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eland/eland/tests/demo_day_20190815.ipynb
Stephen Dodson 9dad8613d3 Fixing tests, and upgrading to pandas 0.25.1
2019-10-18 08:06:07 +00:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Pandas and Elasticsearch - Demo Day 15th August 2019"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create simple pandas DataFrame"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Read JSON file to pandas DataFrame"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"pd_flights = pd.read_json('./flights_df.json.gz').sort_index()\n",
"\n",
"# Change data types of a couple of fields\n",
"pd_flights['timestamp'] = pd.to_datetime(pd_flights['timestamp'])\n",
"pd_flights.index = pd_flights.index.map(str)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Explore pandas DataFrame"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Index: 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: 2.6+ MB\n"
]
}
],
"source": [
"# Show consise summary of DataFrame + memory usage\n",
"pd_flights.info()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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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": [
"# Generate descriptive statistics of numeric columns\n",
"pd_flights.describe()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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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",
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" <th>OriginCityName</th>\n",
" <th>OriginCountry</th>\n",
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" <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 &amp; 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": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd_flights.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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" <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",
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" <td>SE-BD</td>\n",
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" <td>402.929088</td>\n",
" <td>Pisa International Airport</td>\n",
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" <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",
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" <td>997.751876</td>\n",
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" <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>5 rows × 27 columns</p>\n",
"</div>"
],
"text/plain": [
" AvgTicketPrice Cancelled Carrier \\\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 DestCityName \\\n",
"13054 Xi'an Xianyang International Airport XIY Xi'an \n",
"13055 Zurich Airport ZRH Zurich \n",
"13056 Ukrainka Air Base XHBU Belogorsk \n",
"13057 Ministro Pistarini International Airport EZE Buenos Aires \n",
"13058 Washington Dulles International Airport IAD Washington \n",
"\n",
" DestCountry DestLocation DestRegion \\\n",
"13054 CN {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
"13055 CH {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n",
"13056 RU {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n",
"13057 AR {'lat': '-34.8222', 'lon': '-58.5358'} SE-BD \n",
"13058 US {'lat': '38.94449997', 'lon': '-77.45580292'} US-DC \n",
"\n",
" DestWeather ... FlightTimeMin \\\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",
"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",
"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",
"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",
"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",
"[5 rows x 27 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd_flights.tail()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <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>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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd_flights"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---\n",
"Create `eland` DataFrame (pandas-like DataFrame backed by Elasticsearch rather than pandas incore memory structures)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import eland as ed"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"ed_flights = ed.read_es(\"localhost\", \"flights\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Alternative Constructors"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"from elasticsearch import Elasticsearch\n",
"\n",
"es = Elasticsearch([\n",
" {'host': 'localhost', 'port': 9200, 'use_ssl': False}, # full range of connection options\n",
"])\n",
"\n",
"ed_ecommerce = ed.read_es(es, 'ecommerce')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Explore `eland` DataFrame"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'eland.dataframe.DataFrame'>\n",
"Index: 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: 80.0 bytes\n"
]
}
],
"source": [
"ed_flights.info()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>AvgTicketPrice</th>\n",
" <th>Cancelled</th>\n",
