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eland/eland/tests/Eland Demo Notebook.ipynb
Stephen Dodson c1ee409a33 Major cleanup - removed modin as dependency 
modin removed as a dependency and iloc feature
removed for now - TODO add back in.
2019-11-04 13:13:42 +00:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Eland Demo Notebook"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"pycharm": {
"is_executing": false
}
},
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"source": [
"import eland as ed\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"from elasticsearch import Elasticsearch\n",
"\n",
"from eland.tests.common import TestData\n",
"\n",
"test_data = TestData()\n",
"\n",
"pd_flights = test_data.pd_flights()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Create Eland DataFrame from Elasticsearch Index"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"ed_flights = ed.read_es('localhost', 'flights')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"pycharm": {
"is_executing": false
}
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" <td>181.694216</td>\n",
" <td>True</td>\n",
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" <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",
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" <td>222.749059</td>\n",
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" <td>Mexico City</td>\n",
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" <td>{'lat': '19.4363', 'lon': '-99.072098'}</td>\n",
" <td>MX-DIF</td>\n",
" <td>Damaging Wind</td>\n",
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"</table>\n",
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"<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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"metadata": {},
"output_type": "execute_result"
}
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]
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"cell_type": "code",
"execution_count": 4,
"metadata": {
"pycharm": {
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}
},
"outputs": [
{
"data": {
"text/plain": [
"eland.dataframe.DataFrame"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(ed_flights.head())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
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"is_executing": false
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" 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": {
"pycharm": {
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},
"outputs": [
{
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" <td>Eddie</td>\n",
" <td>Eddie Underwood</td>\n",
" <td>MALE</td>\n",
" <td>38</td>\n",
" <td>Underwood</td>\n",
" <td></td>\n",
" <td>Monday</td>\n",
" <td>...</td>\n",
" <td>[11.99, 24.99]</td>\n",
" <td>[11.99, 24.99]</td>\n",
" <td>[0, 0]</td>\n",
" <td>[ZO0549605496, ZO0299602996]</td>\n",
" <td>36.98</td>\n",
" <td>36.98</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>order</td>\n",
" <td>eddie</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>[Women's Clothing]</td>\n",
" <td>EUR</td>\n",
" <td>None</td>\n",
" <td>Mary</td>\n",
" <td>Mary Bailey</td>\n",
" <td>FEMALE</td>\n",
" <td>20</td>\n",
" <td>Bailey</td>\n",
" <td></td>\n",
" <td>Sunday</td>\n",
" <td>...</td>\n",
" <td>[24.99, 28.99]</td>\n",
" <td>[24.99, 28.99]</td>\n",
" <td>[0, 0]</td>\n",
" <td>[ZO0489604896, ZO0185501855]</td>\n",
" <td>53.98</td>\n",
" <td>53.98</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>order</td>\n",
" <td>mary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>[Women's Shoes, Women's Clothing]</td>\n",
" <td>EUR</td>\n",
" <td>None</td>\n",
" <td>Gwen</td>\n",
" <td>Gwen Butler</td>\n",
" <td>FEMALE</td>\n",
" <td>26</td>\n",
" <td>Butler</td>\n",
" <td></td>\n",
" <td>Sunday</td>\n",
" <td>...</td>\n",
" <td>[99.99, 99.99]</td>\n",
" <td>[99.99, 99.99]</td>\n",
" <td>[0, 0]</td>\n",
" <td>[ZO0374603746, ZO0272202722]</td>\n",
" <td>199.98</td>\n",
" <td>199.98</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>order</td>\n",
" <td>gwen</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>[Women's Shoes, Women's Clothing]</td>\n",
" <td>EUR</td>\n",
" <td>None</td>\n",
" <td>Diane</td>\n",
" <td>Diane Chandler</td>\n",
" <td>FEMALE</td>\n",
" <td>22</td>\n",
" <td>Chandler</td>\n",
" <td></td>\n",
" <td>Sunday</td>\n",
" <td>...</td>\n",
" <td>[74.99, 99.99]</td>\n",
" <td>[74.99, 99.99]</td>\n",
" <td>[0, 0]</td>\n",
" <td>[ZO0360303603, ZO0272002720]</td>\n",
" <td>174.98</td>\n",
" <td>174.98</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>order</td>\n",
" <td>diane</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>[Men's Clothing, Men's Accessories]</td>\n",
" <td>EUR</td>\n",
" <td>None</td>\n",
" <td>Eddie</td>\n",
" <td>Eddie Weber</td>\n",
" <td>MALE</td>\n",
" <td>38</td>\n",
" <td>Weber</td>\n",
" <td></td>\n",
" <td>Monday</td>\n",
" <td>...</td>\n",
" <td>[59.99, 20.99]</td>\n",
" <td>[59.99, 20.99]</td>\n",
" <td>[0, 0]</td>\n",
" <td>[ZO0542505425, ZO0601306013]</td>\n",
" <td>80.98</td>\n",
" <td>80.98</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>order</td>\n",
" <td>eddie</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
"<p>5 rows x 45 columns</p>"
],
"text/plain": [
" category currency customer_birth_date \\\n",
"0 [Men's Clothing] EUR None \n",
"1 [Women's Clothing] EUR None \n",
"2 [Women's Shoes, Women's Clothing] EUR None \n",
"3 [Women's Shoes, Women's Clothing] EUR None \n",
"4 [Men's Clothing, Men's Accessories] EUR None \n",
"\n",
" customer_first_name customer_full_name customer_gender customer_id \\\n",
"0 Eddie Eddie Underwood MALE 38 \n",
"1 Mary Mary Bailey FEMALE 20 \n",
"2 Gwen Gwen Butler FEMALE 26 \n",
"3 Diane Diane Chandler FEMALE 22 \n",
"4 Eddie Eddie Weber MALE 38 \n",
"\n",
" customer_last_name customer_phone day_of_week ... products.taxful_price \\\n",
"0 Underwood Monday ... [11.99, 24.99] \n",
"1 Bailey Sunday ... [24.99, 28.99] \n",
"2 Butler Sunday ... [99.99, 99.99] \n",
"3 Chandler Sunday ... [74.99, 99.99] \n",
"4 Weber Monday ... [59.99, 20.99] \n",
"\n",
" products.taxless_price products.unit_discount_amount \\\n",
"0 [11.99, 24.99] [0, 0] \n",
"1 [24.99, 28.99] [0, 0] \n",
"2 [99.99, 99.99] [0, 0] \n",
