28 Verona IT \n",
|
||
"29 Zurich CH \n",
|
||
"... ... ... \n",
|
||
"13029 Milan IT \n",
|
||
"13030 Xi'an CN \n",
|
||
"13031 Savannah US \n",
|
||
"13032 Syracuse US \n",
|
||
"13033 Tampa US \n",
|
||
"13034 Olenegorsk RU \n",
|
||
"13035 Shanghai CN \n",
|
||
"13036 Venice IT \n",
|
||
"13037 Vienna AT \n",
|
||
"13038 Pisa IT \n",
|
||
"13039 Vienna AT \n",
|
||
"13040 London GB \n",
|
||
"13041 Lima PE \n",
|
||
"13042 Ottawa CA \n",
|
||
"13043 Xi'an CN \n",
|
||
"13044 Winnipeg CA \n",
|
||
"13045 Brisbane AU \n",
|
||
"13046 Xi'an CN \n",
|
||
"13047 Portland US \n",
|
||
"13048 Dubai AE \n",
|
||
"13049 Winnipeg CA \n",
|
||
"13050 Helsinki FI \n",
|
||
"13051 Toronto CA \n",
|
||
"13052 Melbourne AU \n",
|
||
"13053 Zurich CH \n",
|
||
"13054 Xi'an CN \n",
|
||
"13055 Zurich CH \n",
|
||
"13056 Belogorsk RU \n",
|
||
"13057 Buenos Aires AR \n",
|
||
"13058 Washington US \n",
|
||
"\n",
|
||
" DestLocation DestRegion \\\n",
|
||
"0 {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n",
|
||
"1 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"2 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"3 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n",
|
||
"4 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
|
||
"5 {'lat': '44.4133', 'lon': '8.8375'} IT-42 \n",
|
||
"6 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n",
|
||
"7 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n",
|
||
"8 {'lat': '17.23131752', 'lon': '78.42985535'} SE-BD \n",
|
||
"9 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n",
|
||
"10 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n",
|
||
"11 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n",
|
||
"12 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n",
|
||
"13 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n",
|
||
"14 {'lat': '18.43939972', 'lon': '-66.00180054'} PR-U-A \n",
|
||
"15 {'lat': '50.86589813', 'lon': '7.142739773'} DE-NW \n",
|
||
"16 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"17 {'lat': '-34.8222', 'lon': '-58.5358'} SE-BD \n",
|
||
"18 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n",
|
||
"19 {'lat': '28.5665', 'lon': '77.103104'} SE-BD \n",
|
||
"20 {'lat': '37.64989853', 'lon': '-97.43309784'} US-KS \n",
|
||
"21 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n",
|
||
"22 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n",
|
||
"23 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n",
|
||
"24 {'lat': '49.01279831', 'lon': '2.549999952'} FR-J \n",
|
||
"25 {'lat': '35.76470184', 'lon': '140.3860016'} SE-BD \n",
|
||
"26 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n",
|
||
"27 {'lat': '32.73360062', 'lon': '-117.1900024'} US-CA \n",
|
||
"28 {'lat': '45.395699', 'lon': '10.8885'} IT-34 \n",
|
||
"29 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n",
|
||
"... ... ... \n",
|
||
"13029 {'lat': '45.6306', 'lon': '8.72811'} IT-25 \n",
|
||
"13030 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
|
||
"13031 {'lat': '32.12760162', 'lon': '-81.20210266'} US-GA \n",
|
||
"13032 {'lat': '43.11119843', 'lon': '-76.10630035'} US-NY \n",
|
||
"13033 {'lat': '27.97550011', 'lon': '-82.53320313'} US-FL \n",
|
||
"13034 {'lat': '68.15180206', 'lon': '33.46390152'} RU-MUR \n",
|
||
"13035 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n",
|
||
"13036 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"13037 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n",
|
||
"13038 {'lat': '43.683899', 'lon': '10.3927'} IT-52 \n",
|
||
"13039 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n",
|
||
"13040 {'lat': '51.87469864', 'lon': '-0.368333012'} GB-ENG \n",
|
||
"13041 {'lat': '-12.0219', 'lon': '-77.114304'} SE-BD \n",
|
||
"13042 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n",
|
||
"13043 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
|
||
"13044 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n",
|
||
"13045 {'lat': '-27.38419914', 'lon': '153.1170044'} SE-BD \n",
|
||
"13046 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
|
||
"13047 {'lat': '43.64619827', 'lon': '-70.30930328'} US-ME \n",
|
||
"13048 {'lat': '25.25279999', 'lon': '55.36439896'} SE-BD \n",
|
||
"13049 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n",
|
||
"13050 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n",
|
||
"13051 {'lat': '43.67720032', 'lon': '-79.63059998'} CA-ON \n",
|
||
"13052 {'lat': '-37.673302', 'lon': '144.843002'} SE-BD \n",
|
||
"13053 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n",
|
||
"13054 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
|
||
"13055 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n",
|
||
"13056 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n",
|
||
"13057 {'lat': '-34.8222', 'lon': '-58.5358'} SE-BD \n",
|
||
"13058 {'lat': '38.94449997', 'lon': '-77.45580292'} US-DC \n",
|
||
"\n",
|
||
" DestWeather ... FlightTimeMin \\\n",
|
||
"0 Rain ... 1030.770416 \n",
|
||
"1 Sunny ... 464.389481 \n",
|
||
"2 Cloudy ... 0.000000 \n",
|
||
"3 Clear ... 222.749059 \n",
|
||
"4 Clear ... 785.779071 \n",
|
||
"5 Thunder & Lightning ... 393.590441 \n",
|
||
"6 Hail ... 300.000000 \n",
|
||
"7 Clear ... 614.942480 \n",
|
||
"8 Cloudy ... 602.030591 \n",
|
||
"9 Rain ... 174.822216 \n",
|
||
"10 Rain ... 503.045170 \n",
|
||
"11 Cloudy ... 36.075018 \n",
|
||
"12 Clear ... 679.768391 \n",
|
||
"13 Rain ... 330.418282 \n",
|
||
"14 Clear ... 407.145031 \n",
|
||
"15 Sunny ... 656.712658 \n",
|
||
"16 Damaging Wind ... 773.030334 \n",
|
||
"17 Cloudy ... 704.716920 \n",
|
||
"18 Clear ... 355.957996 \n",
|
||
"19 Clear ... 875.114675 \n",
|
||
"20 Clear ... 373.966883 \n",
|
||
"21 Hail ... 130.667700 \n",
|
||
"22 Damaging Wind ... 574.495310 \n",
|
||
"23 Heavy Fog ... 579.728943 \n",
|
||
"24 Clear ... 50.157229 \n",
|
||
"25 Rain ... 527.567422 \n",
|
||
"26 Hail ... 386.259764 \n",
|
||
"27 Clear ... 24.479650 \n",
|
||
"28 Sunny ... 568.351033 \n",
|
||
"29 Rain ... 425.889194 \n",
|
||
"... ... ... ... \n",
|
||
"13029 Sunny ... 534.375826 \n",
|
||
"13030 Damaging Wind ... 141.172633 \n",
|
||
"13031 Thunder & Lightning ... 1113.137060 \n",
|
||
"13032 Rain ... 714.964864 \n",
|
||
"13033 Rain ... 234.929046 \n",
|
||
"13034 Clear ... 526.895776 \n",
|
||
"13035 Thunder & Lightning ... 0.000000 \n",
|
||
"13036 Sunny ... 150.000000 \n",
|
||
"13037 Rain ... 691.944839 \n",
|
||
"13038 Heavy Fog ... 567.387339 \n",
|
||
"13039 Thunder & Lightning ... 690.092327 \n",
|
||
"13040 Cloudy ... 3.028293 \n",
|
||
"13041 Sunny ... 338.875531 \n",
|
||
"13042 Clear ... 375.129587 \n",
|
||
"13043 Clear ... 156.858481 \n",
|
||
"13044 Clear ... 354.106457 \n",
|
||
"13045 Rain ... 771.305442 \n",
|
||
"13046 Rain ... 542.955572 \n",
|
||
"13047 Thunder & Lightning ... 564.599857 \n",
|
||
"13048 Sunny ... 180.000000 \n",
|
||
"13049 Heavy Fog ... 835.954429 \n",
|
||
"13050 Sunny ... 451.755639 \n",
|
||
"13051 Sunny ... 507.451571 \n",
|
||
"13052 Cloudy ... 1044.451122 \n",
|
||
"13053 Hail ... 728.715904 \n",
|
||
"13054 Rain ... 402.929088 \n",
|
||
"13055 Rain ... 644.418029 \n",
|
||
"13056 Rain ... 937.540811 \n",
|
||
"13057 Hail ... 1697.404971 \n",
|
||
"13058 Heavy Fog ... 1610.761827 \n",
|
||
"\n",
|
||
" Origin OriginAirportID \\\n",
|
||
"0 Frankfurt am Main Airport FRA \n",
|
||
"1 Cape Town International Airport CPT \n",
|
||
"2 Venice Marco Polo Airport VE05 \n",
|
||
"3 Naples International Airport NA01 \n",
|
||
"4 Licenciado Benito Juarez International Airport AICM \n",
|
||
"5 Edmonton International Airport CYEG \n",
|
||
"6 Zurich Airport ZRH \n",
|
||
"7 Ciampino___G. B. Pastine International Airport RM12 \n",
|
||
"8 Milano Linate Airport MI11 \n",
|
||
"9 Sheremetyevo International Airport SVO \n",
|
||
"10 Albuquerque International Sunport Airport ABQ \n",
|
||
"11 Venice Marco Polo Airport VE05 \n",
|
||
"12 Licenciado Benito Juarez International Airport AICM \n",
|
||
"13 Naples International Airport NA01 \n",
|
||
"14 Ciampino___G. B. Pastine International Airport RM12 \n",
|
||
"15 Chengdu Shuangliu International Airport CTU \n",
|
||
"16 Licenciado Benito Juarez International Airport AICM \n",
|
||
"17 Cleveland Hopkins International Airport CLE \n",
|
||
"18 Olenya Air Base XLMO \n",
|
||
"19 Casper-Natrona County International Airport CPR \n",
|
||
"20 Erie International Tom Ridge Field ERI \n",
|
||
"21 Newark Liberty International Airport EWR \n",
|
||
"22 Copenhagen Kastrup Airport CPH \n",
|
||
"23 Seattle Tacoma International Airport SEA \n",
|
||
"24 Berlin-Tegel Airport TXL \n",
|
||
"25 Manchester Airport MAN \n",
|
||
"26 Helsinki Vantaa Airport HEL \n",
|
||
"27 Phoenix Sky Harbor International Airport PHX \n",
|
||
"28 New Chitose Airport CTS \n",
|
||
"29 Tulsa International Airport TUL \n",
|
||
"... ... ... \n",
|
||
"13029 Itami Airport ITM \n",
|
||
"13030 Tokyo Haneda International Airport HND \n",
|
||
"13031 OR Tambo International Airport JNB \n",
|
||
"13032 El Dorado International Airport BOG \n",
|
||
"13033 Jorge Chavez International Airport LIM \n",
|
||
"13034 Gimpo International Airport GMP \n",
|
||
"13035 Shanghai Pudong International Airport PVG \n",
|
||
"13036 Venice Marco Polo Airport VE05 \n",
|
||
"13037 Ukrainka Air Base XHBU \n",
|
||
"13038 OR Tambo International Airport JNB \n",
|
||
"13039 Montreal / Pierre Elliott Trudeau Internationa... YUL \n",
|
||
"13040 London Heathrow Airport LHR \n",
|
||
"13041 Casper-Natrona County International Airport CPR \n",
|
||
"13042 Frankfurt am Main Airport FRA \n",
|
||
"13043 Tokyo Haneda International Airport HND \n",
|
||
"13044 Vienna International Airport VIE \n",
|
||
"13045 Amsterdam Airport Schiphol AMS \n",
|
||
"13046 Winnipeg / James Armstrong Richardson Internat... YWG \n",
|
||
"13047 Jeju International Airport CJU \n",
|
||
"13048 Dubai International Airport DXB \n",
|
||
"13049 Ministro Pistarini International Airport EZE \n",
|
||
"13050 Beijing Capital International Airport PEK \n",
|
||
"13051 Leonardo da Vinci___Fiumicino Airport RM11 \n",
|
||
"13052 Bologna Guglielmo Marconi Airport BO08 \n",
|
||
"13053 Portland International Jetport Airport PWM \n",
|
||
"13054 Pisa International Airport PI05 \n",
|
||
"13055 Winnipeg / James Armstrong Richardson Internat... YWG \n",
|
||
"13056 Licenciado Benito Juarez International Airport AICM \n",
|
||
"13057 Itami Airport ITM \n",
|
||
"13058 Adelaide International Airport ADL \n",
|
||
"\n",
|
||
" OriginCityName OriginCountry \\\n",
|
||
"0 Frankfurt am Main DE \n",
|
||
"1 Cape Town ZA \n",
|
||
"2 Venice IT \n",
|
||
"3 Naples IT \n",
|
||
"4 Mexico City MX \n",
|
||
"5 Edmonton CA \n",
|
||
"6 Zurich CH \n",
|
||
"7 Rome IT \n",
|
||
"8 Milan IT \n",
|
||
"9 Moscow RU \n",
|
||
"10 Albuquerque US \n",
|
||
"11 Venice IT \n",
|
||
"12 Mexico City MX \n",
|
||
"13 Naples IT \n",
|
||
"14 Rome IT \n",
|
||
"15 Chengdu CN \n",
|
||
"16 Mexico City MX \n",
|
||
"17 Cleveland US \n",
|
||
"18 Olenegorsk RU \n",
|
||
"19 Casper US \n",
|
||
"20 Erie US \n",
|
||
"21 Newark US \n",
|
||
"22 Copenhagen DK \n",
|
||
"23 Seattle US \n",
|
||
"24 Berlin DE \n",
|
||
"25 Manchester GB \n",
|
||
"26 Helsinki FI \n",
|
||
"27 Phoenix US \n",
|
||
"28 Chitose / Tomakomai JP \n",
|
||
"29 Tulsa US \n",
|
||
"... ... ... \n",
|
||
"13029 Osaka JP \n",
|
||
"13030 Tokyo JP \n",
|
||
"13031 Johannesburg ZA \n",
|
||
"13032 Bogota CO \n",
|
||
"13033 Lima PE \n",
|
||
"13034 Seoul KR \n",
|
||
"13035 Shanghai CN \n",
|
||
"13036 Venice IT \n",
|
||
"13037 Belogorsk RU \n",
|
||
"13038 Johannesburg ZA \n",
|
||
"13039 Montreal CA \n",
|
||
"13040 London GB \n",
|
||
"13041 Casper US \n",
|
||
"13042 Frankfurt am Main DE \n",
|
||
"13043 Tokyo JP \n",
|
||
"13044 Vienna AT \n",
|
||
"13045 Amsterdam NL \n",
|
||
"13046 Winnipeg CA \n",
|
||
"13047 Jeju City KR \n",
|
||
"13048 Dubai AE \n",
|
||
"13049 Buenos Aires AR \n",
|
||
"13050 Beijing CN \n",
|
||
"13051 Rome IT \n",
|
||
"13052 Bologna IT \n",
|
||
"13053 Portland US \n",
|
||
"13054 Pisa IT \n",
|
||
"13055 Winnipeg CA \n",
|
||
"13056 Mexico City MX \n",
|
||
"13057 Osaka JP \n",
|
||
"13058 Adelaide AU \n",
|
||
"\n",
|
||
" OriginLocation OriginRegion \\\n",
|
||
"0 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n",
|
||
"1 {'lat': '-33.96480179', 'lon': '18.60169983'} SE-BD \n",
|
||
"2 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"3 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n",
|
||
"4 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n",
|
||
"5 {'lat': '53.30970001', 'lon': '-113.5800018'} CA-AB \n",
|
||
"6 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n",
|
||
"7 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n",
|
||
"8 {'lat': '45.445099', 'lon': '9.27674'} IT-25 \n",
|
||
"9 {'lat': '55.972599', 'lon': '37.4146'} RU-MOS \n",
|
||
"10 {'lat': '35.040199', 'lon': '-106.609001'} US-NM \n",
|
||
"11 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"12 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n",
|
||
"13 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n",
|
||
"14 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n",
|
||
"15 {'lat': '30.57850075', 'lon': '103.9469986'} SE-BD \n",
|
||
"16 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n",
|
||
"17 {'lat': '41.4117012', 'lon': '-81.84980011'} US-OH \n",
|
||
"18 {'lat': '68.15180206', 'lon': '33.46390152'} RU-MUR \n",
|
||
"19 {'lat': '42.90800095', 'lon': '-106.4639969'} US-WY \n",
|
||
"20 {'lat': '42.08312701', 'lon': '-80.17386675'} US-PA \n",
|
||
"21 {'lat': '40.69250107', 'lon': '-74.16870117'} US-NJ \n",
|
||
"22 {'lat': '55.61790085', 'lon': '12.65600014'} DK-84 \n",
|
||
"23 {'lat': '47.44900131', 'lon': '-122.3089981'} US-WA \n",
|
||
"24 {'lat': '52.5597', 'lon': '13.2877'} DE-BE \n",
|
||
"25 {'lat': '53.35369873', 'lon': '-2.274950027'} GB-ENG \n",
|
||
"26 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n",
|
||
"27 {'lat': '33.43429947', 'lon': '-112.012001'} US-AZ \n",
|
||
"28 {'lat': '42.77519989', 'lon': '141.6920013'} SE-BD \n",
|
||
"29 {'lat': '36.19839859', 'lon': '-95.88809967'} US-OK \n",
|
||
"... ... ... \n",
|
||
"13029 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n",
|
||
"13030 {'lat': '35.552299', 'lon': '139.779999'} SE-BD \n",
|
||
"13031 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n",
|
||
"13032 {'lat': '4.70159', 'lon': '-74.1469'} CO-CUN \n",
|
||
"13033 {'lat': '-12.0219', 'lon': '-77.114304'} SE-BD \n",
|
||
"13034 {'lat': '37.5583', 'lon': '126.791'} SE-BD \n",
|
||
"13035 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n",
|
||
"13036 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"13037 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n",