" <th>DistanceKilometers</th>\n",
" <th>DistanceMiles</th>\n",
" <th>FlightDelay</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",
" <td>13059.000000</td>\n",
" <td>13059.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>628.253689</td>\n",
" <td>0.128494</td>\n",
" <td>7092.142457</td>\n",
" <td>4406.853010</td>\n",
" <td>0.251168</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>0.334639</td>\n",
" <td>4578.263193</td>\n",
" <td>2844.800855</td>\n",
" <td>0.433685</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",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>410.012798</td>\n",
" <td>0.000000</td>\n",
" <td>2470.545974</td>\n",
" <td>1535.126118</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>4.201069</td>\n",
" <td>252.064162</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>640.387285</td>\n",
" <td>0.000000</td>\n",
" <td>7612.072403</td>\n",
" <td>4729.922470</td>\n",
" <td>0.000000</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>842.254990</td>\n",
" <td>0.000000</td>\n",
" <td>9735.660463</td>\n",
" <td>6049.583389</td>\n",
" <td>0.840517</td>\n",
" <td>15.000000</td>\n",
" <td>12.010290</td>\n",
" <td>720.579174</td>\n",
" <td>4.256329</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>1199.729004</td>\n",
" <td>1.000000</td>\n",
" <td>19881.482422</td>\n",
" <td>12353.780273</td>\n",
" <td>1.000000</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 Cancelled DistanceKilometers DistanceMiles \\\n",
"count 13059.000000 13059.000000 13059.000000 13059.000000 \n",
"mean 628.253689 0.128494 7092.142457 4406.853010 \n",
"std 266.386661 0.334639 4578.263193 2844.800855 \n",
"min 100.020531 0.000000 0.000000 0.000000 \n",
"25% 410.012798 0.000000 2470.545974 1535.126118 \n",
"50% 640.387285 0.000000 7612.072403 4729.922470 \n",
"75% 842.254990 0.000000 9735.660463 6049.583389 \n",
"max 1199.729004 1.000000 19881.482422 12353.780273 \n",
"\n",
" FlightDelay FlightDelayMin FlightTimeHour FlightTimeMin \\\n",
"count 13059.000000 13059.000000 13059.000000 13059.000000 \n",
"mean 0.251168 47.335171 8.518797 511.127842 \n",
"std 0.433685 96.743006 5.579019 334.741135 \n",
"min 0.000000 0.000000 0.000000 0.000000 \n",
"25% 0.000000 0.000000 4.201069 252.064162 \n",
"50% 0.000000 0.000000 8.385816 503.148975 \n",
"75% 0.840517 15.000000 12.010290 720.579174 \n",
"max 1.000000 360.000000 31.715034 1902.901978 \n",
"\n",
" dayOfWeek \n",
"count 13059.000000 \n",
"mean 2.835975 \n",
"std 1.939365 \n",
"min 0.000000 \n",
"25% 1.000000 \n",
"50% 3.000000 \n",
"75% 4.256329 \n",
"max 6.000000 "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_flights.describe()"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>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>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 &amp; 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",
"</div>\n",
"<p>5 rows x 27 columns</p>"
],
"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]"
]
},
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}
],
"source": [
"ed_flights.head()"
]
},
{
"cell_type": "code",
"execution_count": 14,
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" <td>1080.446279</td>\n",
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" <td>{'lat': '43.683899', 'lon': '10.3927'}</td>\n",
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" <td>646.612941</td>\n",
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" <td>644.418029</td>\n",
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" <td>CA</td>\n",
" <td>{'lat': '49.90999985', 'lon': '-97.23989868'}</td>\n",
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" <td>2018-02-11 01:41:57</td>\n",
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" <td>997.751876</td>\n",
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" <td>XHBU</td>\n",
" <td>Belogorsk</td>\n",
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" <td>937.540811</td>\n",
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" <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",
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" <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",
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" <td>...</td>\n",
" <td>1697.404971</td>\n",
" <td>Itami Airport</td>\n",
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" <td>Osaka</td>\n",
" <td>JP</td>\n",
" <td>{'lat': '34.78549957', 'lon': '135.4380035'}</td>\n",
" <td>SE-BD</td>\n",
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" <td>2018-02-11 08:28:21</td>\n",
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" <th>13058</th>\n",
" <td>858.144337</td>\n",
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" <td>Washington Dulles International Airport</td>\n",
" <td>IAD</td>\n",
" <td>Washington</td>\n",
" <td>US</td>\n",
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" <td>...</td>\n",
" <td>1610.761827</td>\n",
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" <td>AU</td>\n",
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" <td>Rain</td>\n",