"3 [74.99, 99.99] [0, 0] \n",
"4 [59.99, 20.99] [0, 0] \n",
"\n",
" sku taxful_total_price taxless_total_price \\\n",
"0 [ZO0549605496, ZO0299602996] 36.98 36.98 \n",
"1 [ZO0489604896, ZO0185501855] 53.98 53.98 \n",
"2 [ZO0374603746, ZO0272202722] 199.98 199.98 \n",
"3 [ZO0360303603, ZO0272002720] 174.98 174.98 \n",
"4 [ZO0542505425, ZO0601306013] 80.98 80.98 \n",
"\n",
" total_quantity total_unique_products type user \n",
"0 2 2 order eddie \n",
"1 2 2 order mary \n",
"2 2 2 order gwen \n",
"3 2 2 order diane \n",
"4 2 2 order eddie \n",
"\n",
"[5 rows x 45 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"es = Elasticsearch()\n",
"ed_ecommerce = ed.read_es(es, 'ecommerce')\n",
"ed_ecommerce.head()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
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" <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",
"</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": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_flights"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
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" <tr>\n",
" <th>0</th>\n",
" <td>841.265642</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>Sydney Kingsford Smith International Airport</td>\n",
" <td>SYD</td>\n",
" <td>Sydney</td>\n",
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" <td>{'lat': '-33.94609833', 'lon': '151.177002'}</td>\n",
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" <td>...</td>\n",
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" <td>Frankfurt am Main</td>\n",
" <td>DE</td>\n",
" <td>{'lat': '50.033333', 'lon': '8.570556'}</td>\n",
" <td>DE-HE</td>\n",
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" <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",
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" <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",
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" <td>...</td>\n",
" <td>300.000000</td>\n",
" <td>Zurich Airport</td>\n",
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" <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",
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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",
" <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": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd_flights"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"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: [('tail', ('_doc', 5)), ('head', ('_doc', 3))]\n",
"\tsize: 5\n",
"\tsort_params: _doc:desc\n",
"\tcolumns: None\n",
"\tpost_processing: ['sort_index', ('head', ('_doc', 3))]\n",
"\n"
]
}
],
"source": [
"print(ed_flights.tail().head(3).info_es())"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"category object\n",
"currency object\n",
"customer_birth_date datetime64[ns]\n",
"customer_first_name object\n",
"customer_full_name object\n",
"customer_gender object\n",
"customer_id object\n",
"customer_last_name object\n",
"customer_phone object\n",
"day_of_week object\n",
"day_of_week_i int64\n",
"email object\n",
"geoip.city_name object\n",
"geoip.continent_name object\n",
"geoip.country_iso_code object\n",
"geoip.location object\n",
"geoip.region_name object\n",
"manufacturer object\n",
"order_date datetime64[ns]\n",
"order_id object\n",
"products._id object\n",
"products.base_price float64\n",
"products.base_unit_price float64\n",
"products.category object\n",
"products.created_on datetime64[ns]\n",
"products.discount_amount float64\n",
"products.discount_percentage float64\n",
"products.manufacturer object\n",
"products.min_price float64\n",
"products.price float64\n",
"products.product_id int64\n",
"products.product_name object\n",
"products.quantity int64\n",
"products.sku object\n",
"products.tax_amount float64\n",
"products.taxful_price float64\n",
"products.taxless_price float64\n",
"products.unit_discount_amount float64\n",
"sku object\n",
"taxful_total_price float64\n",
"taxless_total_price float64\n",
"total_quantity int64\n",
"total_unique_products int64\n",
"type object\n",
"user object\n",
"dtype: object"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_ecommerce.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"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: [('tail', ('_doc', 5))]\n",
"\tsize: 5\n",
"\tsort_params: _doc:desc\n",
"\tcolumns: None\n",
"\tpost_processing: ['sort_index']\n",
"\n"
]
}
],
"source": [
"ed_tail = ed_flights.tail()\n",
"print(ed_tail.info_es())"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"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": 13,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" vertical-align: middle;\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>1538.136438</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>4.246067</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>842.273827</td>\n",
" <td>0.000000</td>\n",
" <td>9735.660463</td>\n",
" <td>6049.459005</td>\n",
" <td>0.870629</td>\n",
" <td>13.197674</td>\n",
" <td>12.005248</td>\n",
" <td>720.539650</td>\n",
" <td>4.038793</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 1538.136438 \n",
"50% 640.387285 0.000000 7612.072403 4729.922470 \n",
"75% 842.273827 0.000000 9735.660463 6049.459005 \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 4.246067 252.064162 \n",
"50% 0.000000 0.000000 8.385816 503.148975 \n",
"75% 0.870629 13.197674 12.005248 720.539650 \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% 4.038793 \n",
"max 6.000000 "
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_flights.describe()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\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>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": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd_flights.describe()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"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": [