|
||
"13038 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n",
|
||
"13039 {'lat': '45.47060013', 'lon': '-73.74079895'} CA-QC \n",
|
||
"13040 {'lat': '51.4706', 'lon': '-0.461941'} GB-ENG \n",
|
||
"13041 {'lat': '42.90800095', 'lon': '-106.4639969'} US-WY \n",
|
||
"13042 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n",
|
||
"13043 {'lat': '35.552299', 'lon': '139.779999'} SE-BD \n",
|
||
"13044 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n",
|
||
"13045 {'lat': '52.30860138', 'lon': '4.76388979'} NL-NH \n",
|
||
"13046 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n",
|
||
"13047 {'lat': '33.51129913', 'lon': '126.4929962'} SE-BD \n",
|
||
"13048 {'lat': '25.25279999', 'lon': '55.36439896'} SE-BD \n",
|
||
"13049 {'lat': '-34.8222', 'lon': '-58.5358'} AR-B \n",
|
||
"13050 {'lat': '40.08010101', 'lon': '116.5849991'} SE-BD \n",
|
||
"13051 {'lat': '41.8002778', 'lon': '12.2388889'} IT-62 \n",
|
||
"13052 {'lat': '44.5354', 'lon': '11.2887'} IT-45 \n",
|
||
"13053 {'lat': '43.64619827', 'lon': '-70.30930328'} US-ME \n",
|
||
"13054 {'lat': '43.683899', 'lon': '10.3927'} IT-52 \n",
|
||
"13055 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n",
|
||
"13056 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n",
|
||
"13057 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n",
|
||
"13058 {'lat': '-34.945', 'lon': '138.531006'} SE-BD \n",
|
||
"\n",
|
||
" OriginWeather dayOfWeek timestamp \n",
|
||
"0 Sunny 0 2018-01-01 00:00:00 \n",
|
||
"1 Clear 0 2018-01-01 18:27:00 \n",
|
||
"2 Rain 0 2018-01-01 17:11:14 \n",
|
||
"3 Thunder & Lightning 0 2018-01-01 10:33:28 \n",
|
||
"4 Damaging Wind 0 2018-01-01 05:13:00 \n",
|
||
"5 Rain 0 2018-01-01 01:43:03 \n",
|
||
"6 Clear 0 2018-01-01 13:49:53 \n",
|
||
"7 Thunder & Lightning 0 2018-01-01 04:54:59 \n",
|
||
"8 Heavy Fog 0 2018-01-01 12:09:35 \n",
|
||
"9 Cloudy 0 2018-01-01 12:09:35 \n",
|
||
"10 Rain 0 2018-01-01 22:06:14 \n",
|
||
"11 Rain 0 2018-01-01 11:52:34 \n",
|
||
"12 Heavy Fog 0 2018-01-01 02:13:46 \n",
|
||
"13 Rain 0 2018-01-01 14:21:13 \n",
|
||
"14 Cloudy 0 2018-01-01 17:42:53 \n",
|
||
"15 Thunder & Lightning 0 2018-01-01 19:55:32 \n",
|
||
"16 Thunder & Lightning 0 2018-01-01 07:49:27 \n",
|
||
"17 Rain 0 2018-01-01 01:30:47 \n",
|
||
"18 Hail 0 2018-01-01 07:58:17 \n",
|
||
"19 Cloudy 0 2018-01-01 00:02:06 \n",
|
||
"20 Cloudy 0 2018-01-01 01:08:20 \n",
|
||
"21 Clear 0 2018-01-01 01:08:20 \n",
|
||
"22 Sunny 0 2018-01-01 07:48:35 \n",
|
||
"23 Heavy Fog 0 2018-01-01 18:57:21 \n",
|
||
"24 Rain 0 2018-01-01 13:18:25 \n",
|
||
"25 Thunder & Lightning 0 2018-01-01 08:20:35 \n",
|
||
"26 Rain 0 2018-01-01 15:38:32 \n",
|
||
"27 Clear 0 2018-01-01 03:08:45 \n",
|
||
"28 Damaging Wind 0 2018-01-01 01:16:59 \n",
|
||
"29 Rain 0 2018-01-01 18:00:59 \n",
|
||
"... ... ... ... \n",
|
||
"13029 Sunny 6 2018-02-11 20:10:13 \n",
|
||
"13030 Clear 6 2018-02-11 18:59:53 \n",
|
||
"13031 Hail 6 2018-02-11 00:57:48 \n",
|
||
"13032 Thunder & Lightning 6 2018-02-11 12:02:49 \n",
|
||
"13033 Thunder & Lightning 6 2018-02-11 02:07:40 \n",
|
||
"13034 Sunny 6 2018-02-11 00:35:04 \n",
|
||
"13035 Thunder & Lightning 6 2018-02-11 11:19:12 \n",
|
||
"13036 Cloudy 6 2018-02-11 15:07:11 \n",
|
||
"13037 Damaging Wind 6 2018-02-11 10:24:42 \n",
|
||
"13038 Damaging Wind 6 2018-02-11 00:42:06 \n",
|
||
"13039 Thunder & Lightning 6 2018-02-11 10:56:31 \n",
|
||
"13040 Clear 6 2018-02-11 00:39:37 \n",
|
||
"13041 Rain 6 2018-02-11 10:24:30 \n",
|
||
"13042 Clear 6 2018-02-11 09:02:07 \n",
|
||
"13043 Thunder & Lightning 6 2018-02-11 04:45:06 \n",
|
||
"13044 Thunder & Lightning 6 2018-02-11 00:51:14 \n",
|
||
"13045 Sunny 6 2018-02-11 05:41:51 \n",
|
||
"13046 Hail 6 2018-02-11 10:02:21 \n",
|
||
"13047 Cloudy 6 2018-02-11 15:55:10 \n",
|
||
"13048 Hail 6 2018-02-11 04:11:14 \n",
|
||
"13049 Sunny 6 2018-02-11 10:13:32 \n",
|
||
"13050 Cloudy 6 2018-02-11 11:23:23 \n",
|
||
"13051 Hail 6 2018-02-11 01:13:50 \n",
|
||
"13052 Cloudy 6 2018-02-11 18:35:42 \n",
|
||
"13053 Clear 6 2018-02-11 19:02:10 \n",
|
||
"13054 Sunny 6 2018-02-11 20:42:25 \n",
|
||
"13055 Rain 6 2018-02-11 01:41:57 \n",
|
||
"13056 Sunny 6 2018-02-11 04:09:27 \n",
|
||
"13057 Hail 6 2018-02-11 08:28:21 \n",
|
||
"13058 Rain 6 2018-02-11 14:54:34 \n",
|
||
"\n",
|
||
"[13059 rows x 27 columns]"
|
||
]
|
||
},
|
||
"execution_count": 5,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pd_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
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|
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|
||
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|
||
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|
||
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||
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|
||
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||
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|
||
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||
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|
||
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|
||
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|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>AvgTicketPrice</th>\n",
|
||
" <th>Cancelled</th>\n",
|
||
" <th>Carrier</th>\n",
|
||
" <th>Dest</th>\n",
|
||
" <th>DestAirportID</th>\n",
|
||
" <th>DestCityName</th>\n",
|
||
" <th>DestCountry</th>\n",
|
||
" <th>DestLocation</th>\n",
|
||
" <th>DestRegion</th>\n",
|
||
" <th>DestWeather</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>FlightTimeMin</th>\n",
|
||
" <th>Origin</th>\n",
|
||
" <th>OriginAirportID</th>\n",
|
||
" <th>OriginCityName</th>\n",
|
||
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|
||
" <th>OriginLocation</th>\n",
|
||
" <th>OriginRegion</th>\n",
|
||
" <th>OriginWeather</th>\n",
|
||
" <th>dayOfWeek</th>\n",
|
||
" <th>timestamp</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>0</th>\n",
|
||
" <td>841.265642</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Sydney Kingsford Smith International Airport</td>\n",
|
||
" <td>SYD</td>\n",
|
||
" <td>Sydney</td>\n",
|
||
" <td>AU</td>\n",
|
||
" <td>{'lat': '-33.94609833', 'lon': '151.177002'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1030.770416</td>\n",
|
||
" <td>Frankfurt am Main Airport</td>\n",
|
||
" <td>FRA</td>\n",
|
||
" <td>Frankfurt am Main</td>\n",
|
||
" <td>DE</td>\n",
|
||
" <td>{'lat': '50.033333', 'lon': '8.570556'}</td>\n",
|
||
" <td>DE-HE</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 00:00:00</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>1</th>\n",
|
||
" <td>882.982662</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>464.389481</td>\n",
|
||
" <td>Cape Town International Airport</td>\n",
|
||
" <td>CPT</td>\n",
|
||
" <td>Cape Town</td>\n",
|
||
" <td>ZA</td>\n",
|
||
" <td>{'lat': '-33.96480179', 'lon': '18.60169983'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 18:27:00</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>2</th>\n",
|
||
" <td>190.636904</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 17:11:14</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>3</th>\n",
|
||
" <td>181.694216</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Treviso-Sant'Angelo Airport</td>\n",
|
||
" <td>TV01</td>\n",
|
||
" <td>Treviso</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.648399', 'lon': '12.1944'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>222.749059</td>\n",
|
||
" <td>Naples International Airport</td>\n",
|
||
" <td>NA01</td>\n",
|
||
" <td>Naples</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '40.886002', 'lon': '14.2908'}</td>\n",
|
||
" <td>IT-72</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 10:33:28</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>4</th>\n",
|
||
" <td>730.041778</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Xi'an Xianyang International Airport</td>\n",
|
||
" <td>XIY</td>\n",
|
||
" <td>Xi'an</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '34.447102', 'lon': '108.751999'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>785.779071</td>\n",
|
||
" <td>Licenciado Benito Juarez International Airport</td>\n",
|
||
" <td>AICM</td>\n",
|
||
" <td>Mexico City</td>\n",
|
||
" <td>MX</td>\n",
|
||
" <td>{'lat': '19.4363', 'lon': '-99.072098'}</td>\n",
|
||
" <td>MX-DIF</td>\n",
|
||
" <td>Damaging Wind</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 05:13:00</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>5</th>\n",
|
||
" <td>418.152089</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Genoa Cristoforo Colombo Airport</td>\n",
|
||
" <td>GE01</td>\n",
|
||
" <td>Genova</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '44.4133', 'lon': '8.8375'}</td>\n",
|
||
" <td>IT-42</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>393.590441</td>\n",
|
||
" <td>Edmonton International Airport</td>\n",
|
||
" <td>CYEG</td>\n",
|
||
" <td>Edmonton</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '53.30970001', 'lon': '-113.5800018'}</td>\n",
|
||
" <td>CA-AB</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 01:43:03</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>6</th>\n",
|
||
" <td>180.246816</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Zurich Airport</td>\n",
|
||
" <td>ZRH</td>\n",
|
||
" <td>Zurich</td>\n",
|
||
" <td>CH</td>\n",
|
||
" <td>{'lat': '47.464699', 'lon': '8.54917'}</td>\n",
|
||
" <td>CH-ZH</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>300.000000</td>\n",
|
||
" <td>Zurich Airport</td>\n",
|
||
" <td>ZRH</td>\n",
|
||
" <td>Zurich</td>\n",
|
||
" <td>CH</td>\n",
|
||
" <td>{'lat': '47.464699', 'lon': '8.54917'}</td>\n",
|
||
" <td>CH-ZH</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 13:49:53</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>7</th>\n",
|
||
" <td>585.184310</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Ottawa Macdonald-Cartier International Airport</td>\n",
|
||
" <td>YOW</td>\n",
|
||
" <td>Ottawa</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '45.32249832', 'lon': '-75.66919708'}</td>\n",
|
||
" <td>CA-ON</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>614.942480</td>\n",
|
||
" <td>Ciampino___G. B. Pastine International Airport</td>\n",
|
||
" <td>RM12</td>\n",
|
||
" <td>Rome</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '41.7994', 'lon': '12.5949'}</td>\n",
|
||
" <td>IT-62</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 04:54:59</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>8</th>\n",
|
||
" <td>960.869736</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Rajiv Gandhi International Airport</td>\n",
|
||
" <td>HYD</td>\n",
|
||
" <td>Hyderabad</td>\n",
|
||
" <td>IN</td>\n",
|
||
" <td>{'lat': '17.23131752', 'lon': '78.42985535'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>602.030591</td>\n",
|
||
" <td>Milano Linate Airport</td>\n",
|
||
" <td>MI11</td>\n",
|
||
" <td>Milan</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.445099', 'lon': '9.27674'}</td>\n",
|
||
" <td>IT-25</td>\n",
|
||
" <td>Heavy Fog</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 12:09:35</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>9</th>\n",
|
||
" <td>296.877773</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Treviso-Sant'Angelo Airport</td>\n",
|
||
" <td>TV01</td>\n",
|
||
" <td>Treviso</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.648399', 'lon': '12.1944'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>174.822216</td>\n",
|
||
" <td>Sheremetyevo International Airport</td>\n",
|
||
" <td>SVO</td>\n",
|
||
" <td>Moscow</td>\n",
|
||
" <td>RU</td>\n",
|
||
" <td>{'lat': '55.972599', 'lon': '37.4146'}</td>\n",
|
||
" <td>RU-MOS</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 12:09:35</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>10</th>\n",
|
||
" <td>906.437948</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Helsinki Vantaa Airport</td>\n",
|
||
" <td>HEL</td>\n",
|
||
" <td>Helsinki</td>\n",
|
||
" <td>FI</td>\n",
|
||
" <td>{'lat': '60.31719971', 'lon': '24.9633007'}</td>\n",
|
||
" <td>FI-ES</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>503.045170</td>\n",
|
||
" <td>Albuquerque International Sunport Airport</td>\n",
|
||
" <td>ABQ</td>\n",
|
||
" <td>Albuquerque</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '35.040199', 'lon': '-106.609001'}</td>\n",
|
||
" <td>US-NM</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 22:06:14</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>11</th>\n",
|
||
" <td>704.463771</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Vienna International Airport</td>\n",
|
||
" <td>VIE</td>\n",
|
||
" <td>Vienna</td>\n",
|
||
" <td>AT</td>\n",
|
||
" <td>{'lat': '48.11029816', 'lon': '16.56970024'}</td>\n",
|
||
" <td>AT-9</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>36.075018</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 11:52:34</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>12</th>\n",
|
||
" <td>922.499077</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Shanghai Pudong International Airport</td>\n",
|
||
" <td>PVG</td>\n",
|
||
" <td>Shanghai</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '31.14340019', 'lon': '121.8050003'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>679.768391</td>\n",
|
||
" <td>Licenciado Benito Juarez International Airport</td>\n",
|
||
" <td>AICM</td>\n",
|
||
" <td>Mexico City</td>\n",
|
||
" <td>MX</td>\n",
|
||
" <td>{'lat': '19.4363', 'lon': '-99.072098'}</td>\n",
|
||
" <td>MX-DIF</td>\n",
|
||
" <td>Heavy Fog</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 02:13:46</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13</th>\n",
|
||
" <td>374.959276</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Ottawa Macdonald-Cartier International Airport</td>\n",
|
||
" <td>YOW</td>\n",
|
||
" <td>Ottawa</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '45.32249832', 'lon': '-75.66919708'}</td>\n",
|
||
" <td>CA-ON</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>330.418282</td>\n",
|
||
" <td>Naples International Airport</td>\n",
|
||
" <td>NA01</td>\n",
|
||
" <td>Naples</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '40.886002', 'lon': '14.2908'}</td>\n",
|
||
" <td>IT-72</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 14:21:13</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>14</th>\n",
|
||
" <td>552.917371</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Luis Munoz Marin International Airport</td>\n",
|
||
" <td>SJU</td>\n",
|
||
" <td>San Juan</td>\n",
|
||
" <td>PR</td>\n",