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" AvgTicketPrice Cancelled Carrier \\\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 DestCityName \\\n",
"13054 Xi'an Xianyang International Airport XIY Xi'an \n",
"13055 Zurich Airport ZRH Zurich \n",
"13056 Ukrainka Air Base XHBU Belogorsk \n",
"13057 Ministro Pistarini International Airport EZE Buenos Aires \n",
"13058 Washington Dulles International Airport IAD Washington \n",
"\n",
" DestCountry DestLocation DestRegion \\\n",
"13054 CN {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
"13055 CH {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n",
"13056 RU {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n",
"13057 AR {'lat': '-34.8222', 'lon': '-58.5358'} SE-BD \n",
"13058 US {'lat': '38.94449997', 'lon': '-77.45580292'} US-DC \n",
"\n",
" DestWeather ... FlightTimeMin \\\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",
"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",
"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",
"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",
"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",
"[5 rows x 27 columns]"
]
},
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}
],
"source": [
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},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
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{
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" <td>841.265642</td>\n",
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" <td>190.636904</td>\n",
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" <td>IT-34</td>\n",
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" <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",
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" <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",
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" <td>{'lat': '40.886002', 'lon': '14.2908'}</td>\n",
" <td>IT-72</td>\n",
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" <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",
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" <td>Xi'an Xianyang International Airport</td>\n",
" <td>XIY</td>\n",
" <td>Xi'an</td>\n",
" <td>CN</td>\n",
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" <td>SE-BD</td>\n",
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" <td>785.779071</td>\n",
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" <td>MX</td>\n",
" <td>{'lat': '19.4363', 'lon': '-99.072098'}</td>\n",
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" <td>2018-01-01 05:13:00</td>\n",
" </tr>\n",
" <tr>\n",
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" <td>418.152089</td>\n",
" <td>False</td>\n",
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" <td>Genoa Cristoforo Colombo Airport</td>\n",
" <td>GE01</td>\n",
" <td>Genova</td>\n",
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" <td>{'lat': '44.4133', 'lon': '8.8375'}</td>\n",
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" <td>CA</td>\n",
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" <td>2018-01-01 01:43:03</td>\n",
" </tr>\n",
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" <td>180.246816</td>\n",
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" <td>585.184310</td>\n",
" <td>False</td>\n",
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" <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",
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" <td>Thunder &amp; 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",
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" <td>Rajiv Gandhi International Airport</td>\n",
" <td>HYD</td>\n",
" <td>Hyderabad</td>\n",
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" <td>SE-BD</td>\n",
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" <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",
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" <td>IT-34</td>\n",
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" <td>...</td>\n",
" <td>174.822216</td>\n",
" <td>Sheremetyevo International Airport</td>\n",
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" <td>906.437948</td>\n",
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" <td>FI-ES</td>\n",
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" <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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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 &amp; 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",
"</div>\n",
"<p>13059 rows x 27 columns</p>"
],
"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": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_flights"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Quick dump of underlying task list**"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Dest 1678\n",
"Origin 1678\n",
"dtype: int64"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_dest_origin_cancelled = ed_flights[ed_flights.Cancelled == True][['Dest', 'Origin']]\n",