"pd_flights.info()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"(13059, 27)"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_flights.shape"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"(13059, 27)"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd_flights.shape"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"(13059, 27)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_flights.shape"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"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": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd_flights.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"Index(['AvgTicketPrice', 'Cancelled', 'Carrier', 'Dest', 'DestAirportID',\n",
" 'DestCityName', 'DestCountry', 'DestLocation', 'DestRegion',\n",
" 'DestWeather', 'DistanceKilometers', 'DistanceMiles', 'FlightDelay',\n",
" 'FlightDelayMin', 'FlightDelayType', 'FlightNum', 'FlightTimeHour',\n",
" 'FlightTimeMin', 'Origin', 'OriginAirportID', 'OriginCityName',\n",
" 'OriginCountry', 'OriginLocation', 'OriginRegion', 'OriginWeather',\n",
" 'dayOfWeek', 'timestamp'],\n",
" dtype='object')"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_flights.columns"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"AvgTicketPrice 13059\n",
"Cancelled 13059\n",
"Carrier 13059\n",
"Dest 13059\n",
"DestAirportID 13059\n",
"DestCityName 13059\n",
"DestCountry 13059\n",
"DestLocation 13059\n",
"DestRegion 13059\n",
"DestWeather 13059\n",
"DistanceKilometers 13059\n",
"DistanceMiles 13059\n",
"FlightDelay 13059\n",
"FlightDelayMin 13059\n",
"FlightDelayType 13059\n",
"FlightNum 13059\n",
"FlightTimeHour 13059\n",
"FlightTimeMin 13059\n",
"Origin 13059\n",
"OriginAirportID 13059\n",
"OriginCityName 13059\n",
"OriginCountry 13059\n",
"OriginLocation 13059\n",
"OriginRegion 13059\n",
"OriginWeather 13059\n",
"dayOfWeek 13059\n",
"timestamp 13059\n",
"dtype: int64"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_flights.count()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"AvgTicketPrice 100.020531\n",
"Cancelled 0.000000\n",
"DistanceKilometers 0.000000\n",
"DistanceMiles 0.000000\n",
"FlightDelay 0.000000\n",
"FlightDelayMin 0.000000\n",
"FlightTimeHour 0.000000\n",
"FlightTimeMin 0.000000\n",
"dayOfWeek 0.000000\n",
"dtype: float64"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_flights.min()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"AvgTicketPrice 8.204365e+06\n",
"Cancelled 1.678000e+03\n",
"DistanceKilometers 9.261629e+07\n",
"DistanceMiles 5.754909e+07\n",
"FlightDelay 3.280000e+03\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": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_flights.sum(numeric_only=True)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"AvgTicketPrice 8.204365e+06\n",
"Cancelled 1.678000e+03\n",
"DistanceKilometers 9.261629e+07\n",
"DistanceMiles 5.754909e+07\n",
"FlightDelay 3.280000e+03\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": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd_flights.sum(numeric_only=True)"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"0 Kibana Airlines\n",
"1 Logstash Airways\n",
"2 Logstash Airways\n",
"3 Kibana Airlines\n",
"4 Kibana Airlines\n",
"Name: Carrier, dtype: object"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_flights['Carrier'].head()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
"text/plain": [
"0 Kibana Airlines\n",
"1 Logstash Airways\n",
"2 Logstash Airways\n",
"3 Kibana Airlines\n",
"4 Kibana Airlines\n",
"5 JetBeats\n",
"6 JetBeats\n",
"7 Kibana Airlines\n",
"8 Kibana Airlines\n",
"9 Logstash Airways\n",
"10 JetBeats\n",
"11 Logstash Airways\n",
"12 Logstash Airways\n",
"13 Logstash Airways\n",
"14 Logstash Airways\n",
"15 Kibana Airlines\n",
"16 Logstash Airways\n",
"17 ES-Air\n",
"18 ES-Air\n",
"19 JetBeats\n",
"20 JetBeats\n",
"21 ES-Air\n",
"22 JetBeats\n",
"23 Logstash Airways\n",
"24 Logstash Airways\n",
"25 ES-Air\n",
"26 Kibana Airlines\n",
"27 JetBeats\n",
"28 Kibana Airlines\n",
"29 Logstash Airways\n",
" ... \n",
"13029 Kibana Airlines\n",
"13030 Logstash Airways\n",
"13031 JetBeats\n",
"13032 JetBeats\n",
"13033 ES-Air\n",
"13034 JetBeats\n",
"13035 Logstash Airways\n",
"13036 Logstash Airways\n",
"13037 ES-Air\n",
"13038 ES-Air\n",
"13039 Logstash Airways\n",
"13040 ES-Air\n",
"13041 Logstash Airways\n",
"13042 JetBeats\n",
"13043 Logstash Airways\n",
"13044 JetBeats\n",
"13045 Logstash Airways\n",
"13046 Logstash Airways\n",
"13047 JetBeats\n",
"13048 Logstash Airways\n",
"13049 ES-Air\n",
"13050 JetBeats\n",
"13051 Logstash Airways\n",
"13052 Logstash Airways\n",
"13053 Logstash Airways\n",
"13054 Logstash Airways\n",
"13055 Logstash Airways\n",
"13056 Logstash Airways\n",
"13057 JetBeats\n",
"13058 JetBeats\n",
"Name: Carrier, Length: 13059, dtype: object"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_flights.Carrier"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"ed_3_cols = ed_flights[['DistanceKilometers', 'Carrier', 'AvgTicketPrice']].head()\n",
"pd_3_cols = pd_flights[['DistanceKilometers', 'Carrier', 'AvgTicketPrice']].head()"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
"text/html": [
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" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
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" <th>AvgTicketPrice</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>16492.326654</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>841.265642</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>8823.400140</td>\n",
" <td>Logstash Airways</td>\n",
" <td>882.982662</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.000000</td>\n",
" <td>Logstash Airways</td>\n",
" <td>190.636904</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>555.737767</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>181.694216</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>13358.244200</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>730.041778</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
"<p>5 rows x 3 columns</p>"
],
"text/plain": [
" DistanceKilometers Carrier AvgTicketPrice\n",
"0 16492.326654 Kibana Airlines 841.265642\n",
"1 8823.400140 Logstash Airways 882.982662\n",
"2 0.000000 Logstash Airways 190.636904\n",
"3 555.737767 Kibana Airlines 181.694216\n",
"4 13358.244200 Kibana Airlines 730.041778\n",
"\n",
"[5 rows x 3 columns]"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed_3_cols"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>DistanceKilometers</th>\n",