|
||
" <td>{'lat': '18.43939972', 'lon': '-66.00180054'}</td>\n",
|
||
" <td>PR-U-A</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>407.145031</td>\n",
|
||
" <td>Ciampino___G. B. Pastine International Airport</td>\n",
|
||
" <td>RM12</td>\n",
|
||
" <td>Rome</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '41.7994', 'lon': '12.5949'}</td>\n",
|
||
" <td>IT-62</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 17:42:53</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>15</th>\n",
|
||
" <td>566.487557</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Cologne Bonn Airport</td>\n",
|
||
" <td>CGN</td>\n",
|
||
" <td>Cologne</td>\n",
|
||
" <td>DE</td>\n",
|
||
" <td>{'lat': '50.86589813', 'lon': '7.142739773'}</td>\n",
|
||
" <td>DE-NW</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>656.712658</td>\n",
|
||
" <td>Chengdu Shuangliu International Airport</td>\n",
|
||
" <td>CTU</td>\n",
|
||
" <td>Chengdu</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '30.57850075', 'lon': '103.9469986'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 19:55:32</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>16</th>\n",
|
||
" <td>989.952787</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Damaging Wind</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>773.030334</td>\n",
|
||
" <td>Licenciado Benito Juarez International Airport</td>\n",
|
||
" <td>AICM</td>\n",
|
||
" <td>Mexico City</td>\n",
|
||
" <td>MX</td>\n",
|
||
" <td>{'lat': '19.4363', 'lon': '-99.072098'}</td>\n",
|
||
" <td>MX-DIF</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 07:49:27</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>17</th>\n",
|
||
" <td>569.613255</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>Ministro Pistarini International Airport</td>\n",
|
||
" <td>EZE</td>\n",
|
||
" <td>Buenos Aires</td>\n",
|
||
" <td>AR</td>\n",
|
||
" <td>{'lat': '-34.8222', 'lon': '-58.5358'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>704.716920</td>\n",
|
||
" <td>Cleveland Hopkins International Airport</td>\n",
|
||
" <td>CLE</td>\n",
|
||
" <td>Cleveland</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '41.4117012', 'lon': '-81.84980011'}</td>\n",
|
||
" <td>US-OH</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 01:30:47</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>18</th>\n",
|
||
" <td>277.429707</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>Shanghai Pudong International Airport</td>\n",
|
||
" <td>PVG</td>\n",
|
||
" <td>Shanghai</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '31.14340019', 'lon': '121.8050003'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>355.957996</td>\n",
|
||
" <td>Olenya Air Base</td>\n",
|
||
" <td>XLMO</td>\n",
|
||
" <td>Olenegorsk</td>\n",
|
||
" <td>RU</td>\n",
|
||
" <td>{'lat': '68.15180206', 'lon': '33.46390152'}</td>\n",
|
||
" <td>RU-MUR</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 07:58:17</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>19</th>\n",
|
||
" <td>772.100846</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Indira Gandhi International Airport</td>\n",
|
||
" <td>DEL</td>\n",
|
||
" <td>New Delhi</td>\n",
|
||
" <td>IN</td>\n",
|
||
" <td>{'lat': '28.5665', 'lon': '77.103104'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>875.114675</td>\n",
|
||
" <td>Casper-Natrona County International Airport</td>\n",
|
||
" <td>CPR</td>\n",
|
||
" <td>Casper</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '42.90800095', 'lon': '-106.4639969'}</td>\n",
|
||
" <td>US-WY</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 00:02:06</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>20</th>\n",
|
||
" <td>167.599922</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Wichita Mid Continent Airport</td>\n",
|
||
" <td>ICT</td>\n",
|
||
" <td>Wichita</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '37.64989853', 'lon': '-97.43309784'}</td>\n",
|
||
" <td>US-KS</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>373.966883</td>\n",
|
||
" <td>Erie International Tom Ridge Field</td>\n",
|
||
" <td>ERI</td>\n",
|
||
" <td>Erie</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '42.08312701', 'lon': '-80.17386675'}</td>\n",
|
||
" <td>US-PA</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 01:08:20</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>21</th>\n",
|
||
" <td>253.210065</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>Ottawa Macdonald-Cartier International Airport</td>\n",
|
||
" <td>YOW</td>\n",
|
||
" <td>Ottawa</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '45.32249832', 'lon': '-75.66919708'}</td>\n",
|
||
" <td>CA-ON</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>130.667700</td>\n",
|
||
" <td>Newark Liberty International Airport</td>\n",
|
||
" <td>EWR</td>\n",
|
||
" <td>Newark</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '40.69250107', 'lon': '-74.16870117'}</td>\n",
|
||
" <td>US-NJ</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 01:08:20</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>22</th>\n",
|
||
" <td>917.247620</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Itami Airport</td>\n",
|
||
" <td>ITM</td>\n",
|
||
" <td>Osaka</td>\n",
|
||
" <td>JP</td>\n",
|
||
" <td>{'lat': '34.78549957', 'lon': '135.4380035'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Damaging Wind</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>574.495310</td>\n",
|
||
" <td>Copenhagen Kastrup Airport</td>\n",
|
||
" <td>CPH</td>\n",
|
||
" <td>Copenhagen</td>\n",
|
||
" <td>DK</td>\n",
|
||
" <td>{'lat': '55.61790085', 'lon': '12.65600014'}</td>\n",
|
||
" <td>DK-84</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 07:48:35</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>23</th>\n",
|
||
" <td>451.591176</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Vienna International Airport</td>\n",
|
||
" <td>VIE</td>\n",
|
||
" <td>Vienna</td>\n",
|
||
" <td>AT</td>\n",
|
||
" <td>{'lat': '48.11029816', 'lon': '16.56970024'}</td>\n",
|
||
" <td>AT-9</td>\n",
|
||
" <td>Heavy Fog</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>579.728943</td>\n",
|
||
" <td>Seattle Tacoma International Airport</td>\n",
|
||
" <td>SEA</td>\n",
|
||
" <td>Seattle</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '47.44900131', 'lon': '-122.3089981'}</td>\n",
|
||
" <td>US-WA</td>\n",
|
||
" <td>Heavy Fog</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 18:57:21</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>24</th>\n",
|
||
" <td>307.067201</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Charles de Gaulle International Airport</td>\n",
|
||
" <td>CDG</td>\n",
|
||
" <td>Paris</td>\n",
|
||
" <td>FR</td>\n",
|
||
" <td>{'lat': '49.01279831', 'lon': '2.549999952'}</td>\n",
|
||
" <td>FR-J</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>50.157229</td>\n",
|
||
" <td>Berlin-Tegel Airport</td>\n",
|
||
" <td>TXL</td>\n",
|
||
" <td>Berlin</td>\n",
|
||
" <td>DE</td>\n",
|
||
" <td>{'lat': '52.5597', 'lon': '13.2877'}</td>\n",
|
||
" <td>DE-BE</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 13:18:25</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25</th>\n",
|
||
" <td>268.241596</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>Narita International Airport</td>\n",
|
||
" <td>NRT</td>\n",
|
||
" <td>Tokyo</td>\n",
|
||
" <td>JP</td>\n",
|
||
" <td>{'lat': '35.76470184', 'lon': '140.3860016'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>527.567422</td>\n",
|
||
" <td>Manchester Airport</td>\n",
|
||
" <td>MAN</td>\n",
|
||
" <td>Manchester</td>\n",
|
||
" <td>GB</td>\n",
|
||
" <td>{'lat': '53.35369873', 'lon': '-2.274950027'}</td>\n",
|
||
" <td>GB-ENG</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 08:20:35</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>26</th>\n",
|
||
" <td>975.812632</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Itami Airport</td>\n",
|
||
" <td>ITM</td>\n",
|
||
" <td>Osaka</td>\n",
|
||
" <td>JP</td>\n",
|
||
" <td>{'lat': '34.78549957', 'lon': '135.4380035'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>386.259764</td>\n",
|
||
" <td>Helsinki Vantaa Airport</td>\n",
|
||
" <td>HEL</td>\n",
|
||
" <td>Helsinki</td>\n",
|
||
" <td>FI</td>\n",
|
||
" <td>{'lat': '60.31719971', 'lon': '24.9633007'}</td>\n",
|
||
" <td>FI-ES</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 15:38:32</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>27</th>\n",
|
||
" <td>134.214546</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>San Diego International Airport</td>\n",
|
||
" <td>SAN</td>\n",
|
||
" <td>San Diego</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '32.73360062', 'lon': '-117.1900024'}</td>\n",
|
||
" <td>US-CA</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>24.479650</td>\n",
|
||
" <td>Phoenix Sky Harbor International Airport</td>\n",
|
||
" <td>PHX</td>\n",
|
||
" <td>Phoenix</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '33.43429947', 'lon': '-112.012001'}</td>\n",
|
||
" <td>US-AZ</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 03:08:45</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>28</th>\n",
|
||
" <td>988.897564</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Verona Villafranca Airport</td>\n",
|
||
" <td>VR10</td>\n",
|
||
" <td>Verona</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.395699', 'lon': '10.8885'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>568.351033</td>\n",
|
||
" <td>New Chitose Airport</td>\n",
|
||
" <td>CTS</td>\n",
|
||
" <td>Chitose / Tomakomai</td>\n",
|
||
" <td>JP</td>\n",
|
||
" <td>{'lat': '42.77519989', 'lon': '141.6920013'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Damaging Wind</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 01:16:59</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>29</th>\n",
|
||
" <td>511.067220</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Zurich Airport</td>\n",
|
||
" <td>ZRH</td>\n",
|
||
" <td>Zurich</td>\n",
|
||
" <td>CH</td>\n",
|
||
" <td>{'lat': '47.464699', 'lon': '8.54917'}</td>\n",
|
||
" <td>CH-ZH</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>425.889194</td>\n",
|
||
" <td>Tulsa International Airport</td>\n",
|
||
" <td>TUL</td>\n",
|
||
" <td>Tulsa</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '36.19839859', 'lon': '-95.88809967'}</td>\n",
|
||
" <td>US-OK</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 18:00:59</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>...</th>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>...</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13029</th>\n",
|
||
" <td>795.905278</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Malpensa International Airport</td>\n",
|
||
" <td>MI12</td>\n",
|
||
" <td>Milan</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.6306', 'lon': '8.72811'}</td>\n",
|
||
" <td>IT-25</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>534.375826</td>\n",
|
||
" <td>Itami Airport</td>\n",
|
||
" <td>ITM</td>\n",
|
||
" <td>Osaka</td>\n",
|
||
" <td>JP</td>\n",
|
||
" <td>{'lat': '34.78549957', 'lon': '135.4380035'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 20:10:13</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13030</th>\n",
|
||
" <td>863.388068</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Xi'an Xianyang International Airport</td>\n",
|
||
" <td>XIY</td>\n",
|
||
" <td>Xi'an</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '34.447102', 'lon': '108.751999'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Damaging Wind</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>141.172633</td>\n",
|
||
" <td>Tokyo Haneda International Airport</td>\n",
|
||
" <td>HND</td>\n",
|
||
" <td>Tokyo</td>\n",
|
||
" <td>JP</td>\n",
|
||
" <td>{'lat': '35.552299', 'lon': '139.779999'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 18:59:53</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13031</th>\n",
|
||
" <td>575.183008</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Savannah Hilton Head International Airport</td>\n",
|
||
" <td>SAV</td>\n",
|
||
" <td>Savannah</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '32.12760162', 'lon': '-81.20210266'}</td>\n",
|
||
" <td>US-GA</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1113.137060</td>\n",
|
||
" <td>OR Tambo International Airport</td>\n",
|
||
" <td>JNB</td>\n",
|
||
" <td>Johannesburg</td>\n",
|
||
" <td>ZA</td>\n",
|
||
" <td>{'lat': '-26.1392', 'lon': '28.246'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 00:57:48</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13032</th>\n",
|
||
" <td>817.368952</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Syracuse Hancock International Airport</td>\n",
|
||
" <td>SYR</td>\n",
|
||
" <td>Syracuse</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '43.11119843', 'lon': '-76.10630035'}</td>\n",
|
||
" <td>US-NY</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>714.964864</td>\n",
|
||
" <td>El Dorado International Airport</td>\n",
|
||
" <td>BOG</td>\n",
|
||
" <td>Bogota</td>\n",
|
||
" <td>CO</td>\n",
|
||
" <td>{'lat': '4.70159', 'lon': '-74.1469'}</td>\n",
|
||
" <td>CO-CUN</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 12:02:49</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13033</th>\n",
|
||
" <td>579.582455</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>Tampa International Airport</td>\n",
|
||
" <td>TPA</td>\n",
|
||
" <td>Tampa</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '27.97550011', 'lon': '-82.53320313'}</td>\n",
|
||
" <td>US-FL</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>234.929046</td>\n",
|
||
" <td>Jorge Chavez International Airport</td>\n",
|
||
" <td>LIM</td>\n",
|
||
" <td>Lima</td>\n",
|
||
" <td>PE</td>\n",
|
||
" <td>{'lat': '-12.0219', 'lon': '-77.114304'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 02:07:40</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13034</th>\n",
|
||
" <td>1004.916638</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Olenya Air Base</td>\n",
|
||
" <td>XLMO</td>\n",
|
||
" <td>Olenegorsk</td>\n",
|
||
" <td>RU</td>\n",
|
||
" <td>{'lat': '68.15180206', 'lon': '33.46390152'}</td>\n",
|
||
" <td>RU-MUR</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>526.895776</td>\n",
|
||
" <td>Gimpo International Airport</td>\n",
|
||
" <td>GMP</td>\n",
|
||
" <td>Seoul</td>\n",
|
||
" <td>KR</td>\n",
|
||
" <td>{'lat': '37.5583', 'lon': '126.791'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 00:35:04</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13035</th>\n",