"\n",
"ed_dest_origin_cancelled.count()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"index_pattern: flights\n",
"Index:\n",
"\tindex_field: _id\n",
"\tis_source_field: False\n",
"Mappings:\n",
"\tcapabilities: _source es_dtype pd_dtype searchable \\\n",
"AvgTicketPrice True float float64 True \n",
"Cancelled True boolean bool True \n",
"Carrier True keyword object True \n",
"Dest True keyword object True \n",
"DestAirportID True keyword object True \n",
"DestCityName True keyword object True \n",
"DestCountry True keyword object True \n",
"DestLocation True geo_point object True \n",
"DestRegion True keyword object True \n",
"DestWeather True keyword object True \n",
"DistanceKilometers True float float64 True \n",
"DistanceMiles True float float64 True \n",
"FlightDelay True boolean bool True \n",
"FlightDelayMin True integer int64 True \n",
"FlightDelayType True keyword object True \n",
"FlightNum True keyword object True \n",
"FlightTimeHour True float float64 True \n",
"FlightTimeMin True float float64 True \n",
"Origin True keyword object True \n",
"OriginAirportID True keyword object True \n",
"OriginCityName True keyword object True \n",
"OriginCountry True keyword object True \n",
"OriginLocation True geo_point object True \n",
"OriginRegion True keyword object True \n",
"OriginWeather True keyword object True \n",
"dayOfWeek True integer int64 True \n",
"timestamp True date datetime64[ns] True \n",
"\n",
" aggregatable \n",
"AvgTicketPrice True \n",
"Cancelled True \n",
"Carrier True \n",
"Dest True \n",
"DestAirportID True \n",
"DestCityName True \n",
"DestCountry True \n",
"DestLocation True \n",
"DestRegion True \n",
"DestWeather True \n",
"DistanceKilometers True \n",
"DistanceMiles True \n",
"FlightDelay True \n",
"FlightDelayMin True \n",
"FlightDelayType True \n",
"FlightNum True \n",
"FlightTimeHour True \n",
"FlightTimeMin True \n",
"Origin True \n",
"OriginAirportID True \n",
"OriginCityName True \n",
"OriginCountry True \n",
"OriginLocation True \n",
"OriginRegion True \n",
"OriginWeather True \n",
"dayOfWeek True \n",
"timestamp True \n",
"Operations:\n",
"\ttasks: [('boolean_filter', {'term': {'Cancelled': True}}), ('columns', ['Dest', 'Origin']), ('tail', ('_doc', 5))]\n",
"\tsize: 5\n",
"\tsort_params: _doc:desc\n",
"\tcolumns: ['Dest', 'Origin']\n",
"\tpost_processing: ['sort_index']\n",
"\n"
]
}
],
"source": [
"print(ed_dest_origin_cancelled.tail().info_es())"
]
},
{
"cell_type": "code",
"execution_count": 18,
"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": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_flights.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['AvgTicketPrice', 'DistanceKilometers', 'DistanceMiles',\n",
" 'FlightDelayMin', 'FlightTimeHour', 'FlightTimeMin', 'dayOfWeek'],\n",
" dtype='object')"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_numeric_fields = ed_flights.select_dtypes(include=[np.number])\n",
"\n",
"ed_numeric_fields.columns"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AvgTicketPrice float64\n",
"DistanceKilometers float64\n",
"DistanceMiles float64\n",
"FlightDelayMin int64\n",
"FlightTimeHour float64\n",
"FlightTimeMin float64\n",
"dayOfWeek int64\n",
"dtype: object"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_numeric_fields.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"AvgTicketPrice 8.204365e+06\n",
"DistanceKilometers 9.261629e+07\n",
"DistanceMiles 5.754909e+07\n",
"FlightDelayMin 6.181500e+05\n",
"FlightTimeHour 1.112470e+05\n",
"FlightTimeMin 6.674818e+06\n",
"dayOfWeek 3.703500e+04\n",
"dtype: float64"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_numeric_fields.sum()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>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>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>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>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",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" AvgTicketPrice DistanceKilometers DistanceMiles FlightDelayMin \\\n",
"min 100.020531 0.000000 0.000000 0.000000 \n",
"std 266.386661 4578.263193 2844.800855 96.743006 \n",
"mean 628.253689 7092.142457 4406.853010 47.335171 \n",
"\n",
" FlightTimeHour FlightTimeMin dayOfWeek \n",
"min 0.000000 0.000000 0.000000 \n",
"std 5.579019 334.741135 1.939365 \n",
"mean 8.518797 511.127842 2.835975 "
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_numeric_fields.aggregate(['min', 'std', 'mean'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plotting"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ed_numeric_fields.hist(figsize=[10,10])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compare with pandas"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x720 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pd_flights.select_dtypes(include=[np.number]).hist(figsize=[10,10])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Filtering"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"ed_jetbeats_routes = ed_flights[(ed_flights.Carrier == 'JetBeats') & (ed_flights.Cancelled == True)]\n",