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" <th>AvgTicketPrice</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>16492.326654</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>841.265642</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>8823.400140</td>\n",
" <td>Logstash Airways</td>\n",
" <td>882.982662</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.000000</td>\n",
" <td>Logstash Airways</td>\n",
" <td>190.636904</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>555.737767</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>181.694216</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>13358.244200</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>730.041778</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" DistanceKilometers Carrier AvgTicketPrice\n",
"0 16492.326654 Kibana Airlines 841.265642\n",
"1 8823.400140 Logstash Airways 882.982662\n",
"2 0.000000 Logstash Airways 190.636904\n",
"3 555.737767 Kibana Airlines 181.694216\n",
"4 13358.244200 Kibana Airlines 730.041778"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd_3_cols"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"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: [('columns', ['DistanceKilometers', 'Carrier', 'AvgTicketPrice']), ('head', ('_doc', 5))]\n",
"\tsize: 5\n",
"\tsort_params: _doc:asc\n",
"\tcolumns: ['DistanceKilometers', 'Carrier', 'AvgTicketPrice']\n",
"\tpost_processing: []\n",
"\n"
]
}
],
"source": [
"print(ed_3_cols.info_es())"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"#ed_iloc0 = ed_flights.iloc[0]\n",
"ed_iloc1 = ed_flights.iloc[[0]]\n",
"ed_iloc2 = ed_flights.iloc[[0, 1]]\n",
"ed_iloc3 = ed_flights.iloc[:3]\n",
"ed_iloc4 = ed_flights.iloc[[True, False, True]]\n",
"#ed_iloc5 = ed_flights.iloc[0, 1]\n",
"ed_iloc6 = ed_flights.iloc[[0, 2], [1, 3]]\n",
"ed_iloc7 = ed_flights.iloc[1:3, 0:3]\n",
"ed_iloc8 = ed_flights.iloc[:, [True, False, True, False]]\n",
"ed_iloc9 = ed_flights.iloc[[True, False, True, False]]"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"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",
" <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>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>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>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>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>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>30</th>\n",
" <td>252.911966</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>Sunny</td>\n",
" <td>...</td>\n",
" <td>490.350002</td>\n",
" <td>Abu Dhabi International Airport</td>\n",
" <td>AUH</td>\n",
" <td>Abu Dhabi</td>\n",
" <td>AE</td>\n",
" <td>{'lat': '24.43300056', 'lon': '54.65110016'}</td>\n",
" <td>SE-BD</td>\n",
" <td>Thunder &amp; Lightning</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 12:05:14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>676.883485</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>Clear</td>\n",
" <td>...</td>\n",
" <td>963.327313</td>\n",
" <td>Louisville International Standiford Field</td>\n",
" <td>SDF</td>\n",
" <td>Louisville</td>\n",
" <td>US</td>\n",
" <td>{'lat': '38.1744', 'lon': '-85.736'}</td>\n",
" <td>US-KY</td>\n",
" <td>Cloudy</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 08:31:08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>404.731390</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>...</td>\n",
" <td>353.636576</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>Cloudy</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 18:14:14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>184.578867</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>Rain</td>\n",
" <td>...</td>\n",
" <td>109.274135</td>\n",
" <td>Guangzhou Baiyun International Airport</td>\n",
" <td>CAN</td>\n",
" <td>Guangzhou</td>\n",
" <td>CN</td>\n",
" <td>{'lat': '23.39240074', 'lon': '113.2990036'}</td>\n",
" <td>SE-BD</td>\n",
" <td>Damaging Wind</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 23:53:52</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>650.380764</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>...</td>\n",
" <td>714.514013</td>\n",
" <td>Miami International Airport</td>\n",
" <td>MIA</td>\n",
" <td>Miami</td>\n",
" <td>US</td>\n",
" <td>{'lat': '25.79319954', 'lon': '-80.29060364'}</td>\n",
" <td>US-FL</td>\n",
" <td>Hail</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 16:25:52</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>505.364532</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>Rain</td>\n",
" <td>...</td>\n",
" <td>485.817549</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>Damaging Wind</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 00:43:34</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>937.733930</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>211.171594</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>Rain</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 20:42:03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>305.372111</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>...</td>\n",
" <td>667.507539</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>Clear</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 06:32:21</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>798.780055</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>Rochester International Airport</td>\n",
" <td>RST</td>\n",
" <td>Rochester</td>\n",
" <td>US</td>\n",
" <td>{'lat': '43.90829849', 'lon': '-92.5'}</td>\n",
" <td>US-MN</td>\n",
" <td>Clear</td>\n",
" <td>...</td>\n",
" <td>499.840609</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>Clear</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 06:45:49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>223.593547</td>\n",
" <td>False</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>34.629217</td>\n",
" <td>Chhatrapati Shivaji International Airport</td>\n",
" <td>BOM</td>\n",
" <td>Mumbai</td>\n",
" <td>IN</td>\n",
" <td>{'lat': '19.08869934', 'lon': '72.86789703'}</td>\n",
" <td>SE-BD</td>\n",
" <td>Heavy Fog</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 20:53:18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>416.912842</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>Warsaw Chopin Airport</td>\n",