|
||
" <td>357.562842</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Shanghai Pudong International Airport</td>\n",
|
||
" <td>PVG</td>\n",
|
||
" <td>Shanghai</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '31.14340019', 'lon': '121.8050003'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>Shanghai Pudong International Airport</td>\n",
|
||
" <td>PVG</td>\n",
|
||
" <td>Shanghai</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '31.14340019', 'lon': '121.8050003'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 11:19:12</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13036</th>\n",
|
||
" <td>429.580539</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>150.000000</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 15:07:11</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13037</th>\n",
|
||
" <td>729.788171</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>Vienna International Airport</td>\n",
|
||
" <td>VIE</td>\n",
|
||
" <td>Vienna</td>\n",
|
||
" <td>AT</td>\n",
|
||
" <td>{'lat': '48.11029816', 'lon': '16.56970024'}</td>\n",
|
||
" <td>AT-9</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>691.944839</td>\n",
|
||
" <td>Ukrainka Air Base</td>\n",
|
||
" <td>XHBU</td>\n",
|
||
" <td>Belogorsk</td>\n",
|
||
" <td>RU</td>\n",
|
||
" <td>{'lat': '51.169997', 'lon': '128.445007'}</td>\n",
|
||
" <td>RU-AMU</td>\n",
|
||
" <td>Damaging Wind</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 10:24:42</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13038</th>\n",
|
||
" <td>564.897695</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>Pisa International Airport</td>\n",
|
||
" <td>PI05</td>\n",
|
||
" <td>Pisa</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '43.683899', 'lon': '10.3927'}</td>\n",
|
||
" <td>IT-52</td>\n",
|
||
" <td>Heavy Fog</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>567.387339</td>\n",
|
||
" <td>OR Tambo International Airport</td>\n",
|
||
" <td>JNB</td>\n",
|
||
" <td>Johannesburg</td>\n",
|
||
" <td>ZA</td>\n",
|
||
" <td>{'lat': '-26.1392', 'lon': '28.246'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Damaging Wind</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 00:42:06</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13039</th>\n",
|
||
" <td>1014.052787</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Vienna International Airport</td>\n",
|
||
" <td>VIE</td>\n",
|
||
" <td>Vienna</td>\n",
|
||
" <td>AT</td>\n",
|
||
" <td>{'lat': '48.11029816', 'lon': '16.56970024'}</td>\n",
|
||
" <td>AT-9</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>690.092327</td>\n",
|
||
" <td>Montreal / Pierre Elliott Trudeau Internationa...</td>\n",
|
||
" <td>YUL</td>\n",
|
||
" <td>Montreal</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '45.47060013', 'lon': '-73.74079895'}</td>\n",
|
||
" <td>CA-QC</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 10:56:31</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13040</th>\n",
|
||
" <td>455.243843</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>London Luton Airport</td>\n",
|
||
" <td>LTN</td>\n",
|
||
" <td>London</td>\n",
|
||
" <td>GB</td>\n",
|
||
" <td>{'lat': '51.87469864', 'lon': '-0.368333012'}</td>\n",
|
||
" <td>GB-ENG</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>3.028293</td>\n",
|
||
" <td>London Heathrow Airport</td>\n",
|
||
" <td>LHR</td>\n",
|
||
" <td>London</td>\n",
|
||
" <td>GB</td>\n",
|
||
" <td>{'lat': '51.4706', 'lon': '-0.461941'}</td>\n",
|
||
" <td>GB-ENG</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 00:39:37</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13041</th>\n",
|
||
" <td>611.370232</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Jorge Chavez International Airport</td>\n",
|
||
" <td>LIM</td>\n",
|
||
" <td>Lima</td>\n",
|
||
" <td>PE</td>\n",
|
||
" <td>{'lat': '-12.0219', 'lon': '-77.114304'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>338.875531</td>\n",
|
||
" <td>Casper-Natrona County International Airport</td>\n",
|
||
" <td>CPR</td>\n",
|
||
" <td>Casper</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '42.90800095', 'lon': '-106.4639969'}</td>\n",
|
||
" <td>US-WY</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 10:24:30</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13042</th>\n",
|
||
" <td>595.961285</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Ottawa Macdonald-Cartier International Airport</td>\n",
|
||
" <td>YOW</td>\n",
|
||
" <td>Ottawa</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '45.32249832', 'lon': '-75.66919708'}</td>\n",
|
||
" <td>CA-ON</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>375.129587</td>\n",
|
||
" <td>Frankfurt am Main Airport</td>\n",
|
||
" <td>FRA</td>\n",
|
||
" <td>Frankfurt am Main</td>\n",
|
||
" <td>DE</td>\n",
|
||
" <td>{'lat': '50.033333', 'lon': '8.570556'}</td>\n",
|
||
" <td>DE-HE</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 09:02:07</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13043</th>\n",
|
||
" <td>782.747648</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Xi'an Xianyang International Airport</td>\n",
|
||
" <td>XIY</td>\n",
|
||
" <td>Xi'an</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '34.447102', 'lon': '108.751999'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>156.858481</td>\n",
|
||
" <td>Tokyo Haneda International Airport</td>\n",
|
||
" <td>HND</td>\n",
|
||
" <td>Tokyo</td>\n",
|
||
" <td>JP</td>\n",
|
||
" <td>{'lat': '35.552299', 'lon': '139.779999'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 04:45:06</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13044</th>\n",
|
||
" <td>891.117221</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Winnipeg / James Armstrong Richardson Internat...</td>\n",
|
||
" <td>YWG</td>\n",
|
||
" <td>Winnipeg</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '49.90999985', 'lon': '-97.23989868'}</td>\n",
|
||
" <td>CA-MB</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>354.106457</td>\n",
|
||
" <td>Vienna International Airport</td>\n",
|
||
" <td>VIE</td>\n",
|
||
" <td>Vienna</td>\n",
|
||
" <td>AT</td>\n",
|
||
" <td>{'lat': '48.11029816', 'lon': '16.56970024'}</td>\n",
|
||
" <td>AT-9</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 00:51:14</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13045</th>\n",
|
||
" <td>587.169921</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Brisbane International Airport</td>\n",
|
||
" <td>BNE</td>\n",
|
||
" <td>Brisbane</td>\n",
|
||
" <td>AU</td>\n",
|
||
" <td>{'lat': '-27.38419914', 'lon': '153.1170044'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>771.305442</td>\n",
|
||
" <td>Amsterdam Airport Schiphol</td>\n",
|
||
" <td>AMS</td>\n",
|
||
" <td>Amsterdam</td>\n",
|
||
" <td>NL</td>\n",
|
||
" <td>{'lat': '52.30860138', 'lon': '4.76388979'}</td>\n",
|
||
" <td>NL-NH</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 05:41:51</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13046</th>\n",
|
||
" <td>739.132165</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Xi'an Xianyang International Airport</td>\n",
|
||
" <td>XIY</td>\n",
|
||
" <td>Xi'an</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '34.447102', 'lon': '108.751999'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>542.955572</td>\n",
|
||
" <td>Winnipeg / James Armstrong Richardson Internat...</td>\n",
|
||
" <td>YWG</td>\n",
|
||
" <td>Winnipeg</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '49.90999985', 'lon': '-97.23989868'}</td>\n",
|
||
" <td>CA-MB</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 10:02:21</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13047</th>\n",
|
||
" <td>605.191876</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Portland International Jetport Airport</td>\n",
|
||
" <td>PWM</td>\n",
|
||
" <td>Portland</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '43.64619827', 'lon': '-70.30930328'}</td>\n",
|
||
" <td>US-ME</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>564.599857</td>\n",
|
||
" <td>Jeju International Airport</td>\n",
|
||
" <td>CJU</td>\n",
|
||
" <td>Jeju City</td>\n",
|
||
" <td>KR</td>\n",
|
||
" <td>{'lat': '33.51129913', 'lon': '126.4929962'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 15:55:10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13048</th>\n",
|
||
" <td>361.767659</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Dubai International Airport</td>\n",
|
||
" <td>DXB</td>\n",
|
||
" <td>Dubai</td>\n",
|
||
" <td>AE</td>\n",
|
||
" <td>{'lat': '25.25279999', 'lon': '55.36439896'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>180.000000</td>\n",
|
||
" <td>Dubai International Airport</td>\n",
|
||
" <td>DXB</td>\n",
|
||
" <td>Dubai</td>\n",
|
||
" <td>AE</td>\n",
|
||
" <td>{'lat': '25.25279999', 'lon': '55.36439896'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 04:11:14</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13049</th>\n",
|
||
" <td>662.306992</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>ES-Air</td>\n",
|
||
" <td>Winnipeg / James Armstrong Richardson Internat...</td>\n",
|
||
" <td>YWG</td>\n",
|
||
" <td>Winnipeg</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '49.90999985', 'lon': '-97.23989868'}</td>\n",
|
||
" <td>CA-MB</td>\n",
|
||
" <td>Heavy Fog</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>835.954429</td>\n",
|
||
" <td>Ministro Pistarini International Airport</td>\n",
|
||
" <td>EZE</td>\n",
|
||
" <td>Buenos Aires</td>\n",
|
||
" <td>AR</td>\n",
|
||
" <td>{'lat': '-34.8222', 'lon': '-58.5358'}</td>\n",
|
||
" <td>AR-B</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 10:13:32</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13050</th>\n",
|
||
" <td>630.779526</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Helsinki Vantaa Airport</td>\n",
|
||
" <td>HEL</td>\n",
|
||
" <td>Helsinki</td>\n",
|
||
" <td>FI</td>\n",
|
||
" <td>{'lat': '60.31719971', 'lon': '24.9633007'}</td>\n",
|
||
" <td>FI-ES</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>451.755639</td>\n",
|
||
" <td>Beijing Capital International Airport</td>\n",
|
||
" <td>PEK</td>\n",
|
||
" <td>Beijing</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '40.08010101', 'lon': '116.5849991'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 11:23:23</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13051</th>\n",
|
||
" <td>937.771279</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Lester B. Pearson International Airport</td>\n",
|
||
" <td>YYZ</td>\n",
|
||
" <td>Toronto</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '43.67720032', 'lon': '-79.63059998'}</td>\n",
|
||
" <td>CA-ON</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>507.451571</td>\n",
|
||
" <td>Leonardo da Vinci___Fiumicino Airport</td>\n",
|
||
" <td>RM11</td>\n",
|
||
" <td>Rome</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '41.8002778', 'lon': '12.2388889'}</td>\n",
|
||
" <td>IT-62</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 01:13:50</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13052</th>\n",
|
||
" <td>1085.155339</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Melbourne International Airport</td>\n",
|
||
" <td>MEL</td>\n",
|
||
" <td>Melbourne</td>\n",
|
||
" <td>AU</td>\n",
|
||
" <td>{'lat': '-37.673302', 'lon': '144.843002'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1044.451122</td>\n",
|
||
" <td>Bologna Guglielmo Marconi Airport</td>\n",
|
||
" <td>BO08</td>\n",
|
||
" <td>Bologna</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '44.5354', 'lon': '11.2887'}</td>\n",
|
||
" <td>IT-45</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 18:35:42</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13053</th>\n",
|
||
" <td>1191.964104</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Zurich Airport</td>\n",
|
||
" <td>ZRH</td>\n",
|
||
" <td>Zurich</td>\n",
|
||
" <td>CH</td>\n",
|
||
" <td>{'lat': '47.464699', 'lon': '8.54917'}</td>\n",
|
||
" <td>CH-ZH</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>728.715904</td>\n",
|
||
" <td>Portland International Jetport Airport</td>\n",
|
||
" <td>PWM</td>\n",
|
||
" <td>Portland</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '43.64619827', 'lon': '-70.30930328'}</td>\n",
|
||
" <td>US-ME</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 19:02:10</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13054</th>\n",
|
||
" <td>1080.446279</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Xi'an Xianyang International Airport</td>\n",
|
||
" <td>XIY</td>\n",
|
||
" <td>Xi'an</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '34.447102', 'lon': '108.751999'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>402.929088</td>\n",
|
||
" <td>Pisa International Airport</td>\n",
|
||
" <td>PI05</td>\n",
|
||
" <td>Pisa</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '43.683899', 'lon': '10.3927'}</td>\n",
|
||
" <td>IT-52</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 20:42:25</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13055</th>\n",
|
||
" <td>646.612941</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Zurich Airport</td>\n",
|
||
" <td>ZRH</td>\n",
|
||
" <td>Zurich</td>\n",
|
||
" <td>CH</td>\n",
|
||
" <td>{'lat': '47.464699', 'lon': '8.54917'}</td>\n",
|
||
" <td>CH-ZH</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>644.418029</td>\n",
|
||
" <td>Winnipeg / James Armstrong Richardson Internat...</td>\n",
|
||
" <td>YWG</td>\n",
|
||
" <td>Winnipeg</td>\n",
|
||
" <td>CA</td>\n",
|
||
" <td>{'lat': '49.90999985', 'lon': '-97.23989868'}</td>\n",
|
||
" <td>CA-MB</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 01:41:57</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13056</th>\n",
|
||
" <td>997.751876</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Ukrainka Air Base</td>\n",
|
||
" <td>XHBU</td>\n",
|
||
" <td>Belogorsk</td>\n",
|
||
" <td>RU</td>\n",
|
||
" <td>{'lat': '51.169997', 'lon': '128.445007'}</td>\n",
|
||
" <td>RU-AMU</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>937.540811</td>\n",
|
||
" <td>Licenciado Benito Juarez International Airport</td>\n",
|
||
" <td>AICM</td>\n",
|
||
" <td>Mexico City</td>\n",
|
||
" <td>MX</td>\n",
|
||
" <td>{'lat': '19.4363', 'lon': '-99.072098'}</td>\n",
|
||
" <td>MX-DIF</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 04:09:27</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13057</th>\n",
|
||
" <td>1102.814465</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Ministro Pistarini International Airport</td>\n",
|
||
" <td>EZE</td>\n",