"\n",
"ed_jetbeats_routes = ed_jetbeats_routes[['OriginAirportID', 'DestAirportID']]"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>OriginAirportID</th>\n",
" <th>DestAirportID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>77</th>\n",
" <td>AICM</td>\n",
" <td>MAN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>125</th>\n",
" <td>RM11</td>\n",
" <td>CTS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>131</th>\n",
" <td>CTU</td>\n",
" <td>RM11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>156</th>\n",
" <td>AICM</td>\n",
" <td>RST</td>\n",
" </tr>\n",
" <tr>\n",
" <th>175</th>\n",
" <td>TV01</td>\n",
" <td>XIY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>195</th>\n",
" <td>GMP</td>\n",
" <td>RM11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>227</th>\n",
" <td>DWC</td>\n",
" <td>BNA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>245</th>\n",
" <td>ITM</td>\n",
" <td>UIO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>257</th>\n",
" <td>UIO</td>\n",
" <td>EZE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>304</th>\n",
" <td>ITM</td>\n",
" <td>SJU</td>\n",
" </tr>\n",
" <tr>\n",
" <th>319</th>\n",
" <td>AICM</td>\n",
" <td>UIO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>361</th>\n",
" <td>NGO</td>\n",
" <td>NA01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>381</th>\n",
" <td>SCL</td>\n",
" <td>TUL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>402</th>\n",
" <td>XLMO</td>\n",
" <td>ZRH</td>\n",
" </tr>\n",
" <tr>\n",
" <th>417</th>\n",
" <td>CAN</td>\n",
" <td>MUC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>455</th>\n",
" <td>CGN</td>\n",
" <td>MI12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>457</th>\n",
" <td>CDG</td>\n",
" <td>RM11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>523</th>\n",
" <td>GMP</td>\n",
" <td>VIE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>532</th>\n",
" <td>BCN</td>\n",
" <td>ICN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>535</th>\n",
" <td>MEL</td>\n",
" <td>XLMO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>551</th>\n",
" <td>TUS</td>\n",
" <td>VR10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>554</th>\n",
" <td>CA07</td>\n",
" <td>JFK</td>\n",
" </tr>\n",
" <tr>\n",
" <th>566</th>\n",
" <td>BIL</td>\n",
" <td>PI05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>600</th>\n",
" <td>PI05</td>\n",
" <td>VIE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>638</th>\n",
" <td>MAD</td>\n",
" <td>MCI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>694</th>\n",
" <td>SVO</td>\n",
" <td>TO11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>714</th>\n",
" <td>IST</td>\n",
" <td>MEM</td>\n",
" </tr>\n",
" <tr>\n",
" <th>715</th>\n",
" <td>HEL</td>\n",
" <td>MI12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>728</th>\n",
" <td>LTN</td>\n",
" <td>SVO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>748</th>\n",
" <td>FCO</td>\n",
" <td>NRT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11931</th>\n",
" <td>EZE</td>\n",
" <td>PVG</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11933</th>\n",
" <td>NRT</td>\n",
" <td>SHA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11971</th>\n",
" <td>CA07</td>\n",
" <td>BOG</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11981</th>\n",
" <td>CT03</td>\n",
" <td>CTS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12063</th>\n",
" <td>GE01</td>\n",
" <td>GE01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12098</th>\n",
" <td>DWC</td>\n",
" <td>HEL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12201</th>\n",
" <td>KIX</td>\n",
" <td>EZE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12206</th>\n",
" <td>YUL</td>\n",
" <td>IAD</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12215</th>\n",
" <td>SYR</td>\n",
" <td>YWG</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12330</th>\n",
" <td>DEL</td>\n",
" <td>PI05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12336</th>\n",
" <td>MEL</td>\n",
" <td>NA01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12347</th>\n",
" <td>BO08</td>\n",
" <td>MUC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12365</th>\n",
" <td>NGO</td>\n",
" <td>CYEG</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12384</th>\n",
" <td>VIE</td>\n",
" <td>XIY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12400</th>\n",
" <td>CA07</td>\n",
" <td>CTS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12432</th>\n",
" <td>CYEG</td>\n",
" <td>HYD</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12458</th>\n",
" <td>YWG</td>\n",
" <td>YWG</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12464</th>\n",
" <td>VIE</td>\n",
" <td>VIE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12488</th>\n",
" <td>DLH</td>\n",
" <td>XHBU</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12533</th>\n",