" <td>WAW</td>\n",
" <td>Warsaw</td>\n",
" <td>PL</td>\n",
" <td>{'lat': '52.16569901', 'lon': '20.96710014'}</td>\n",
" <td>PL-MZ</td>\n",
" <td>Clear</td>\n",
" <td>...</td>\n",
" <td>580.215766</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>Thunder &amp; Lightning</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 03:09:37</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>173.500679</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>15.033275</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>Clear</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 14:31:43</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67</th>\n",
" <td>204.409846</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>Clear</td>\n",
" <td>...</td>\n",
" <td>30.922840</td>\n",
" <td>Catania-Fontanarossa Airport</td>\n",
" <td>CT03</td>\n",
" <td>Catania</td>\n",
" <td>IT</td>\n",
" <td>{'lat': '37.466801', 'lon': '15.0664'}</td>\n",
" <td>IT-82</td>\n",
" <td>Sunny</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 03:52:02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>716.182433</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>Rochester International Airport</td>\n",
" <td>RST</td>\n",
" <td>Rochester</td>\n",
" <td>US</td>\n",
" <td>{'lat': '43.90829849', 'lon': '-92.5'}</td>\n",
" <td>US-MN</td>\n",
" <td>Rain</td>\n",
" <td>...</td>\n",
" <td>1028.397263</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>Rain</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 21:07:29</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <td>413.626653</td>\n",
" <td>True</td>\n",
" <td>Kibana Airlines</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>Heavy Fog</td>\n",
" <td>...</td>\n",
" <td>670.324192</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>Damaging Wind</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 22:45:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>80</th>\n",
" <td>720.234791</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>Heavy Fog</td>\n",
" <td>...</td>\n",
" <td>172.364011</td>\n",
" <td>Ataturk International Airport</td>\n",
" <td>IST</td>\n",
" <td>Istanbul</td>\n",
" <td>TR</td>\n",
" <td>{'lat': '40.97689819', 'lon': '28.81459999'}</td>\n",
" <td>TR-34</td>\n",
" <td>Cloudy</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 12:32:27</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95</th>\n",
" <td>159.990962</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>San Francisco International Airport</td>\n",
" <td>SFO</td>\n",
" <td>San Francisco</td>\n",
" <td>US</td>\n",
" <td>{'lat': '37.61899948', 'lon': '-122.375'}</td>\n",
" <td>US-CA</td>\n",
" <td>Clear</td>\n",
" <td>...</td>\n",
" <td>257.739919</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>Hail</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 00:06:27</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <td>325.136707</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>...</td>\n",
" <td>597.776578</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>Clear</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 13:01:33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>355.668710</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>1227.790295</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>Sunny</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 07:21:36</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th>\n",
" <td>802.505887</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>Hail</td>\n",
" <td>...</td>\n",
" <td>248.474976</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>Sunny</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 07:36:58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>104</th>\n",
" <td>750.148242</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>Damaging Wind</td>\n",
" <td>...</td>\n",
" <td>518.899141</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>Cloudy</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 13:47:02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>105</th>\n",
" <td>909.030124</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>127.253670</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>Cloudy</td>\n",
" <td>0</td>\n",
" <td>2018-01-01 18:53:56</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>12898</th>\n",
" <td>1155.340590</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>Sunny</td>\n",
" <td>...</td>\n",
" <td>896.699202</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>Sunny</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 22:58:25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12900</th>\n",
" <td>846.045256</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>Nashville International Airport</td>\n",
" <td>BNA</td>\n",
" <td>Nashville</td>\n",
" <td>US</td>\n",
" <td>{'lat': '36.12450027', 'lon': '-86.67819977'}</td>\n",
" <td>US-TN</td>\n",
" <td>Damaging Wind</td>\n",
" <td>...</td>\n",
" <td>913.398756</td>\n",
" <td>Bari Karol Wojty__a Airport</td>\n",
" <td>BA02</td>\n",
" <td>Bari</td>\n",
" <td>IT</td>\n",
" <td>{'lat': '41.138901', 'lon': '16.760599'}</td>\n",
" <td>IT-75</td>\n",
" <td>Rain</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 03:24:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12906</th>\n",
" <td>983.429244</td>\n",
" <td>True</td>\n",
" <td>Kibana Airlines</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>Thunder &amp; Lightning</td>\n",
" <td>...</td>\n",
" <td>685.518902</td>\n",
" <td>Chhatrapati Shivaji International Airport</td>\n",
" <td>BOM</td>\n",
" <td>Mumbai</td>\n",
" <td>IN</td>\n",
" <td>{'lat': '19.08869934', 'lon': '72.86789703'}</td>\n",
" <td>SE-BD</td>\n",
" <td>Thunder &amp; Lightning</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 06:19:58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12911</th>\n",
" <td>840.461190</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>188.388959</td>\n",
" <td>Shanghai Hongqiao International Airport</td>\n",
" <td>SHA</td>\n",
" <td>Shanghai</td>\n",
" <td>CN</td>\n",
" <td>{'lat': '31.19790077', 'lon': '121.3359985'}</td>\n",
" <td>SE-BD</td>\n",
" <td>Rain</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 20:03:31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12913</th>\n",