|
||
" <td>Buenos Aires</td>\n",
|
||
" <td>AR</td>\n",
|
||
" <td>{'lat': '-34.8222', 'lon': '-58.5358'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1697.404971</td>\n",
|
||
" <td>Itami Airport</td>\n",
|
||
" <td>ITM</td>\n",
|
||
" <td>Osaka</td>\n",
|
||
" <td>JP</td>\n",
|
||
" <td>{'lat': '34.78549957', 'lon': '135.4380035'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Hail</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 08:28:21</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>13058</th>\n",
|
||
" <td>858.144337</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>JetBeats</td>\n",
|
||
" <td>Washington Dulles International Airport</td>\n",
|
||
" <td>IAD</td>\n",
|
||
" <td>Washington</td>\n",
|
||
" <td>US</td>\n",
|
||
" <td>{'lat': '38.94449997', 'lon': '-77.45580292'}</td>\n",
|
||
" <td>US-DC</td>\n",
|
||
" <td>Heavy Fog</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1610.761827</td>\n",
|
||
" <td>Adelaide International Airport</td>\n",
|
||
" <td>ADL</td>\n",
|
||
" <td>Adelaide</td>\n",
|
||
" <td>AU</td>\n",
|
||
" <td>{'lat': '-34.945', 'lon': '138.531006'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>6</td>\n",
|
||
" <td>2018-02-11 14:54:34</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>13059 rows × 27 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" AvgTicketPrice Cancelled Carrier \\\n",
|
||
"0 841.265642 False Kibana Airlines \n",
|
||
"1 882.982662 False Logstash Airways \n",
|
||
"2 190.636904 False Logstash Airways \n",
|
||
"3 181.694216 True Kibana Airlines \n",
|
||
"4 730.041778 False Kibana Airlines \n",
|
||
"5 418.152089 False JetBeats \n",
|
||
"6 180.246816 False JetBeats \n",
|
||
"7 585.184310 False Kibana Airlines \n",
|
||
"8 960.869736 True Kibana Airlines \n",
|
||
"9 296.877773 False Logstash Airways \n",
|
||
"10 906.437948 False JetBeats \n",
|
||
"11 704.463771 False Logstash Airways \n",
|
||
"12 922.499077 True Logstash Airways \n",
|
||
"13 374.959276 False Logstash Airways \n",
|
||
"14 552.917371 False Logstash Airways \n",
|
||
"15 566.487557 True Kibana Airlines \n",
|
||
"16 989.952787 True Logstash Airways \n",
|
||
"17 569.613255 False ES-Air \n",
|
||
"18 277.429707 False ES-Air \n",
|
||
"19 772.100846 False JetBeats \n",
|
||
"20 167.599922 False JetBeats \n",
|
||
"21 253.210065 False ES-Air \n",
|
||
"22 917.247620 False JetBeats \n",
|
||
"23 451.591176 False Logstash Airways \n",
|
||
"24 307.067201 False Logstash Airways \n",
|
||
"25 268.241596 False ES-Air \n",
|
||
"26 975.812632 True Kibana Airlines \n",
|
||
"27 134.214546 False JetBeats \n",
|
||
"28 988.897564 False Kibana Airlines \n",
|
||
"29 511.067220 False Logstash Airways \n",
|
||
"... ... ... ... \n",
|
||
"13029 795.905278 False Kibana Airlines \n",
|
||
"13030 863.388068 False Logstash Airways \n",
|
||
"13031 575.183008 False JetBeats \n",
|
||
"13032 817.368952 False JetBeats \n",
|
||
"13033 579.582455 False ES-Air \n",
|
||
"13034 1004.916638 False JetBeats \n",
|
||
"13035 357.562842 True Logstash Airways \n",
|
||
"13036 429.580539 False Logstash Airways \n",
|
||
"13037 729.788171 True ES-Air \n",
|
||
"13038 564.897695 False ES-Air \n",
|
||
"13039 1014.052787 False Logstash Airways \n",
|
||
"13040 455.243843 False ES-Air \n",
|
||
"13041 611.370232 False Logstash Airways \n",
|
||
"13042 595.961285 False JetBeats \n",
|
||
"13043 782.747648 False Logstash Airways \n",
|
||
"13044 891.117221 False JetBeats \n",
|
||
"13045 587.169921 False Logstash Airways \n",
|
||
"13046 739.132165 False Logstash Airways \n",
|
||
"13047 605.191876 False JetBeats \n",
|
||
"13048 361.767659 True Logstash Airways \n",
|
||
"13049 662.306992 False ES-Air \n",
|
||
"13050 630.779526 False JetBeats \n",
|
||
"13051 937.771279 True Logstash Airways \n",
|
||
"13052 1085.155339 False Logstash Airways \n",
|
||
"13053 1191.964104 False Logstash Airways \n",
|
||
"13054 1080.446279 False Logstash Airways \n",
|
||
"13055 646.612941 False Logstash Airways \n",
|
||
"13056 997.751876 False Logstash Airways \n",
|
||
"13057 1102.814465 False JetBeats \n",
|
||
"13058 858.144337 False JetBeats \n",
|
||
"\n",
|
||
" Dest DestAirportID \\\n",
|
||
"0 Sydney Kingsford Smith International Airport SYD \n",
|
||
"1 Venice Marco Polo Airport VE05 \n",
|
||
"2 Venice Marco Polo Airport VE05 \n",
|
||
"3 Treviso-Sant'Angelo Airport TV01 \n",
|
||
"4 Xi'an Xianyang International Airport XIY \n",
|
||
"5 Genoa Cristoforo Colombo Airport GE01 \n",
|
||
"6 Zurich Airport ZRH \n",
|
||
"7 Ottawa Macdonald-Cartier International Airport YOW \n",
|
||
"8 Rajiv Gandhi International Airport HYD \n",
|
||
"9 Treviso-Sant'Angelo Airport TV01 \n",
|
||
"10 Helsinki Vantaa Airport HEL \n",
|
||
"11 Vienna International Airport VIE \n",
|
||
"12 Shanghai Pudong International Airport PVG \n",
|
||
"13 Ottawa Macdonald-Cartier International Airport YOW \n",
|
||
"14 Luis Munoz Marin International Airport SJU \n",
|
||
"15 Cologne Bonn Airport CGN \n",
|
||
"16 Venice Marco Polo Airport VE05 \n",
|
||
"17 Ministro Pistarini International Airport EZE \n",
|
||
"18 Shanghai Pudong International Airport PVG \n",
|
||
"19 Indira Gandhi International Airport DEL \n",
|
||
"20 Wichita Mid Continent Airport ICT \n",
|
||
"21 Ottawa Macdonald-Cartier International Airport YOW \n",
|
||
"22 Itami Airport ITM \n",
|
||
"23 Vienna International Airport VIE \n",
|
||
"24 Charles de Gaulle International Airport CDG \n",
|
||
"25 Narita International Airport NRT \n",
|
||
"26 Itami Airport ITM \n",
|
||
"27 San Diego International Airport SAN \n",
|
||
"28 Verona Villafranca Airport VR10 \n",
|
||
"29 Zurich Airport ZRH \n",
|
||
"... ... ... \n",
|
||
"13029 Malpensa International Airport MI12 \n",
|
||
"13030 Xi'an Xianyang International Airport XIY \n",
|
||
"13031 Savannah Hilton Head International Airport SAV \n",
|
||
"13032 Syracuse Hancock International Airport SYR \n",
|
||
"13033 Tampa International Airport TPA \n",
|
||
"13034 Olenya Air Base XLMO \n",
|
||
"13035 Shanghai Pudong International Airport PVG \n",
|
||
"13036 Venice Marco Polo Airport VE05 \n",
|
||
"13037 Vienna International Airport VIE \n",
|
||
"13038 Pisa International Airport PI05 \n",
|
||
"13039 Vienna International Airport VIE \n",
|
||
"13040 London Luton Airport LTN \n",
|
||
"13041 Jorge Chavez International Airport LIM \n",
|
||
"13042 Ottawa Macdonald-Cartier International Airport YOW \n",
|
||
"13043 Xi'an Xianyang International Airport XIY \n",
|
||
"13044 Winnipeg / James Armstrong Richardson Internat... YWG \n",
|
||
"13045 Brisbane International Airport BNE \n",
|
||
"13046 Xi'an Xianyang International Airport XIY \n",
|
||
"13047 Portland International Jetport Airport PWM \n",
|
||
"13048 Dubai International Airport DXB \n",
|
||
"13049 Winnipeg / James Armstrong Richardson Internat... YWG \n",
|
||
"13050 Helsinki Vantaa Airport HEL \n",
|
||
"13051 Lester B. Pearson International Airport YYZ \n",
|
||
"13052 Melbourne International Airport MEL \n",
|
||
"13053 Zurich Airport ZRH \n",
|
||
"13054 Xi'an Xianyang International Airport XIY \n",
|
||
"13055 Zurich Airport ZRH \n",
|
||
"13056 Ukrainka Air Base XHBU \n",
|
||
"13057 Ministro Pistarini International Airport EZE \n",
|
||
"13058 Washington Dulles International Airport IAD \n",
|
||
"\n",
|
||
" DestCityName DestCountry \\\n",
|
||
"0 Sydney AU \n",
|
||
"1 Venice IT \n",
|
||
"2 Venice IT \n",
|
||
"3 Treviso IT \n",
|
||
"4 Xi'an CN \n",
|
||
"5 Genova IT \n",
|
||
"6 Zurich CH \n",
|
||
"7 Ottawa CA \n",
|
||
"8 Hyderabad IN \n",
|
||
"9 Treviso IT \n",
|
||
"10 Helsinki FI \n",
|
||
"11 Vienna AT \n",
|
||
"12 Shanghai CN \n",
|
||
"13 Ottawa CA \n",
|
||
"14 San Juan PR \n",
|
||
"15 Cologne DE \n",
|
||
"16 Venice IT \n",
|
||
"17 Buenos Aires AR \n",
|
||
"18 Shanghai CN \n",
|
||
"19 New Delhi IN \n",
|
||
"20 Wichita US \n",
|
||
"21 Ottawa CA \n",
|
||
"22 Osaka JP \n",
|
||
"23 Vienna AT \n",
|
||
"24 Paris FR \n",
|
||
"25 Tokyo JP \n",
|
||
"26 Osaka JP \n",
|
||
"27 San Diego US \n",
|
||
"28 Verona IT \n",
|
||
"29 Zurich CH \n",
|
||
"... ... ... \n",
|
||
"13029 Milan IT \n",
|
||
"13030 Xi'an CN \n",
|
||
"13031 Savannah US \n",
|
||
"13032 Syracuse US \n",
|
||
"13033 Tampa US \n",
|
||
"13034 Olenegorsk RU \n",
|
||
"13035 Shanghai CN \n",
|
||
"13036 Venice IT \n",
|
||
"13037 Vienna AT \n",
|
||
"13038 Pisa IT \n",
|
||
"13039 Vienna AT \n",
|
||
"13040 London GB \n",
|
||
"13041 Lima PE \n",
|
||
"13042 Ottawa CA \n",
|
||
"13043 Xi'an CN \n",
|
||
"13044 Winnipeg CA \n",
|
||
"13045 Brisbane AU \n",
|
||
"13046 Xi'an CN \n",
|
||
"13047 Portland US \n",
|
||
"13048 Dubai AE \n",
|
||
"13049 Winnipeg CA \n",
|
||
"13050 Helsinki FI \n",
|
||
"13051 Toronto CA \n",
|
||
"13052 Melbourne AU \n",
|
||
"13053 Zurich CH \n",
|
||
"13054 Xi'an CN \n",
|
||
"13055 Zurich CH \n",
|
||
"13056 Belogorsk RU \n",
|
||
"13057 Buenos Aires AR \n",
|
||
"13058 Washington US \n",
|
||
"\n",
|
||
" DestLocation DestRegion \\\n",
|
||
"0 {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n",
|
||
"1 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"2 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"3 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n",
|
||
"4 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
|
||
"5 {'lat': '44.4133', 'lon': '8.8375'} IT-42 \n",
|
||
"6 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n",
|
||
"7 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n",
|
||
"8 {'lat': '17.23131752', 'lon': '78.42985535'} SE-BD \n",
|
||
"9 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n",
|
||
"10 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n",
|
||
"11 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n",
|
||
"12 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n",
|
||
"13 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n",
|
||
"14 {'lat': '18.43939972', 'lon': '-66.00180054'} PR-U-A \n",
|
||
"15 {'lat': '50.86589813', 'lon': '7.142739773'} DE-NW \n",
|
||
"16 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"17 {'lat': '-34.8222', 'lon': '-58.5358'} SE-BD \n",
|
||
"18 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n",
|
||
"19 {'lat': '28.5665', 'lon': '77.103104'} SE-BD \n",
|
||
"20 {'lat': '37.64989853', 'lon': '-97.43309784'} US-KS \n",
|
||
"21 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n",
|
||
"22 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n",
|
||
"23 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n",
|
||
"24 {'lat': '49.01279831', 'lon': '2.549999952'} FR-J \n",
|
||
"25 {'lat': '35.76470184', 'lon': '140.3860016'} SE-BD \n",
|
||
"26 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n",
|
||
"27 {'lat': '32.73360062', 'lon': '-117.1900024'} US-CA \n",
|
||
"28 {'lat': '45.395699', 'lon': '10.8885'} IT-34 \n",
|
||
"29 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n",
|
||
"... ... ... \n",
|
||
"13029 {'lat': '45.6306', 'lon': '8.72811'} IT-25 \n",
|
||
"13030 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
|
||
"13031 {'lat': '32.12760162', 'lon': '-81.20210266'} US-GA \n",
|
||
"13032 {'lat': '43.11119843', 'lon': '-76.10630035'} US-NY \n",
|
||
"13033 {'lat': '27.97550011', 'lon': '-82.53320313'} US-FL \n",
|
||
"13034 {'lat': '68.15180206', 'lon': '33.46390152'} RU-MUR \n",
|
||
"13035 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n",
|
||
"13036 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"13037 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n",
|
||
"13038 {'lat': '43.683899', 'lon': '10.3927'} IT-52 \n",
|
||
"13039 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n",
|
||
"13040 {'lat': '51.87469864', 'lon': '-0.368333012'} GB-ENG \n",
|
||
"13041 {'lat': '-12.0219', 'lon': '-77.114304'} SE-BD \n",
|
||
"13042 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n",
|
||
"13043 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
|
||
"13044 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n",
|
||
"13045 {'lat': '-27.38419914', 'lon': '153.1170044'} SE-BD \n",
|
||
"13046 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
|
||
"13047 {'lat': '43.64619827', 'lon': '-70.30930328'} US-ME \n",
|
||
"13048 {'lat': '25.25279999', 'lon': '55.36439896'} SE-BD \n",
|
||
"13049 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n",
|
||
"13050 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n",
|
||
"13051 {'lat': '43.67720032', 'lon': '-79.63059998'} CA-ON \n",
|
||
"13052 {'lat': '-37.673302', 'lon': '144.843002'} SE-BD \n",
|
||
"13053 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n",
|
||
"13054 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
|
||
"13055 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n",
|
||
"13056 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n",
|
||
"13057 {'lat': '-34.8222', 'lon': '-58.5358'} SE-BD \n",
|
||
"13058 {'lat': '38.94449997', 'lon': '-77.45580292'} US-DC \n",
|
||
"\n",
|
||
" DestWeather ... FlightTimeMin \\\n",
|
||
"0 Rain ... 1030.770416 \n",
|
||
"1 Sunny ... 464.389481 \n",
|
||
"2 Cloudy ... 0.000000 \n",
|
||
"3 Clear ... 222.749059 \n",
|
||
"4 Clear ... 785.779071 \n",
|
||
"5 Thunder & Lightning ... 393.590441 \n",
|
||
"6 Hail ... 300.000000 \n",
|
||
"7 Clear ... 614.942480 \n",
|
||
"8 Cloudy ... 602.030591 \n",
|
||
"9 Rain ... 174.822216 \n",
|
||
"10 Rain ... 503.045170 \n",
|
||
"11 Cloudy ... 36.075018 \n",
|
||
"12 Clear ... 679.768391 \n",
|
||
"13 Rain ... 330.418282 \n",
|
||
"14 Clear ... 407.145031 \n",
|
||
"15 Sunny ... 656.712658 \n",
|
||
"16 Damaging Wind ... 773.030334 \n",
|
||
"17 Cloudy ... 704.716920 \n",
|
||
"18 Clear ... 355.957996 \n",
|
||
"19 Clear ... 875.114675 \n",
|
||
"20 Clear ... 373.966883 \n",
|
||
"21 Hail ... 130.667700 \n",
|
||
"22 Damaging Wind ... 574.495310 \n",
|
||
"23 Heavy Fog ... 579.728943 \n",
|
||
"24 Clear ... 50.157229 \n",
|
||
"25 Rain ... 527.567422 \n",
|
||
"26 Hail ... 386.259764 \n",
|
||
"27 Clear ... 24.479650 \n",
|
||
"28 Sunny ... 568.351033 \n",
|
||
"29 Rain ... 425.889194 \n",
|
||
"... ... ... ... \n",
|
||
"13029 Sunny ... 534.375826 \n",
|
||
"13030 Damaging Wind ... 141.172633 \n",
|
||
"13031 Thunder & Lightning ... 1113.137060 \n",
|
||
"13032 Rain ... 714.964864 \n",
|
||
"13033 Rain ... 234.929046 \n",
|
||
"13034 Clear ... 526.895776 \n",
|
||
"13035 Thunder & Lightning ... 0.000000 \n",
|
||
"13036 Sunny ... 150.000000 \n",
|
||
"13037 Rain ... 691.944839 \n",
|
||
"13038 Heavy Fog ... 567.387339 \n",
|
||
"13039 Thunder & Lightning ... 690.092327 \n",
|
||
"13040 Cloudy ... 3.028293 \n",
|
||
"13041 Sunny ... 338.875531 \n",
|
||
"13042 Clear ... 375.129587 \n",
|
||
"13043 Clear ... 156.858481 \n",
|
||