" <td>JNB</td>\n",
" <td>HYD</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12601</th>\n",
" <td>PVG</td>\n",
" <td>PVG</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12619</th>\n",
" <td>FRA</td>\n",
" <td>OSL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12673</th>\n",
" <td>GE01</td>\n",
" <td>EZE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12690</th>\n",
" <td>UIO</td>\n",
" <td>HND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12722</th>\n",
" <td>VR10</td>\n",
" <td>YWG</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12729</th>\n",
" <td>BNE</td>\n",
" <td>CPT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12745</th>\n",
" <td>CGN</td>\n",
" <td>YYZ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12871</th>\n",
" <td>TPA</td>\n",
" <td>TV01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12955</th>\n",
" <td>ZRH</td>\n",
" <td>ZRH</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13003</th>\n",
" <td>TO11</td>\n",
" <td>WAW</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
"<p>441 rows x 2 columns</p>"
],
"text/plain": [
" OriginAirportID DestAirportID\n",
"77 AICM MAN\n",
"125 RM11 CTS\n",
"131 CTU RM11\n",
"156 AICM RST\n",
"175 TV01 XIY\n",
"195 GMP RM11\n",
"227 DWC BNA\n",
"245 ITM UIO\n",
"257 UIO EZE\n",
"304 ITM SJU\n",
"319 AICM UIO\n",
"361 NGO NA01\n",
"381 SCL TUL\n",
"402 XLMO ZRH\n",
"417 CAN MUC\n",
"455 CGN MI12\n",
"457 CDG RM11\n",
"523 GMP VIE\n",
"532 BCN ICN\n",
"535 MEL XLMO\n",
"551 TUS VR10\n",
"554 CA07 JFK\n",
"566 BIL PI05\n",
"600 PI05 VIE\n",
"638 MAD MCI\n",
"694 SVO TO11\n",
"714 IST MEM\n",
"715 HEL MI12\n",
"728 LTN SVO\n",
"748 FCO NRT\n",
"... ... ...\n",
"11931 EZE PVG\n",
"11933 NRT SHA\n",
"11971 CA07 BOG\n",
"11981 CT03 CTS\n",
"12063 GE01 GE01\n",
"12098 DWC HEL\n",
"12201 KIX EZE\n",
"12206 YUL IAD\n",
"12215 SYR YWG\n",
"12330 DEL PI05\n",
"12336 MEL NA01\n",
"12347 BO08 MUC\n",
"12365 NGO CYEG\n",
"12384 VIE XIY\n",
"12400 CA07 CTS\n",
"12432 CYEG HYD\n",
"12458 YWG YWG\n",
"12464 VIE VIE\n",
"12488 DLH XHBU\n",
"12533 JNB HYD\n",
"12601 PVG PVG\n",
"12619 FRA OSL\n",
"12673 GE01 EZE\n",
"12690 UIO HND\n",
"12722 VR10 YWG\n",
"12729 BNE CPT\n",
"12745 CGN YYZ\n",
"12871 TPA TV01\n",
"12955 ZRH ZRH\n",
"13003 TO11 WAW\n",
"\n",
"[441 rows x 2 columns]"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_jetbeats_routes"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Compare with pandas"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>OriginAirportID</th>\n",
" <th>DestAirportID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>12729</th>\n",
" <td>BNE</td>\n",
" <td>CPT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12745</th>\n",
" <td>CGN</td>\n",
" <td>YYZ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12871</th>\n",
" <td>TPA</td>\n",
" <td>TV01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12955</th>\n",
" <td>ZRH</td>\n",
" <td>ZRH</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13003</th>\n",
" <td>TO11</td>\n",
" <td>WAW</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
"<p>5 rows x 2 columns</p>"
],
"text/plain": [
" OriginAirportID DestAirportID\n",
"12729 BNE CPT\n",
"12745 CGN YYZ\n",
"12871 TPA TV01\n",
"12955 ZRH ZRH\n",
"13003 TO11 WAW\n",
"\n",
"[5 rows x 2 columns]"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_jetbeats_routes.tail()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"pd_jetbeats_routes = pd_flights[(pd_flights.Carrier == 'JetBeats') & (pd_flights.Cancelled == True)]\n",
"\n",
"pd_jetbeats_routes = pd_jetbeats_routes[['OriginAirportID', 'DestAirportID']]"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>OriginAirportID</th>\n",
" <th>DestAirportID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>12729</th>\n",
" <td>BNE</td>\n",
" <td>CPT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12745</th>\n",
" <td>CGN</td>\n",
" <td>YYZ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12871</th>\n",
" <td>TPA</td>\n",
" <td>TV01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12955</th>\n",
" <td>ZRH</td>\n",
" <td>ZRH</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13003</th>\n",
" <td>TO11</td>\n",
" <td>WAW</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" OriginAirportID DestAirportID\n",
"12729 BNE CPT\n",
"12745 CGN YYZ\n",
"12871 TPA TV01\n",
"12955 ZRH ZRH\n",
"13003 TO11 WAW"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd_jetbeats_routes.tail()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>AvgTicketPrice</th>\n",
" <th>Cancelled</th>\n",
" <th>Carrier</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>906.437948</td>\n",
" <td>False</td>\n",
" <td>JetBeats</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>704.463771</td>\n",
" <td>False</td>\n",
" <td>Logstash Airways</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>922.499077</td>\n",
" <td>True</td>\n",
" <td>Logstash Airways</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>374.959276</td>\n",
" <td>False</td>\n",