" <td>771.280192</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>Cagliari Elmas Airport</td>\n",
" <td>CA07</td>\n",
" <td>Cagliari</td>\n",
" <td>IT</td>\n",
" <td>{'lat': '39.251499', 'lon': '9.05428'}</td>\n",
" <td>IT-88</td>\n",
" <td>Hail</td>\n",
" <td>...</td>\n",
" <td>783.631541</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>Heavy Fog</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 19:40:16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12918</th>\n",
" <td>1136.678150</td>\n",
" <td>True</td>\n",
" <td>Kibana Airlines</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>464.199349</td>\n",
" <td>San Antonio International Airport</td>\n",
" <td>SAT</td>\n",
" <td>San Antonio</td>\n",
" <td>US</td>\n",
" <td>{'lat': '29.53370094', 'lon': '-98.46980286'}</td>\n",
" <td>US-TX</td>\n",
" <td>Cloudy</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 16:03:10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12919</th>\n",
" <td>1105.211803</td>\n",
" <td>True</td>\n",
" <td>Kibana Airlines</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>Heavy Fog</td>\n",
" <td>...</td>\n",
" <td>824.024175</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>6</td>\n",
" <td>2018-02-11 05:36:05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12924</th>\n",
" <td>788.639063</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>London Gatwick Airport</td>\n",
" <td>LGW</td>\n",
" <td>London</td>\n",
" <td>GB</td>\n",
" <td>{'lat': '51.14810181', 'lon': '-0.190277994'}</td>\n",
" <td>GB-ENG</td>\n",
" <td>Sunny</td>\n",
" <td>...</td>\n",
" <td>100.515425</td>\n",
" <td>Leonardo da Vinci - Fiumicino Airport</td>\n",
" <td>FCO</td>\n",
" <td>Rome</td>\n",
" <td>IT</td>\n",
" <td>{'lat': '41.8002778', 'lon': '12.2388889'}</td>\n",
" <td>SE-BD</td>\n",
" <td>Clear</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 23:01:03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12932</th>\n",
" <td>333.548301</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>Raleigh Durham International Airport</td>\n",
" <td>RDU</td>\n",
" <td>Raleigh/Durham</td>\n",
" <td>US</td>\n",
" <td>{'lat': '35.87760162', 'lon': '-78.78749847'}</td>\n",
" <td>US-NC</td>\n",
" <td>Rain</td>\n",
" <td>...</td>\n",
" <td>17.201423</td>\n",
" <td>Norfolk International Airport</td>\n",
" <td>ORF</td>\n",
" <td>Norfolk</td>\n",
" <td>US</td>\n",
" <td>{'lat': '36.89459991', 'lon': '-76.20120239'}</td>\n",
" <td>US-VA</td>\n",
" <td>Hail</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 05:34:41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12933</th>\n",
" <td>1012.662025</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>Rain</td>\n",
" <td>...</td>\n",
" <td>464.110809</td>\n",
" <td>Bari Karol Wojty__a Airport</td>\n",
" <td>BA02</td>\n",
" <td>Bari</td>\n",
" <td>IT</td>\n",
" <td>{'lat': '41.138901', 'lon': '16.760599'}</td>\n",
" <td>IT-75</td>\n",
" <td>Rain</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 16:40:54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12946</th>\n",
" <td>756.880941</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>Heavy Fog</td>\n",
" <td>...</td>\n",
" <td>511.785347</td>\n",
" <td>Incheon International Airport</td>\n",
" <td>ICN</td>\n",
" <td>Seoul</td>\n",
" <td>KR</td>\n",
" <td>{'lat': '37.46910095', 'lon': '126.4509964'}</td>\n",
" <td>SE-BD</td>\n",
" <td>Thunder &amp; Lightning</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 11:11:47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12947</th>\n",
" <td>707.850215</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>Cagliari Elmas Airport</td>\n",
" <td>CA07</td>\n",
" <td>Cagliari</td>\n",
" <td>IT</td>\n",
" <td>{'lat': '39.251499', 'lon': '9.05428'}</td>\n",
" <td>IT-88</td>\n",
" <td>Sunny</td>\n",
" <td>...</td>\n",
" <td>473.929130</td>\n",
" <td>Austin Straubel International Airport</td>\n",
" <td>GRB</td>\n",
" <td>Green Bay</td>\n",
" <td>US</td>\n",
" <td>{'lat': '44.48509979', 'lon': '-88.12960052'}</td>\n",
" <td>US-WI</td>\n",
" <td>Clear</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 22:40:56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12951</th>\n",
" <td>602.620885</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>Rain</td>\n",
" <td>...</td>\n",
" <td>716.789110</td>\n",
" <td>Abu Dhabi International Airport</td>\n",
" <td>AUH</td>\n",
" <td>Abu Dhabi</td>\n",
" <td>AE</td>\n",
" <td>{'lat': '24.43300056', 'lon': '54.65110016'}</td>\n",
" <td>SE-BD</td>\n",
" <td>Sunny</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 20:24:22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12952</th>\n",
" <td>774.728637</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>Heavy Fog</td>\n",
" <td>...</td>\n",
" <td>1110.810907</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>Cloudy</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 03:52:56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12956</th>\n",
" <td>934.049091</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>Damaging Wind</td>\n",
" <td>...</td>\n",
" <td>379.256323</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>Heavy Fog</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 04:09:55</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12957</th>\n",
" <td>1157.507727</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>Turin Airport</td>\n",
" <td>TO11</td>\n",
" <td>Torino</td>\n",
" <td>IT</td>\n",
" <td>{'lat': '45.200802', 'lon': '7.64963'}</td>\n",
" <td>IT-21</td>\n",
" <td>Heavy Fog</td>\n",
" <td>...</td>\n",
" <td>926.737864</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>Damaging Wind</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 08:25:54</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12958</th>\n",
" <td>1007.304055</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>Rain</td>\n",
" <td>...</td>\n",
" <td>347.502388</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>SE-BD</td>\n",
" <td>Clear</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 14:31:39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12959</th>\n",
" <td>724.607040</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>644.179024</td>\n",