"13044 Clear ... 354.106457 \n",
|
||
"13045 Rain ... 771.305442 \n",
|
||
"13046 Rain ... 542.955572 \n",
|
||
"13047 Thunder & Lightning ... 564.599857 \n",
|
||
"13048 Sunny ... 180.000000 \n",
|
||
"13049 Heavy Fog ... 835.954429 \n",
|
||
"13050 Sunny ... 451.755639 \n",
|
||
"13051 Sunny ... 507.451571 \n",
|
||
"13052 Cloudy ... 1044.451122 \n",
|
||
"13053 Hail ... 728.715904 \n",
|
||
"13054 Rain ... 402.929088 \n",
|
||
"13055 Rain ... 644.418029 \n",
|
||
"13056 Rain ... 937.540811 \n",
|
||
"13057 Hail ... 1697.404971 \n",
|
||
"13058 Heavy Fog ... 1610.761827 \n",
|
||
"\n",
|
||
" Origin OriginAirportID \\\n",
|
||
"0 Frankfurt am Main Airport FRA \n",
|
||
"1 Cape Town International Airport CPT \n",
|
||
"2 Venice Marco Polo Airport VE05 \n",
|
||
"3 Naples International Airport NA01 \n",
|
||
"4 Licenciado Benito Juarez International Airport AICM \n",
|
||
"5 Edmonton International Airport CYEG \n",
|
||
"6 Zurich Airport ZRH \n",
|
||
"7 Ciampino___G. B. Pastine International Airport RM12 \n",
|
||
"8 Milano Linate Airport MI11 \n",
|
||
"9 Sheremetyevo International Airport SVO \n",
|
||
"10 Albuquerque International Sunport Airport ABQ \n",
|
||
"11 Venice Marco Polo Airport VE05 \n",
|
||
"12 Licenciado Benito Juarez International Airport AICM \n",
|
||
"13 Naples International Airport NA01 \n",
|
||
"14 Ciampino___G. B. Pastine International Airport RM12 \n",
|
||
"15 Chengdu Shuangliu International Airport CTU \n",
|
||
"16 Licenciado Benito Juarez International Airport AICM \n",
|
||
"17 Cleveland Hopkins International Airport CLE \n",
|
||
"18 Olenya Air Base XLMO \n",
|
||
"19 Casper-Natrona County International Airport CPR \n",
|
||
"20 Erie International Tom Ridge Field ERI \n",
|
||
"21 Newark Liberty International Airport EWR \n",
|
||
"22 Copenhagen Kastrup Airport CPH \n",
|
||
"23 Seattle Tacoma International Airport SEA \n",
|
||
"24 Berlin-Tegel Airport TXL \n",
|
||
"25 Manchester Airport MAN \n",
|
||
"26 Helsinki Vantaa Airport HEL \n",
|
||
"27 Phoenix Sky Harbor International Airport PHX \n",
|
||
"28 New Chitose Airport CTS \n",
|
||
"29 Tulsa International Airport TUL \n",
|
||
"... ... ... \n",
|
||
"13029 Itami Airport ITM \n",
|
||
"13030 Tokyo Haneda International Airport HND \n",
|
||
"13031 OR Tambo International Airport JNB \n",
|
||
"13032 El Dorado International Airport BOG \n",
|
||
"13033 Jorge Chavez International Airport LIM \n",
|
||
"13034 Gimpo International Airport GMP \n",
|
||
"13035 Shanghai Pudong International Airport PVG \n",
|
||
"13036 Venice Marco Polo Airport VE05 \n",
|
||
"13037 Ukrainka Air Base XHBU \n",
|
||
"13038 OR Tambo International Airport JNB \n",
|
||
"13039 Montreal / Pierre Elliott Trudeau Internationa... YUL \n",
|
||
"13040 London Heathrow Airport LHR \n",
|
||
"13041 Casper-Natrona County International Airport CPR \n",
|
||
"13042 Frankfurt am Main Airport FRA \n",
|
||
"13043 Tokyo Haneda International Airport HND \n",
|
||
"13044 Vienna International Airport VIE \n",
|
||
"13045 Amsterdam Airport Schiphol AMS \n",
|
||
"13046 Winnipeg / James Armstrong Richardson Internat... YWG \n",
|
||
"13047 Jeju International Airport CJU \n",
|
||
"13048 Dubai International Airport DXB \n",
|
||
"13049 Ministro Pistarini International Airport EZE \n",
|
||
"13050 Beijing Capital International Airport PEK \n",
|
||
"13051 Leonardo da Vinci___Fiumicino Airport RM11 \n",
|
||
"13052 Bologna Guglielmo Marconi Airport BO08 \n",
|
||
"13053 Portland International Jetport Airport PWM \n",
|
||
"13054 Pisa International Airport PI05 \n",
|
||
"13055 Winnipeg / James Armstrong Richardson Internat... YWG \n",
|
||
"13056 Licenciado Benito Juarez International Airport AICM \n",
|
||
"13057 Itami Airport ITM \n",
|
||
"13058 Adelaide International Airport ADL \n",
|
||
"\n",
|
||
" OriginCityName OriginCountry \\\n",
|
||
"0 Frankfurt am Main DE \n",
|
||
"1 Cape Town ZA \n",
|
||
"2 Venice IT \n",
|
||
"3 Naples IT \n",
|
||
"4 Mexico City MX \n",
|
||
"5 Edmonton CA \n",
|
||
"6 Zurich CH \n",
|
||
"7 Rome IT \n",
|
||
"8 Milan IT \n",
|
||
"9 Moscow RU \n",
|
||
"10 Albuquerque US \n",
|
||
"11 Venice IT \n",
|
||
"12 Mexico City MX \n",
|
||
"13 Naples IT \n",
|
||
"14 Rome IT \n",
|
||
"15 Chengdu CN \n",
|
||
"16 Mexico City MX \n",
|
||
"17 Cleveland US \n",
|
||
"18 Olenegorsk RU \n",
|
||
"19 Casper US \n",
|
||
"20 Erie US \n",
|
||
"21 Newark US \n",
|
||
"22 Copenhagen DK \n",
|
||
"23 Seattle US \n",
|
||
"24 Berlin DE \n",
|
||
"25 Manchester GB \n",
|
||
"26 Helsinki FI \n",
|
||
"27 Phoenix US \n",
|
||
"28 Chitose / Tomakomai JP \n",
|
||
"29 Tulsa US \n",
|
||
"... ... ... \n",
|
||
"13029 Osaka JP \n",
|
||
"13030 Tokyo JP \n",
|
||
"13031 Johannesburg ZA \n",
|
||
"13032 Bogota CO \n",
|
||
"13033 Lima PE \n",
|
||
"13034 Seoul KR \n",
|
||
"13035 Shanghai CN \n",
|
||
"13036 Venice IT \n",
|
||
"13037 Belogorsk RU \n",
|
||
"13038 Johannesburg ZA \n",
|
||
"13039 Montreal CA \n",
|
||
"13040 London GB \n",
|
||
"13041 Casper US \n",
|
||
"13042 Frankfurt am Main DE \n",
|
||
"13043 Tokyo JP \n",
|
||
"13044 Vienna AT \n",
|
||
"13045 Amsterdam NL \n",
|
||
"13046 Winnipeg CA \n",
|
||
"13047 Jeju City KR \n",
|
||
"13048 Dubai AE \n",
|
||
"13049 Buenos Aires AR \n",
|
||
"13050 Beijing CN \n",
|
||
"13051 Rome IT \n",
|
||
"13052 Bologna IT \n",
|
||
"13053 Portland US \n",
|
||
"13054 Pisa IT \n",
|
||
"13055 Winnipeg CA \n",
|
||
"13056 Mexico City MX \n",
|
||
"13057 Osaka JP \n",
|
||
"13058 Adelaide AU \n",
|
||
"\n",
|
||
" OriginLocation OriginRegion \\\n",
|
||
"0 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n",
|
||
"1 {'lat': '-33.96480179', 'lon': '18.60169983'} SE-BD \n",
|
||
"2 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"3 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n",
|
||
"4 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n",
|
||
"5 {'lat': '53.30970001', 'lon': '-113.5800018'} CA-AB \n",
|
||
"6 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n",
|
||
"7 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n",
|
||
"8 {'lat': '45.445099', 'lon': '9.27674'} IT-25 \n",
|
||
"9 {'lat': '55.972599', 'lon': '37.4146'} RU-MOS \n",
|
||
"10 {'lat': '35.040199', 'lon': '-106.609001'} US-NM \n",
|
||
"11 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"12 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n",
|
||
"13 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n",
|
||
"14 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n",
|
||
"15 {'lat': '30.57850075', 'lon': '103.9469986'} SE-BD \n",
|
||
"16 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n",
|
||
"17 {'lat': '41.4117012', 'lon': '-81.84980011'} US-OH \n",
|
||
"18 {'lat': '68.15180206', 'lon': '33.46390152'} RU-MUR \n",
|
||
"19 {'lat': '42.90800095', 'lon': '-106.4639969'} US-WY \n",
|
||
"20 {'lat': '42.08312701', 'lon': '-80.17386675'} US-PA \n",
|
||
"21 {'lat': '40.69250107', 'lon': '-74.16870117'} US-NJ \n",
|
||
"22 {'lat': '55.61790085', 'lon': '12.65600014'} DK-84 \n",
|
||
"23 {'lat': '47.44900131', 'lon': '-122.3089981'} US-WA \n",
|
||
"24 {'lat': '52.5597', 'lon': '13.2877'} DE-BE \n",
|
||
"25 {'lat': '53.35369873', 'lon': '-2.274950027'} GB-ENG \n",
|
||
"26 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n",
|
||
"27 {'lat': '33.43429947', 'lon': '-112.012001'} US-AZ \n",
|
||
"28 {'lat': '42.77519989', 'lon': '141.6920013'} SE-BD \n",
|
||
"29 {'lat': '36.19839859', 'lon': '-95.88809967'} US-OK \n",
|
||
"... ... ... \n",
|
||
"13029 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n",
|
||
"13030 {'lat': '35.552299', 'lon': '139.779999'} SE-BD \n",
|
||
"13031 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n",
|
||
"13032 {'lat': '4.70159', 'lon': '-74.1469'} CO-CUN \n",
|
||
"13033 {'lat': '-12.0219', 'lon': '-77.114304'} SE-BD \n",
|
||
"13034 {'lat': '37.5583', 'lon': '126.791'} SE-BD \n",
|
||
"13035 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n",
|
||
"13036 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"13037 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n",
|
||
"13038 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n",
|
||
"13039 {'lat': '45.47060013', 'lon': '-73.74079895'} CA-QC \n",
|
||
"13040 {'lat': '51.4706', 'lon': '-0.461941'} GB-ENG \n",
|
||
"13041 {'lat': '42.90800095', 'lon': '-106.4639969'} US-WY \n",
|
||
"13042 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n",
|
||
"13043 {'lat': '35.552299', 'lon': '139.779999'} SE-BD \n",
|
||
"13044 {'lat': '48.11029816', 'lon': '16.56970024'} AT-9 \n",
|
||
"13045 {'lat': '52.30860138', 'lon': '4.76388979'} NL-NH \n",
|
||
"13046 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n",
|
||
"13047 {'lat': '33.51129913', 'lon': '126.4929962'} SE-BD \n",
|
||
"13048 {'lat': '25.25279999', 'lon': '55.36439896'} SE-BD \n",
|
||
"13049 {'lat': '-34.8222', 'lon': '-58.5358'} AR-B \n",
|
||
"13050 {'lat': '40.08010101', 'lon': '116.5849991'} SE-BD \n",
|
||
"13051 {'lat': '41.8002778', 'lon': '12.2388889'} IT-62 \n",
|
||
"13052 {'lat': '44.5354', 'lon': '11.2887'} IT-45 \n",
|
||
"13053 {'lat': '43.64619827', 'lon': '-70.30930328'} US-ME \n",
|
||
"13054 {'lat': '43.683899', 'lon': '10.3927'} IT-52 \n",
|
||
"13055 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n",
|
||
"13056 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n",
|
||
"13057 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n",
|
||
"13058 {'lat': '-34.945', 'lon': '138.531006'} SE-BD \n",
|
||
"\n",
|
||
" OriginWeather dayOfWeek timestamp \n",
|
||
"0 Sunny 0 2018-01-01 00:00:00 \n",
|
||
"1 Clear 0 2018-01-01 18:27:00 \n",
|
||
"2 Rain 0 2018-01-01 17:11:14 \n",
|
||
"3 Thunder & Lightning 0 2018-01-01 10:33:28 \n",
|
||
"4 Damaging Wind 0 2018-01-01 05:13:00 \n",
|
||
"5 Rain 0 2018-01-01 01:43:03 \n",
|
||
"6 Clear 0 2018-01-01 13:49:53 \n",
|
||
"7 Thunder & Lightning 0 2018-01-01 04:54:59 \n",
|
||
"8 Heavy Fog 0 2018-01-01 12:09:35 \n",
|
||
"9 Cloudy 0 2018-01-01 12:09:35 \n",
|
||
"10 Rain 0 2018-01-01 22:06:14 \n",
|
||
"11 Rain 0 2018-01-01 11:52:34 \n",
|
||
"12 Heavy Fog 0 2018-01-01 02:13:46 \n",
|
||
"13 Rain 0 2018-01-01 14:21:13 \n",
|
||
"14 Cloudy 0 2018-01-01 17:42:53 \n",
|
||
"15 Thunder & Lightning 0 2018-01-01 19:55:32 \n",
|
||
"16 Thunder & Lightning 0 2018-01-01 07:49:27 \n",
|
||
"17 Rain 0 2018-01-01 01:30:47 \n",
|
||
"18 Hail 0 2018-01-01 07:58:17 \n",
|
||
"19 Cloudy 0 2018-01-01 00:02:06 \n",
|
||
"20 Cloudy 0 2018-01-01 01:08:20 \n",
|
||
"21 Clear 0 2018-01-01 01:08:20 \n",
|
||
"22 Sunny 0 2018-01-01 07:48:35 \n",
|
||
"23 Heavy Fog 0 2018-01-01 18:57:21 \n",
|
||
"24 Rain 0 2018-01-01 13:18:25 \n",
|
||
"25 Thunder & Lightning 0 2018-01-01 08:20:35 \n",
|
||
"26 Rain 0 2018-01-01 15:38:32 \n",
|
||
"27 Clear 0 2018-01-01 03:08:45 \n",
|
||
"28 Damaging Wind 0 2018-01-01 01:16:59 \n",
|
||
"29 Rain 0 2018-01-01 18:00:59 \n",
|
||
"... ... ... ... \n",
|
||
"13029 Sunny 6 2018-02-11 20:10:13 \n",
|
||
"13030 Clear 6 2018-02-11 18:59:53 \n",
|
||
"13031 Hail 6 2018-02-11 00:57:48 \n",
|
||
"13032 Thunder & Lightning 6 2018-02-11 12:02:49 \n",
|
||
"13033 Thunder & Lightning 6 2018-02-11 02:07:40 \n",
|
||
"13034 Sunny 6 2018-02-11 00:35:04 \n",
|
||
"13035 Thunder & Lightning 6 2018-02-11 11:19:12 \n",
|
||
"13036 Cloudy 6 2018-02-11 15:07:11 \n",
|
||
"13037 Damaging Wind 6 2018-02-11 10:24:42 \n",
|
||
"13038 Damaging Wind 6 2018-02-11 00:42:06 \n",
|
||
"13039 Thunder & Lightning 6 2018-02-11 10:56:31 \n",
|
||
"13040 Clear 6 2018-02-11 00:39:37 \n",
|
||
"13041 Rain 6 2018-02-11 10:24:30 \n",
|
||
"13042 Clear 6 2018-02-11 09:02:07 \n",
|
||
"13043 Thunder & Lightning 6 2018-02-11 04:45:06 \n",
|
||
"13044 Thunder & Lightning 6 2018-02-11 00:51:14 \n",
|
||
"13045 Sunny 6 2018-02-11 05:41:51 \n",
|
||
"13046 Hail 6 2018-02-11 10:02:21 \n",
|
||
"13047 Cloudy 6 2018-02-11 15:55:10 \n",
|
||
"13048 Hail 6 2018-02-11 04:11:14 \n",
|
||
"13049 Sunny 6 2018-02-11 10:13:32 \n",
|
||
"13050 Cloudy 6 2018-02-11 11:23:23 \n",
|
||
"13051 Hail 6 2018-02-11 01:13:50 \n",
|
||
"13052 Cloudy 6 2018-02-11 18:35:42 \n",
|
||
"13053 Clear 6 2018-02-11 19:02:10 \n",
|
||
"13054 Sunny 6 2018-02-11 20:42:25 \n",
|
||
"13055 Rain 6 2018-02-11 01:41:57 \n",
|
||
"13056 Sunny 6 2018-02-11 04:09:27 \n",
|
||
"13057 Hail 6 2018-02-11 08:28:21 \n",
|
||
"13058 Rain 6 2018-02-11 14:54:34 \n",
|
||
"\n",
|
||
"[13059 rows x 27 columns]"
|
||
]
|
||
},
|
||
"execution_count": 6,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"pd_df"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "markdown",
|
||
"metadata": {},
|
||
"source": [
|
||
"# Eland"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 7,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"import eland as ed"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 8,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"ed_df = ed.read_es('localhost', 'flights')"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 9,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/html": [
|
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|
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|
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|
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|
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|
||
" <thead>\n",
|
||
" <tr style=\"text-align: right;\">\n",
|
||
" <th></th>\n",
|
||
" <th>AvgTicketPrice</th>\n",
|
||
" <th>Cancelled</th>\n",
|
||
" <th>Carrier</th>\n",
|
||
" <th>Dest</th>\n",
|
||
" <th>DestAirportID</th>\n",
|
||
" <th>DestCityName</th>\n",
|
||
" <th>DestCountry</th>\n",
|
||
" <th>DestLocation</th>\n",
|
||
" <th>DestRegion</th>\n",
|
||
" <th>DestWeather</th>\n",
|
||
" <th>...</th>\n",
|
||
" <th>FlightTimeMin</th>\n",
|
||
" <th>Origin</th>\n",
|
||
" <th>OriginAirportID</th>\n",
|
||
" <th>OriginCityName</th>\n",
|
||
" <th>OriginCountry</th>\n",
|
||
" <th>OriginLocation</th>\n",
|
||
" <th>OriginRegion</th>\n",
|
||
" <th>OriginWeather</th>\n",
|
||
" <th>dayOfWeek</th>\n",
|
||
" <th>timestamp</th>\n",
|
||
" </tr>\n",
|
||
" </thead>\n",
|
||
" <tbody>\n",
|
||
" <tr>\n",
|
||
" <th>PNr3fWsBVUchcQJXWbLE</th>\n",
|
||
" <td>841.265642</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Sydney Kingsford Smith International Airport</td>\n",
|
||
" <td>SYD</td>\n",
|
||
" <td>Sydney</td>\n",
|
||
" <td>AU</td>\n",
|
||
" <td>{'lat': '-33.94609833', 'lon': '151.177002'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>1030.770416</td>\n",
|
||
" <td>Frankfurt am Main Airport</td>\n",
|
||
" <td>FRA</td>\n",
|
||
" <td>Frankfurt am Main</td>\n",
|
||
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|
||
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|