" <td>Logstash Airways</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>552.917371</td>\n",
" <td>False</td>\n",
" <td>Logstash Airways</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
"<p>15 rows x 27 columns</p>"
],
"text/plain": [
" AvgTicketPrice Cancelled Carrier\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",
"\n",
"[15 rows x 27 columns]"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_flights.iloc[10:15, 0:3]"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>AvgTicketPrice</th>\n",
" <th>Cancelled</th>\n",
" <th>Carrier</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>906.437948</td>\n",
" <td>False</td>\n",
" <td>JetBeats</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>704.463771</td>\n",
" <td>False</td>\n",
" <td>Logstash Airways</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>922.499077</td>\n",
" <td>True</td>\n",
" <td>Logstash Airways</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>374.959276</td>\n",
" <td>False</td>\n",
" <td>Logstash Airways</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>552.917371</td>\n",
" <td>False</td>\n",
" <td>Logstash Airways</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" AvgTicketPrice Cancelled Carrier\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"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd_flights.iloc[10:15, 0:3]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Elasticsearch/Pandas Interoperability"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**`eland` DataFrame to `pandas` DataFrame**"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"pd_df = ed_jetbeats_routes._to_pandas()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Index: 441 entries, 77 to 13003\n",
"Data columns (total 2 columns):\n",
"OriginAirportID 441 non-null object\n",
"DestAirportID 441 non-null object\n",
"dtypes: object(2)\n",
"memory usage: 10.3+ KB\n"
]
}
],
"source": [
"pd_df.info()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'eland.dataframe.DataFrame'>\n",
"Index: 441 entries, 77 to 13003\n",
"Data columns (total 2 columns):\n",
"OriginAirportID 441 non-null object\n",
"DestAirportID 441 non-null object\n",
"dtypes: object(2)\n",
"memory usage: 80.0 bytes\n"
]
}
],
"source": [
"ed_jetbeats_routes.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**`pandas` DataFrame to `eland` DataFrame (Elasticsearch index)**"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"green open ecommerce-customer-sales G2ZbWrUjQdGW9A4YoVmkig 1 0 3320 0 377.2kb 377.2kb\n",
"yellow open ecommerce _EcfrcYuRKGNcPE9dkMBMg 1 1 4675 0 4.4mb 4.4mb\n",
"yellow open electrical-grid-stability GnxO5cN4TzyQQdrB8AhuhA 1 1 10000 0 3.6mb 3.6mb\n",
"yellow open ed_jetbeats_routes 06QSjoVQS5W8K2esGaqOkA 1 1 441 0 19.3kb 19.3kb\n",
"yellow open electrical-grid-stability_regression -imErXhsSZmrIan6yeWEyQ 1 1 10000 0 4.1mb 4.1mb\n",
"\n"
]
}
],
"source": [
"print(es.cat.indices('e*'))"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"green open ecommerce-customer-sales G2ZbWrUjQdGW9A4YoVmkig 1 0 3320 0 377.2kb 377.2kb\n",
"yellow open ecommerce _EcfrcYuRKGNcPE9dkMBMg 1 1 4675 0 4.4mb 4.4mb\n",
"yellow open electrical-grid-stability GnxO5cN4TzyQQdrB8AhuhA 1 1 10000 0 3.6mb 3.6mb\n",
"yellow open ed_jetbeats_routes RIYR5oZHScSx2ZI4-4Qiug 1 1 441 0 19.2kb 19.2kb\n",
"yellow open electrical-grid-stability_regression -imErXhsSZmrIan6yeWEyQ 1 1 10000 0 4.1mb 4.1mb\n",
"\n"
]
}
],
"source": [
"ed.pandas_to_es(pd_df, \"localhost\", \"ed_jetbeats_routes\", if_exists=\"replace\", refresh=True)\n",
"\n",
"print(es.cat.indices('e*'))"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"ed_df = ed.DataFrame(\"localhost\", \"ed_jetbeats_routes\")"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'eland.dataframe.DataFrame'>\n",
"Index: 441 entries, 77 to 13003\n",
"Data columns (total 2 columns):\n",
"DestAirportID 441 non-null object\n",
"OriginAirportID 441 non-null object\n",
"dtypes: object(2)\n",
"memory usage: 80.0 bytes\n"
]
}
],
"source": [
"ed_df.info()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## CSV Interoperability"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['ed_df.csv']"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import glob\n",
"import os\n",
"\n",
"#os.remove('ed_df.csv')\n",
"\n",
"glob.glob('*.csv')"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"ed_df.to_csv('ed_df.csv')"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['ed_df.csv']"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"glob.glob('*.csv')"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"pd_csv = pd.read_csv('ed_df.csv', index_col=0)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"Int64Index: 441 entries, 77 to 13003\n",
"Data columns (total 2 columns):\n",
"DestAirportID 441 non-null object\n",
"OriginAirportID 441 non-null object\n",
"dtypes: object(2)\n",
"memory usage: 10.3+ KB\n"
]
}
],
"source": [
"pd_csv.info()"
]
}
],
"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
}
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