" <td>Shanghai Hongqiao International Airport</td>\n",
" <td>SHA</td>\n",
" <td>Shanghai</td>\n",
" <td>CN</td>\n",
" <td>{'lat': '31.19790077', 'lon': '121.3359985'}</td>\n",
" <td>SE-BD</td>\n",
" <td>Rain</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 04:21:39</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12965</th>\n",
" <td>899.947277</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>402.051905</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>Rain</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 12:05:52</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12972</th>\n",
" <td>725.453653</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>Warsaw Chopin Airport</td>\n",
" <td>WAW</td>\n",
" <td>Warsaw</td>\n",
" <td>PL</td>\n",
" <td>{'lat': '52.16569901', 'lon': '20.96710014'}</td>\n",
" <td>PL-MZ</td>\n",
" <td>Clear</td>\n",
" <td>...</td>\n",
" <td>505.021321</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>Hail</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 01:42:46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12998</th>\n",
" <td>594.054018</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>Rain</td>\n",
" <td>...</td>\n",
" <td>589.321980</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>Clear</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 12:27:52</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12999</th>\n",
" <td>781.065911</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>Hail</td>\n",
" <td>...</td>\n",
" <td>619.037789</td>\n",
" <td>Abu Dhabi International Airport</td>\n",
" <td>AUH</td>\n",
" <td>Abu Dhabi</td>\n",
" <td>AE</td>\n",
" <td>{'lat': '24.43300056', 'lon': '54.65110016'}</td>\n",
" <td>SE-BD</td>\n",
" <td>Clear</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 03:54:56</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13001</th>\n",
" <td>718.179214</td>\n",
" <td>True</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>Mariscal Sucre International Airport</td>\n",
" <td>UIO</td>\n",
" <td>Quito</td>\n",
" <td>EC</td>\n",
" <td>{'lat': '-0.129166667', 'lon': '-78.3575'}</td>\n",
" <td>EC-P</td>\n",
" <td>Cloudy</td>\n",
" <td>...</td>\n",
" <td>189.130487</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>Heavy Fog</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 03:17:48</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13004</th>\n",
" <td>326.349113</td>\n",
" <td>False</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>Cloudy</td>\n",
" <td>...</td>\n",
" <td>35.630647</td>\n",
" <td>Leonardo da Vinci - Fiumicino Airport</td>\n",
" <td>FCO</td>\n",
" <td>Rome</td>\n",
" <td>IT</td>\n",
" <td>{'lat': '41.8002778', 'lon': '12.2388889'}</td>\n",
" <td>SE-BD</td>\n",
" <td>Heavy Fog</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 06:36:31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13013</th>\n",
" <td>1055.350213</td>\n",
" <td>True</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>Warsaw Chopin Airport</td>\n",
" <td>WAW</td>\n",
" <td>Warsaw</td>\n",
" <td>PL</td>\n",
" <td>{'lat': '52.16569901', 'lon': '20.96710014'}</td>\n",
" <td>PL-MZ</td>\n",
" <td>Sunny</td>\n",
" <td>...</td>\n",
" <td>69.239127</td>\n",
" <td>Turin Airport</td>\n",
" <td>TO11</td>\n",
" <td>Torino</td>\n",
" <td>IT</td>\n",
" <td>{'lat': '45.200802', 'lon': '7.64963'}</td>\n",
" <td>IT-21</td>\n",
" <td>Thunder &amp; Lightning</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 13:20:16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13018</th>\n",
" <td>580.741028</td>\n",
" <td>True</td>\n",
" <td>Kibana Airlines</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>Sunny</td>\n",
" <td>...</td>\n",
" <td>533.935541</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>Damaging Wind</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 04:47:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13020</th>\n",
" <td>952.452244</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>Shanghai Hongqiao International Airport</td>\n",
" <td>SHA</td>\n",
" <td>Shanghai</td>\n",
" <td>CN</td>\n",
" <td>{'lat': '31.19790077', 'lon': '121.3359985'}</td>\n",
" <td>SE-BD</td>\n",
" <td>Rain</td>\n",
" <td>...</td>\n",
" <td>770.317580</td>\n",
" <td>London Gatwick Airport</td>\n",
" <td>LGW</td>\n",
" <td>London</td>\n",
" <td>GB</td>\n",
" <td>{'lat': '51.14810181', 'lon': '-0.190277994'}</td>\n",
" <td>GB-ENG</td>\n",
" <td>Clear</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 23:50:12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13024</th>\n",
" <td>530.799356</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</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>Cloudy</td>\n",
" <td>...</td>\n",
" <td>276.902475</td>\n",
" <td>London Gatwick Airport</td>\n",
" <td>LGW</td>\n",
" <td>London</td>\n",
" <td>GB</td>\n",
" <td>{'lat': '51.14810181', 'lon': '-0.190277994'}</td>\n",
" <td>GB-ENG</td>\n",
" <td>Rain</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 11:45:58</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13027</th>\n",
" <td>999.021256</td>\n",
" <td>False</td>\n",
" <td>Kibana Airlines</td>\n",
" <td>Kempegowda International Airport</td>\n",
" <td>BLR</td>\n",
" <td>Bangalore</td>\n",
" <td>IN</td>\n",
" <td>{'lat': '13.1979', 'lon': '77.706299'}</td>\n",
" <td>SE-BD</td>\n",
" <td>Cloudy</td>\n",
" <td>...</td>\n",
" <td>480.088926</td>\n",
" <td>Catania-Fontanarossa Airport</td>\n",
" <td>CT03</td>\n",
" <td>Catania</td>\n",
" <td>IT</td>\n",
" <td>{'lat': '37.466801', 'lon': '15.0664'}</td>\n",
" <td>IT-82</td>\n",
" <td>Hail</td>\n",
" <td>6</td>\n",
" <td>2018-02-11 13:32:15</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",
" </tbody>\n",
"</table>\n",
"<p>3234 rows × 27 columns</p>\n",
"</div>"
],
"text/plain": [
" AvgTicketPrice Cancelled Carrier \\\n",
"0 841.265642 False Kibana Airlines \n",
"3 181.694216 True Kibana Airlines \n",
"4 730.041778 False Kibana Airlines \n",
"7 585.184310 False Kibana Airlines \n",
"8 960.869736 True Kibana Airlines \n",
"15 566.487557 True Kibana Airlines \n",
"26 975.812632 True Kibana Airlines \n",
"28 988.897564 False Kibana Airlines \n",
"30 252.911966 False Kibana Airlines \n",
"32 676.883485 False Kibana Airlines \n",