||
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|
||
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|
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" <td>0</td>\n",
|
||
" <td>2018-01-01 00:00:00</td>\n",
|
||
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|
||
" <tr>\n",
|
||
" <th>Pdr3fWsBVUchcQJXWbLE</th>\n",
|
||
" <td>882.982662</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Sunny</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>464.389481</td>\n",
|
||
" <td>Cape Town International Airport</td>\n",
|
||
" <td>CPT</td>\n",
|
||
" <td>Cape Town</td>\n",
|
||
" <td>ZA</td>\n",
|
||
" <td>{'lat': '-33.96480179', 'lon': '18.60169983'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 18:27:00</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>Ptr3fWsBVUchcQJXWbLE</th>\n",
|
||
" <td>190.636904</td>\n",
|
||
" <td>False</td>\n",
|
||
" <td>Logstash Airways</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
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|
||
" <td>{'lat': '45.505299', 'lon': '12.3519'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Cloudy</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>Venice Marco Polo Airport</td>\n",
|
||
" <td>VE05</td>\n",
|
||
" <td>Venice</td>\n",
|
||
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|
||
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|
||
" <td>IT-34</td>\n",
|
||
" <td>Rain</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 17:11:14</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>P9r3fWsBVUchcQJXWbLE</th>\n",
|
||
" <td>181.694216</td>\n",
|
||
" <td>True</td>\n",
|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Treviso-Sant'Angelo Airport</td>\n",
|
||
" <td>TV01</td>\n",
|
||
" <td>Treviso</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '45.648399', 'lon': '12.1944'}</td>\n",
|
||
" <td>IT-34</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>222.749059</td>\n",
|
||
" <td>Naples International Airport</td>\n",
|
||
" <td>NA01</td>\n",
|
||
" <td>Naples</td>\n",
|
||
" <td>IT</td>\n",
|
||
" <td>{'lat': '40.886002', 'lon': '14.2908'}</td>\n",
|
||
" <td>IT-72</td>\n",
|
||
" <td>Thunder & Lightning</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 10:33:28</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>QNr3fWsBVUchcQJXWbLE</th>\n",
|
||
" <td>730.041778</td>\n",
|
||
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|
||
" <td>Kibana Airlines</td>\n",
|
||
" <td>Xi'an Xianyang International Airport</td>\n",
|
||
" <td>XIY</td>\n",
|
||
" <td>Xi'an</td>\n",
|
||
" <td>CN</td>\n",
|
||
" <td>{'lat': '34.447102', 'lon': '108.751999'}</td>\n",
|
||
" <td>SE-BD</td>\n",
|
||
" <td>Clear</td>\n",
|
||
" <td>...</td>\n",
|
||
" <td>785.779071</td>\n",
|
||
" <td>Licenciado Benito Juarez International Airport</td>\n",
|
||
" <td>AICM</td>\n",
|
||
" <td>Mexico City</td>\n",
|
||
" <td>MX</td>\n",
|
||
" <td>{'lat': '19.4363', 'lon': '-99.072098'}</td>\n",
|
||
" <td>MX-DIF</td>\n",
|
||
" <td>Damaging Wind</td>\n",
|
||
" <td>0</td>\n",
|
||
" <td>2018-01-01 05:13:00</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"<p>5 rows × 27 columns</p>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" AvgTicketPrice Cancelled Carrier \\\n",
|
||
"PNr3fWsBVUchcQJXWbLE 841.265642 False Kibana Airlines \n",
|
||
"Pdr3fWsBVUchcQJXWbLE 882.982662 False Logstash Airways \n",
|
||
"Ptr3fWsBVUchcQJXWbLE 190.636904 False Logstash Airways \n",
|
||
"P9r3fWsBVUchcQJXWbLE 181.694216 True Kibana Airlines \n",
|
||
"QNr3fWsBVUchcQJXWbLE 730.041778 False Kibana Airlines \n",
|
||
"\n",
|
||
" Dest \\\n",
|
||
"PNr3fWsBVUchcQJXWbLE Sydney Kingsford Smith International Airport \n",
|
||
"Pdr3fWsBVUchcQJXWbLE Venice Marco Polo Airport \n",
|
||
"Ptr3fWsBVUchcQJXWbLE Venice Marco Polo Airport \n",
|
||
"P9r3fWsBVUchcQJXWbLE Treviso-Sant'Angelo Airport \n",
|
||
"QNr3fWsBVUchcQJXWbLE Xi'an Xianyang International Airport \n",
|
||
"\n",
|
||
" DestAirportID DestCityName DestCountry \\\n",
|
||
"PNr3fWsBVUchcQJXWbLE SYD Sydney AU \n",
|
||
"Pdr3fWsBVUchcQJXWbLE VE05 Venice IT \n",
|
||
"Ptr3fWsBVUchcQJXWbLE VE05 Venice IT \n",
|
||
"P9r3fWsBVUchcQJXWbLE TV01 Treviso IT \n",
|
||
"QNr3fWsBVUchcQJXWbLE XIY Xi'an CN \n",
|
||
"\n",
|
||
" DestLocation DestRegion \\\n",
|
||
"PNr3fWsBVUchcQJXWbLE {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n",
|
||
"Pdr3fWsBVUchcQJXWbLE {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"Ptr3fWsBVUchcQJXWbLE {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
|
||
"P9r3fWsBVUchcQJXWbLE {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n",
|
||
"QNr3fWsBVUchcQJXWbLE {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
|
||
"\n",
|
||
" DestWeather ... FlightTimeMin \\\n",
|
||
"PNr3fWsBVUchcQJXWbLE Rain ... 1030.770416 \n",
|
||
"Pdr3fWsBVUchcQJXWbLE Sunny ... 464.389481 \n",
|
||
"Ptr3fWsBVUchcQJXWbLE Cloudy ... 0.000000 \n",
|
||
"P9r3fWsBVUchcQJXWbLE Clear ... 222.749059 \n",
|
||
"QNr3fWsBVUchcQJXWbLE Clear ... 785.779071 \n",
|
||
"\n",
|
||
" Origin \\\n",
|
||
"PNr3fWsBVUchcQJXWbLE Frankfurt am Main Airport \n",
|
||
"Pdr3fWsBVUchcQJXWbLE Cape Town International Airport \n",
|
||
"Ptr3fWsBVUchcQJXWbLE Venice Marco Polo Airport \n",
|
||
"P9r3fWsBVUchcQJXWbLE Naples International Airport \n",
|
||
"QNr3fWsBVUchcQJXWbLE Licenciado Benito Juarez International Airport \n",
|
||
"\n",
|
||
" OriginAirportID OriginCityName OriginCountry \\\n",
|
||
"PNr3fWsBVUchcQJXWbLE FRA Frankfurt am Main DE \n",
|
||
"Pdr3fWsBVUchcQJXWbLE CPT Cape Town ZA \n",
|
||
"Ptr3fWsBVUchcQJXWbLE VE05 Venice IT \n",
|
||
"P9r3fWsBVUchcQJXWbLE NA01 Naples IT \n",
|
||
"QNr3fWsBVUchcQJXWbLE AICM Mexico City MX \n",
|
||
"\n",
|
||
" OriginLocation \\\n",
|
||
"PNr3fWsBVUchcQJXWbLE {'lat': '50.033333', 'lon': '8.570556'} \n",
|
||
"Pdr3fWsBVUchcQJXWbLE {'lat': '-33.96480179', 'lon': '18.60169983'} \n",
|
||
"Ptr3fWsBVUchcQJXWbLE {'lat': '45.505299', 'lon': '12.3519'} \n",
|
||
"P9r3fWsBVUchcQJXWbLE {'lat': '40.886002', 'lon': '14.2908'} \n",
|
||
"QNr3fWsBVUchcQJXWbLE {'lat': '19.4363', 'lon': '-99.072098'} \n",
|
||
"\n",
|
||
" OriginRegion OriginWeather dayOfWeek \\\n",
|
||
"PNr3fWsBVUchcQJXWbLE DE-HE Sunny 0 \n",
|
||
"Pdr3fWsBVUchcQJXWbLE SE-BD Clear 0 \n",
|
||
"Ptr3fWsBVUchcQJXWbLE IT-34 Rain 0 \n",
|
||
"P9r3fWsBVUchcQJXWbLE IT-72 Thunder & Lightning 0 \n",
|
||
"QNr3fWsBVUchcQJXWbLE MX-DIF Damaging Wind 0 \n",
|
||
"\n",
|
||
" timestamp \n",
|
||
"PNr3fWsBVUchcQJXWbLE 2018-01-01 00:00:00 \n",
|
||
"Pdr3fWsBVUchcQJXWbLE 2018-01-01 18:27:00 \n",
|
||
"Ptr3fWsBVUchcQJXWbLE 2018-01-01 17:11:14 \n",
|
||
"P9r3fWsBVUchcQJXWbLE 2018-01-01 10:33:28 \n",
|
||
"QNr3fWsBVUchcQJXWbLE 2018-01-01 05:13:00 \n",
|
||
"\n",
|
||
"[5 rows x 27 columns]"
|
||
]
|
||
},
|
||
"execution_count": 9,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ed_df.head()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
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|
||
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||
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||
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||
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||
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||
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|
||
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|
||
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|
||
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|
||
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|
||
" <th>DistanceKilometers</th>\n",
|
||
" <th>DistanceMiles</th>\n",
|
||
" <th>FlightDelayMin</th>\n",
|
||
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|
||
" <th>FlightTimeMin</th>\n",
|
||
" <th>dayOfWeek</th>\n",
|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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|
||
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||
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||
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||
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||
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|
||
" <td>13059.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>mean</th>\n",
|
||
" <td>628.253689</td>\n",
|
||
" <td>7092.142457</td>\n",
|
||
" <td>4406.853010</td>\n",
|
||
" <td>47.335171</td>\n",
|
||
" <td>8.518797</td>\n",
|
||
" <td>511.127842</td>\n",
|
||
" <td>2.835975</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>std</th>\n",
|
||
" <td>266.386661</td>\n",
|
||
" <td>4578.263193</td>\n",
|
||
" <td>2844.800855</td>\n",
|
||
" <td>96.743006</td>\n",
|
||
" <td>5.579019</td>\n",
|
||
" <td>334.741135</td>\n",
|
||
" <td>1.939365</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>min</th>\n",
|
||
" <td>100.020531</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>25%</th>\n",
|
||
" <td>410.008918</td>\n",
|
||
" <td>2470.545974</td>\n",
|
||
" <td>1535.126118</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>4.195650</td>\n",
|
||
" <td>251.938710</td>\n",
|
||
" <td>1.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>50%</th>\n",
|
||
" <td>640.387285</td>\n",
|
||
" <td>7612.072403</td>\n",
|
||
" <td>4729.922470</td>\n",
|
||
" <td>0.000000</td>\n",
|
||
" <td>8.385816</td>\n",
|
||
" <td>503.148975</td>\n",
|
||
" <td>3.000000</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>75%</th>\n",
|
||
" <td>842.277083</td>\n",
|
||
" <td>9735.660463</td>\n",
|
||
" <td>6049.583389</td>\n",
|
||
" <td>12.618243</td>\n",
|
||
" <td>12.008909</td>\n",
|
||
" <td>720.505705</td>\n",
|
||
" <td>4.197761</td>\n",
|
||
" </tr>\n",
|
||
" <tr>\n",
|
||
" <th>max</th>\n",
|
||
" <td>1199.729004</td>\n",
|
||
" <td>19881.482422</td>\n",
|
||
" <td>12353.780273</td>\n",
|
||
" <td>360.000000</td>\n",
|
||
" <td>31.715034</td>\n",
|
||
" <td>1902.901978</td>\n",
|
||
" <td>6.000000</td>\n",
|
||
" </tr>\n",
|
||
" </tbody>\n",
|
||
"</table>\n",
|
||
"</div>"
|
||
],
|
||
"text/plain": [
|
||
" AvgTicketPrice DistanceKilometers DistanceMiles FlightDelayMin \\\n",
|
||
"count 13059.000000 13059.000000 13059.000000 13059.000000 \n",
|
||
"mean 628.253689 7092.142457 4406.853010 47.335171 \n",
|
||
"std 266.386661 4578.263193 2844.800855 96.743006 \n",
|
||
"min 100.020531 0.000000 0.000000 0.000000 \n",
|
||
"25% 410.008918 2470.545974 1535.126118 0.000000 \n",
|
||
"50% 640.387285 7612.072403 4729.922470 0.000000 \n",
|
||
"75% 842.277083 9735.660463 6049.583389 12.618243 \n",
|
||
"max 1199.729004 19881.482422 12353.780273 360.000000 \n",
|
||
"\n",
|
||
" FlightTimeHour FlightTimeMin dayOfWeek \n",
|
||
"count 13059.000000 13059.000000 13059.000000 \n",
|
||
"mean 8.518797 511.127842 2.835975 \n",
|
||
"std 5.579019 334.741135 1.939365 \n",
|
||
"min 0.000000 0.000000 0.000000 \n",
|
||
"25% 4.195650 251.938710 1.000000 \n",
|
||
"50% 8.385816 503.148975 3.000000 \n",
|
||
"75% 12.008909 720.505705 4.197761 \n",
|
||
"max 31.715034 1902.901978 6.000000 "
|
||
]
|
||
},
|
||
"execution_count": 10,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ed_df.describe()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"(13059, 27)"
|
||
]
|
||
},
|
||
"execution_count": 11,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ed_df.shape"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Index(['AvgTicketPrice', 'Cancelled', 'Carrier', 'Dest', 'DestAirportID',\n",
|
||
" 'DestCityName', 'DestCountry', 'DestLocation', 'DestRegion',\n",
|
||
" 'DestWeather', 'DistanceKilometers', 'DistanceMiles', 'FlightDelay',\n",
|
||
" 'FlightDelayMin', 'FlightDelayType', 'FlightNum', 'FlightTimeHour',\n",
|
||
" 'FlightTimeMin', 'Origin', 'OriginAirportID', 'OriginCityName',\n",
|
||
" 'OriginCountry', 'OriginLocation', 'OriginRegion', 'OriginWeather',\n",
|
||
" 'dayOfWeek', 'timestamp'],\n",
|
||
" dtype='object')"
|
||
]
|
||
},
|
||
"execution_count": 12,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ed_df.columns"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"AvgTicketPrice float64\n",
|
||
"Cancelled bool\n",
|
||
"Carrier object\n",
|
||
"Dest object\n",
|
||
"DestAirportID object\n",
|
||
"DestCityName object\n",
|
||
"DestCountry object\n",
|
||
"DestLocation object\n",
|
||
"DestRegion object\n",
|
||
"DestWeather object\n",
|
||
"DistanceKilometers float64\n",
|
||
"DistanceMiles float64\n",
|
||
"FlightDelay bool\n",
|
||
"FlightDelayMin int64\n",
|
||
"FlightDelayType object\n",
|
||
"FlightNum object\n",
|
||
"FlightTimeHour float64\n",
|
||
"FlightTimeMin float64\n",
|
||
"Origin object\n",
|
||
"OriginAirportID object\n",
|
||
"OriginCityName object\n",
|
||
"OriginCountry object\n",
|
||
"OriginLocation object\n",
|
||
"OriginRegion object\n",
|
||
"OriginWeather object\n",
|
||
"dayOfWeek int64\n",
|
||
"timestamp datetime64[ns]\n",
|
||
"dtype: object"
|
||
]
|
||
},
|
||
"execution_count": 13,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ed_df.dtypes"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 14,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<class 'eland.dataframe.DataFrame'>\n",
|
||
"RangeIndex: 13059 entries, 0 to 13058\n",
|
||
"Data columns (total 27 columns):\n",
|
||
"AvgTicketPrice 13059 non-null float64\n",
|
||
"Cancelled 13059 non-null bool\n",
|
||
"Carrier 13059 non-null object\n",
|
||
"Dest 13059 non-null object\n",
|
||
"DestAirportID 13059 non-null object\n",
|
||
"DestCityName 13059 non-null object\n",
|
||
"DestCountry 13059 non-null object\n",
|
||
"DestLocation 13059 non-null object\n",
|
||
"DestRegion 13059 non-null object\n",
|
||
"DestWeather 13059 non-null object\n",
|
||
"DistanceKilometers 13059 non-null float64\n",
|
||
"DistanceMiles 13059 non-null float64\n",
|
||
"FlightDelay 13059 non-null bool\n",
|
||
"FlightDelayMin 13059 non-null int64\n",
|
||
"FlightDelayType 13059 non-null object\n",
|
||
"FlightNum 13059 non-null object\n",
|
||
"FlightTimeHour 13059 non-null float64\n",
|
||
"FlightTimeMin 13059 non-null float64\n",
|
||
"Origin 13059 non-null object\n",
|
||
"OriginAirportID 13059 non-null object\n",
|
||
"OriginCityName 13059 non-null object\n",
|
||
"OriginCountry 13059 non-null object\n",
|
||
"OriginLocation 13059 non-null object\n",
|
||
"OriginRegion 13059 non-null object\n",
|
||
"OriginWeather 13059 non-null object\n",
|
||
"dayOfWeek 13059 non-null int64\n",
|
||
"timestamp 13059 non-null datetime64[ns]\n",
|
||
"dtypes: bool(2), datetime64[ns](1), float64(5), int64(2), object(17)\n",
|
||
"memory usage: 56.0 bytes\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"ed_df.info()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"AvgTicketPrice 13059\n",
|
||
"Cancelled 13059\n",
|
||
"Carrier 13059\n",
|
||
"Dest 13059\n",
|
||
"DestAirportID 13059\n",
|
||
"DestCityName 13059\n",
|
||
"DestCountry 13059\n",
|
||
"DestLocation 13059\n",
|
||
"DestRegion 13059\n",
|
||
"DestWeather 13059\n",
|
||
"DistanceKilometers 13059\n",
|
||
"DistanceMiles 13059\n",
|
||
"FlightDelay 13059\n",
|
||
"FlightDelayMin 13059\n",
|
||
"FlightDelayType 13059\n",
|
||
"FlightNum 13059\n",
|
||
"FlightTimeHour 13059\n",
|
||
"FlightTimeMin 13059\n",
|
||
"Origin 13059\n",
|
||
"OriginAirportID 13059\n",
|
||
"OriginCityName 13059\n",
|
||
"OriginCountry 13059\n",
|
||
"OriginLocation 13059\n",
|
||
"OriginRegion 13059\n",
|
||
"OriginWeather 13059\n",
|
||
"dayOfWeek 13059\n",
|
||
"timestamp 13059\n",
|
||
"dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 15,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ed_df.count()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"bool 2\n",
|
||
"datetime64[ns] 1\n",
|
||
"float64 5\n",
|
||
"int64 2\n",
|
||
"object 17\n",
|
||
"dtype: int64"
|
||
]
|
||
},
|
||
"execution_count": 16,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ed_df.get_dtype_counts()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
" Carrier Dest \\\n",
|
||
"0 Kibana Airlines Sydney Kingsford Smith International Airport \n",
|
||
"1 Logstash Airways Venice Marco Polo Airport \n",
|
||
"2 Logstash Airways Venice Marco Polo Airport \n",
|
||
"3 Kibana Airlines Treviso-Sant'Angelo Airport \n",
|
||
"4 Kibana Airlines Xi'an Xianyang International Airport \n",
|
||
"5 JetBeats Genoa Cristoforo Colombo Airport \n",
|
||
"6 JetBeats Zurich Airport \n",
|
||
"7 Kibana Airlines Ottawa Macdonald-Cartier International Airport \n",
|
||
"8 Kibana Airlines Rajiv Gandhi International Airport \n",
|
||
"9 Logstash Airways Treviso-Sant'Angelo Airport \n",
|
||
"10 JetBeats Helsinki Vantaa Airport \n",
|
||
"11 Logstash Airways Vienna International Airport \n",
|
||
"12 Logstash Airways Shanghai Pudong International Airport \n",
|
||
"13 Logstash Airways Ottawa Macdonald-Cartier International Airport \n",
|
||
"14 Logstash Airways Luis Munoz Marin International Airport \n",
|
||
"15 Kibana Airlines Cologne Bonn Airport \n",
|
||
"16 Logstash Airways Venice Marco Polo Airport \n",
|
||
"17 ES-Air Ministro Pistarini International Airport \n",
|
||
"18 ES-Air Shanghai Pudong International Airport \n",
|
||
"19 JetBeats Indira Gandhi International Airport \n",
|
||
"20 JetBeats Wichita Mid Continent Airport \n",
|
||
"21 ES-Air Ottawa Macdonald-Cartier International Airport \n",
|
||
"22 JetBeats Itami Airport \n",
|
||
"23 Logstash Airways Vienna International Airport \n",
|
||
"24 Logstash Airways Charles de Gaulle International Airport \n",
|
||
"25 ES-Air Narita International Airport \n",
|
||
"26 Kibana Airlines Itami Airport \n",
|
||
"27 JetBeats San Diego International Airport \n",
|
||
"28 Kibana Airlines Verona Villafranca Airport \n",
|
||
"29 Logstash Airways Zurich Airport \n",
|
||
"... ... ... \n",
|
||
"13029 Kibana Airlines Chengdu Shuangliu International Airport \n",
|
||
"13030 ES-Air Narita International Airport \n",
|
||
"13031 Kibana Airlines Narita International Airport \n",
|
||
"13032 JetBeats Wichita Mid Continent Airport \n",
|
||
"13033 Logstash Airways Sheremetyevo International Airport \n",
|
||
"13034 ES-Air El Dorado International Airport \n",
|
||
"13035 JetBeats Turin Airport \n",
|
||
"13036 Kibana Airlines Winnipeg / James Armstrong Richardson Internat... \n",
|
||
"13037 ES-Air Chengdu Shuangliu International Airport \n",
|
||
"13038 JetBeats San Diego International Airport \n",
|
||
"13039 ES-Air Ministro Pistarini International Airport \n",
|
||
"13040 JetBeats Vienna International Airport \n",
|
||
"13041 ES-Air Louisville International Standiford Field \n",
|
||
"13042 Logstash Airways Ottawa Macdonald-Cartier International Airport \n",
|
||
"13043 Kibana Airlines Shanghai Pudong International Airport \n",
|
||
"13044 Kibana Airlines Zurich Airport \n",
|
||
"13045 Kibana Airlines London Heathrow Airport \n",
|
||
"13046 Kibana Airlines Ottawa Macdonald-Cartier International Airport \n",
|
||
"13047 ES-Air Manchester Airport \n",
|
||
"13048 Logstash Airways Comodoro Arturo Merino Benitez International A... \n",
|
||
"13049 Kibana Airlines Olenya Air Base \n",
|
||
"13050 Logstash Airways Sheremetyevo International Airport \n",
|
||
"13051 JetBeats Indira Gandhi International Airport \n",
|
||
"13052 Logstash Airways Stockholm-Arlanda Airport \n",
|
||
"13053 Kibana Airlines Rochester International Airport \n",
|
||
"13054 Logstash Airways New Chitose Airport \n",
|
||
"13055 Logstash Airways San Antonio International Airport \n",
|
||
"13056 JetBeats Zurich Airport \n",
|
||
"13057 ES-Air Vienna International Airport \n",
|
||
"13058 Kibana Airlines Rajiv Gandhi International Airport \n",
|
||
"\n",
|
||
" OriginRegion \n",
|
||
"0 DE-HE \n",
|
||
"1 SE-BD \n",
|
||
"2 IT-34 \n",
|
||
"3 IT-72 \n",
|
||
"4 MX-DIF \n",
|
||
"5 CA-AB \n",
|
||
"6 CH-ZH \n",
|
||
"7 IT-62 \n",
|
||
"8 IT-25 \n",
|
||
"9 RU-MOS \n",
|
||
"10 US-NM \n",
|
||
"11 IT-34 \n",
|
||
"12 MX-DIF \n",
|
||
"13 IT-72 \n",
|
||
"14 IT-62 \n",
|
||
"15 SE-BD \n",
|
||
"16 MX-DIF \n",
|
||
"17 US-OH \n",
|
||
"18 RU-MUR \n",
|
||
"19 US-WY \n",
|
||
"20 US-PA \n",
|
||
"21 US-NJ \n",
|
||
"22 DK-84 \n",
|
||
"23 US-WA \n",
|
||
"24 DE-BE \n",
|
||
"25 GB-ENG \n",
|
||
"26 FI-ES \n",
|
||
"27 US-AZ \n",
|
||
"28 SE-BD \n",
|
||
"29 US-OK \n",
|
||
"... ... \n",
|
||
"13029 SE-BD \n",
|
||
"13030 IT-82 \n",
|
||
"13031 US-KY \n",
|
||
"13032 US-WA \n",
|
||
"13033 US-OR \n",
|
||
"13034 SE-BD \n",
|
||
"13035 US-NC \n",
|
||
"13036 IT-34 \n",
|
||
"13037 IT-82 \n",
|
||
"13038 US-NY \n",
|
||
"13039 SE-BD \n",
|
||
"13040 CA-ON \n",
|
||
"13041 IT-25 \n",
|
||
"13042 GB-ENG \n",
|
||
"13043 SE-BD \n",
|
||
"13044 US-FL \n",
|
||
"13045 SE-BD \n",
|
||
"13046 MX-DIF \n",
|
||
"13047 SE-BD \n",
|
||
"13048 SE-BD \n",
|
||
"13049 SE-BD \n",
|
||
"13050 IT-52 \n",
|
||
"13051 IT-88 \n",
|
||
"13052 GB-ENG \n",
|
||
"13053 SE-BD \n",
|
||
"13054 SE-BD \n",
|
||
"13055 SE-BD \n",
|
||
"13056 CH-ZH \n",
|
||
"13057 RU-AMU \n",
|
||
"13058 SE-BD \n",
|
||
"\n",
|
||
"[13059 rows x 3 columns]"
|
||
]
|
||
},
|
||
"execution_count": 17,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ed_df['Carrier', 'Dest', 'OriginRegion']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 18,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"ed_df2 = ed_df['Carrier', 'Dest', 'OriginRegion']"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 22,
|
||
"metadata": {
|
||
"scrolled": true
|
||
},
|
||
"outputs": [],
|
||
"source": [
|
||
"t = ed_df2.head(10)"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 23,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<class 'pandas.core.frame.DataFrame'>\n",
|
||
"Index: 10 entries, PNr3fWsBVUchcQJXWbLE to Rdr3fWsBVUchcQJXWbLE\n",
|
||
"Data columns (total 3 columns):\n",
|
||
"Carrier 10 non-null object\n",
|
||
"Dest 10 non-null object\n",
|
||
"OriginRegion 10 non-null object\n",
|
||
"dtypes: object(3)\n",
|
||
"memory usage: 320.0+ bytes\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"t.info()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 24,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": [
|
||
"tt = t.to_sparse()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 25,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<class 'pandas.core.sparse.frame.SparseDataFrame'>\n",
|
||
"Index: 10 entries, PNr3fWsBVUchcQJXWbLE to Rdr3fWsBVUchcQJXWbLE\n",
|
||
"Data columns (total 3 columns):\n",
|
||
"Carrier 10 non-null Sparse[object, nan]\n",
|
||
"Dest 10 non-null Sparse[object, nan]\n",
|
||
"OriginRegion 10 non-null Sparse[object, nan]\n",
|
||
"dtypes: Sparse[object, nan](3)\n",
|
||
"memory usage: 344.0+ bytes\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"tt.info()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
"Index(['PNr3fWsBVUchcQJXWbLE', 'Pdr3fWsBVUchcQJXWbLE', 'Ptr3fWsBVUchcQJXWbLE',\n",
|
||
" 'P9r3fWsBVUchcQJXWbLE', 'QNr3fWsBVUchcQJXWbLE', 'Qdr3fWsBVUchcQJXWbLE',\n",
|
||
" 'Qtr3fWsBVUchcQJXWbLE', 'Q9r3fWsBVUchcQJXWbLE', 'RNr3fWsBVUchcQJXWbLE',\n",
|
||
" 'Rdr3fWsBVUchcQJXWbLE'],\n",
|
||
" dtype='object')"
|
||
]
|
||
},
|
||
"execution_count": 27,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"tt.index"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 28,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<class 'pandas.core.indexes.base.Index'>\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"print(type(pd_df.columns))"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 20,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"name": "stdout",
|
||
"output_type": "stream",
|
||
"text": [
|
||
"<class 'eland.dataframe.DataFrame'>\n",
|
||
"RangeIndex: 13059 entries, 0 to 13058\n",
|
||
"Data columns (total 3 columns):\n",
|
||
"Carrier 13059 non-null object\n",
|
||
"Dest 13059 non-null object\n",
|
||
"OriginRegion 13059 non-null object\n",
|
||
"dtypes: object(3)\n",
|
||
"memory usage: 56.0 bytes\n"
|
||
]
|
||
}
|
||
],
|
||
"source": [
|
||
"ed_df2.info()"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"outputs": [
|
||
{
|
||
"data": {
|
||
"text/plain": [
|
||
" Carrier Dest \\\n",
|
||
"0 Kibana Airlines Sydney Kingsford Smith International Airport \n",
|
||
"1 Logstash Airways Venice Marco Polo Airport \n",
|
||
"2 Logstash Airways Venice Marco Polo Airport \n",
|
||
"3 Kibana Airlines Treviso-Sant'Angelo Airport \n",
|
||
"4 Kibana Airlines Xi'an Xianyang International Airport \n",
|
||
"5 JetBeats Genoa Cristoforo Colombo Airport \n",
|
||
"6 JetBeats Zurich Airport \n",
|
||
"7 Kibana Airlines Ottawa Macdonald-Cartier International Airport \n",
|
||
"8 Kibana Airlines Rajiv Gandhi International Airport \n",
|
||
"9 Logstash Airways Treviso-Sant'Angelo Airport \n",
|
||
"10 JetBeats Helsinki Vantaa Airport \n",
|
||
"11 Logstash Airways Vienna International Airport \n",
|
||
"12 Logstash Airways Shanghai Pudong International Airport \n",
|
||
"13 Logstash Airways Ottawa Macdonald-Cartier International Airport \n",
|
||
"14 Logstash Airways Luis Munoz Marin International Airport \n",
|
||
"15 Kibana Airlines Cologne Bonn Airport \n",
|
||
"16 Logstash Airways Venice Marco Polo Airport \n",
|
||
"17 ES-Air Ministro Pistarini International Airport \n",
|
||
"18 ES-Air Shanghai Pudong International Airport \n",
|
||
"19 JetBeats Indira Gandhi International Airport \n",
|
||
"20 JetBeats Wichita Mid Continent Airport \n",
|
||
"21 ES-Air Ottawa Macdonald-Cartier International Airport \n",
|
||
"22 JetBeats Itami Airport \n",
|
||
"23 Logstash Airways Vienna International Airport \n",
|
||
"24 Logstash Airways Charles de Gaulle International Airport \n",
|
||
"25 ES-Air Narita International Airport \n",
|
||
"26 Kibana Airlines Itami Airport \n",
|
||
"27 JetBeats San Diego International Airport \n",
|
||
"28 Kibana Airlines Verona Villafranca Airport \n",
|
||
"29 Logstash Airways Zurich Airport \n",
|
||
"... ... ... \n",
|
||
"13029 Kibana Airlines Chengdu Shuangliu International Airport \n",
|
||
"13030 ES-Air Narita International Airport \n",
|
||
"13031 Kibana Airlines Narita International Airport \n",
|
||
"13032 JetBeats Wichita Mid Continent Airport \n",
|
||
"13033 Logstash Airways Sheremetyevo International Airport \n",
|
||
"13034 ES-Air El Dorado International Airport \n",
|
||
"13035 JetBeats Turin Airport \n",
|
||
"13036 Kibana Airlines Winnipeg / James Armstrong Richardson Internat... \n",
|
||
"13037 ES-Air Chengdu Shuangliu International Airport \n",
|
||
"13038 JetBeats San Diego International Airport \n",
|
||
"13039 ES-Air Ministro Pistarini International Airport \n",
|
||
"13040 JetBeats Vienna International Airport \n",
|
||
"13041 ES-Air Louisville International Standiford Field \n",
|
||
"13042 Logstash Airways Ottawa Macdonald-Cartier International Airport \n",
|
||
"13043 Kibana Airlines Shanghai Pudong International Airport \n",
|
||
"13044 Kibana Airlines Zurich Airport \n",
|
||
"13045 Kibana Airlines London Heathrow Airport \n",
|
||
"13046 Kibana Airlines Ottawa Macdonald-Cartier International Airport \n",
|
||
"13047 ES-Air Manchester Airport \n",
|
||
"13048 Logstash Airways Comodoro Arturo Merino Benitez International A... \n",
|
||
"13049 Kibana Airlines Olenya Air Base \n",
|
||
"13050 Logstash Airways Sheremetyevo International Airport \n",
|
||
"13051 JetBeats Indira Gandhi International Airport \n",
|
||
"13052 Logstash Airways Stockholm-Arlanda Airport \n",
|
||
"13053 Kibana Airlines Rochester International Airport \n",
|
||
"13054 Logstash Airways New Chitose Airport \n",
|
||
"13055 Logstash Airways San Antonio International Airport \n",
|
||
"13056 JetBeats Zurich Airport \n",
|
||
"13057 ES-Air Vienna International Airport \n",
|
||
"13058 Kibana Airlines Rajiv Gandhi International Airport \n",
|
||
"\n",
|
||
" OriginRegion \n",
|
||
"0 DE-HE \n",
|
||
"1 SE-BD \n",
|
||
"2 IT-34 \n",
|
||
"3 IT-72 \n",
|
||
"4 MX-DIF \n",
|
||
"5 CA-AB \n",
|
||
"6 CH-ZH \n",
|
||
"7 IT-62 \n",
|
||
"8 IT-25 \n",
|
||
"9 RU-MOS \n",
|
||
"10 US-NM \n",
|
||
"11 IT-34 \n",
|
||
"12 MX-DIF \n",
|
||
"13 IT-72 \n",
|
||
"14 IT-62 \n",
|
||
"15 SE-BD \n",
|
||
"16 MX-DIF \n",
|
||
"17 US-OH \n",
|
||
"18 RU-MUR \n",
|
||
"19 US-WY \n",
|
||
"20 US-PA \n",
|
||
"21 US-NJ \n",
|
||
"22 DK-84 \n",
|
||
"23 US-WA \n",
|
||
"24 DE-BE \n",
|
||
"25 GB-ENG \n",
|
||
"26 FI-ES \n",
|
||
"27 US-AZ \n",
|
||
"28 SE-BD \n",
|
||
"29 US-OK \n",
|
||
"... ... \n",
|
||
"13029 SE-BD \n",
|
||
"13030 IT-82 \n",
|
||
"13031 US-KY \n",
|
||
"13032 US-WA \n",
|
||
"13033 US-OR \n",
|
||
"13034 SE-BD \n",
|
||
"13035 US-NC \n",
|
||
"13036 IT-34 \n",
|
||
"13037 IT-82 \n",
|
||
"13038 US-NY \n",
|
||
"13039 SE-BD \n",
|
||
"13040 CA-ON \n",
|
||
"13041 IT-25 \n",
|
||
"13042 GB-ENG \n",
|
||
"13043 SE-BD \n",
|
||
"13044 US-FL \n",
|
||
"13045 SE-BD \n",
|
||
"13046 MX-DIF \n",
|
||
"13047 SE-BD \n",
|
||
"13048 SE-BD \n",
|
||
"13049 SE-BD \n",
|
||
"13050 IT-52 \n",
|
||
"13051 IT-88 \n",
|
||
"13052 GB-ENG \n",
|
||
"13053 SE-BD \n",
|
||
"13054 SE-BD \n",
|
||
"13055 SE-BD \n",
|
||
"13056 CH-ZH \n",
|
||
"13057 RU-AMU \n",
|
||
"13058 SE-BD \n",
|
||
"\n",
|
||
"[13059 rows x 3 columns]"
|
||
]
|
||
},
|
||
"execution_count": 21,
|
||
"metadata": {},
|
||
"output_type": "execute_result"
|
||
}
|
||
],
|
||
"source": [
|
||
"ed_df2"
|
||
]
|
||
},
|
||
{
|
||
"cell_type": "code",
|
||
"execution_count": null,
|
||
"metadata": {},
|
||
"outputs": [],
|
||
"source": []
|
||
}
|
||
],
|
||
"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": "3.6.8"
|
||
}
|
||
},
|
||
"nbformat": 4,
|
||
"nbformat_minor": 2
|
||
}
|