"37 404.731390 False Kibana Airlines \n",
"44 184.578867 False Kibana Airlines \n",
"45 650.380764 False Kibana Airlines \n",
"46 505.364532 False Kibana Airlines \n",
"47 937.733930 False Kibana Airlines \n",
"50 305.372111 False Kibana Airlines \n",
"54 798.780055 False Kibana Airlines \n",
"59 223.593547 False Kibana Airlines \n",
"61 416.912842 False Kibana Airlines \n",
"66 173.500679 False Kibana Airlines \n",
"67 204.409846 False Kibana Airlines \n",
"70 716.182433 False Kibana Airlines \n",
"73 413.626653 True Kibana Airlines \n",
"80 720.234791 False Kibana Airlines \n",
"95 159.990962 False Kibana Airlines \n",
"96 325.136707 False Kibana Airlines \n",
"98 355.668710 False Kibana Airlines \n",
"100 802.505887 False Kibana Airlines \n",
"104 750.148242 False Kibana Airlines \n",
"105 909.030124 False Kibana Airlines \n",
"... ... ... ... \n",
"12898 1155.340590 False Kibana Airlines \n",
"12900 846.045256 False Kibana Airlines \n",
"12906 983.429244 True Kibana Airlines \n",
"12911 840.461190 False Kibana Airlines \n",
"12913 771.280192 False Kibana Airlines \n",
"12918 1136.678150 True Kibana Airlines \n",
"12919 1105.211803 True Kibana Airlines \n",
"12924 788.639063 False Kibana Airlines \n",
"12932 333.548301 False Kibana Airlines \n",
"12933 1012.662025 False Kibana Airlines \n",
"12946 756.880941 True Kibana Airlines \n",
"12947 707.850215 False Kibana Airlines \n",
"12951 602.620885 False Kibana Airlines \n",
"12952 774.728637 False Kibana Airlines \n",
"12956 934.049091 False Kibana Airlines \n",
"12957 1157.507727 False Kibana Airlines \n",
"12958 1007.304055 False Kibana Airlines \n",
"12959 724.607040 False Kibana Airlines \n",
"12965 899.947277 False Kibana Airlines \n",
"12972 725.453653 False Kibana Airlines \n",
"12998 594.054018 False Kibana Airlines \n",
"12999 781.065911 False Kibana Airlines \n",
"13001 718.179214 True Kibana Airlines \n",
"13004 326.349113 False Kibana Airlines \n",
"13013 1055.350213 True Kibana Airlines \n",
"13018 580.741028 True Kibana Airlines \n",
"13020 952.452244 False Kibana Airlines \n",
"13024 530.799356 False Kibana Airlines \n",
"13027 999.021256 False Kibana Airlines \n",
"13029 795.905278 False Kibana Airlines \n",
"\n",
" Dest DestAirportID \\\n",
"0 Sydney Kingsford Smith International Airport SYD \n",
"3 Treviso-Sant'Angelo Airport TV01 \n",
"4 Xi'an Xianyang International Airport XIY \n",
"7 Ottawa Macdonald-Cartier International Airport YOW \n",
"8 Rajiv Gandhi International Airport HYD \n",
"15 Cologne Bonn Airport CGN \n",
"26 Itami Airport ITM \n",
"28 Verona Villafranca Airport VR10 \n",
"30 Chengdu Shuangliu International Airport CTU \n",
"32 Narita International Airport NRT \n",
"37 Winnipeg / James Armstrong Richardson Internat... YWG \n",
"44 Shanghai Pudong International Airport PVG \n",
"45 Zurich Airport ZRH \n",
"46 London Heathrow Airport LHR \n",
"47 Ottawa Macdonald-Cartier International Airport YOW \n",
"50 Olenya Air Base XLMO \n",
"54 Rochester International Airport RST \n",
"59 Rajiv Gandhi International Airport HYD \n",
"61 Warsaw Chopin Airport WAW \n",
"66 Venice Marco Polo Airport VE05 \n",
"67 Ciampino___G. B. Pastine International Airport RM12 \n",
"70 Rochester International Airport RST \n",
"73 Helsinki Vantaa Airport HEL \n",
"80 Charles de Gaulle International Airport CDG \n",
"95 San Francisco International Airport SFO \n",
"96 Winnipeg / James Armstrong Richardson Internat... YWG \n",
"98 Sydney Kingsford Smith International Airport SYD \n",
"100 Montreal / Pierre Elliott Trudeau Internationa... YUL \n",
"104 Sydney Kingsford Smith International Airport SYD \n",
"105 Ukrainka Air Base XHBU \n",
"... ... ... \n",
"12898 OR Tambo International Airport JNB \n",
"12900 Nashville International Airport BNA \n",
"12906 Venice Marco Polo Airport VE05 \n",
"12911 Ukrainka Air Base XHBU \n",
"12913 Cagliari Elmas Airport CA07 \n",
"12918 Winnipeg / James Armstrong Richardson Internat... YWG \n",
"12919 Ukrainka Air Base XHBU \n",
"12924 London Gatwick Airport LGW \n",
"12932 Raleigh Durham International Airport RDU \n",
"12933 El Dorado International Airport BOG \n",
"12946 Treviso-Sant'Angelo Airport TV01 \n",
"12947 Cagliari Elmas Airport CA07 \n",
"12951 San Diego International Airport SAN \n",
"12952 Sydney Kingsford Smith International Airport SYD \n",
"12956 Zurich Airport ZRH \n",
"12957 Turin Airport TO11 \n",
"12958 Montreal / Pierre Elliott Trudeau Internationa... YUL \n",
"12959 Zurich Airport ZRH \n",
"12965 Narita International Airport NRT \n",
"12972 Warsaw Chopin Airport WAW \n",
"12998 Xi'an Xianyang International Airport XIY \n",
"12999 Lester B. Pearson International Airport YYZ \n",
"13001 Mariscal Sucre International Airport UIO \n",
"13004 Treviso-Sant'Angelo Airport TV01 \n",
"13013 Warsaw Chopin Airport WAW \n",
"13018 Zurich Airport ZRH \n",
"13020 Shanghai Hongqiao International Airport SHA \n",
"13024 Montreal / Pierre Elliott Trudeau Internationa... YUL \n",
"13027 Kempegowda International Airport BLR \n",
"13029 Malpensa International Airport MI12 \n",
"\n",
" DestCityName DestCountry \\\n",
"0 Sydney AU \n",
"3 Treviso IT \n",
"4 Xi'an CN \n",
"7 Ottawa CA \n",
"8 Hyderabad IN \n",
"15 Cologne DE \n",
"26 Osaka JP \n",
"28 Verona IT \n",
"30 Chengdu CN \n",
"32 Tokyo JP \n",
"37 Winnipeg CA \n",
"44 Shanghai CN \n",
"45 Zurich CH \n",
"46 London GB \n",
"47 Ottawa CA \n",
"50 Olenegorsk RU \n",
"54 Rochester US \n",
"59 Hyderabad IN \n",
"61 Warsaw PL \n",
"66 Venice IT \n",
"67 Rome IT \n",
"70 Rochester US \n",
"73 Helsinki FI \n",
"80 Paris FR \n",
"95 San Francisco US \n",
"96 Winnipeg CA \n",
"98 Sydney AU \n",
"100 Montreal CA \n",
"104 Sydney AU \n",
"105 Belogorsk RU \n",
"... ... ... \n",
"12898 Johannesburg ZA \n",
"12900 Nashville US \n",
"12906 Venice IT \n",
"12911 Belogorsk RU \n",
"12913 Cagliari IT \n",
"12918 Winnipeg CA \n",
"12919 Belogorsk RU \n",
"12924 London GB \n",
"12932 Raleigh/Durham US \n",
"12933 Bogota CO \n",
"12946 Treviso IT \n",
"12947 Cagliari IT \n",
"12951 San Diego US \n",
"12952 Sydney AU \n",
"12956 Zurich CH \n",
"12957 Torino IT \n",
"12958 Montreal CA \n",
"12959 Zurich CH \n",
"12965 Tokyo JP \n",
"12972 Warsaw PL \n",
"12998 Xi'an CN \n",
"12999 Toronto CA \n",
"13001 Quito EC \n",
"13004 Treviso IT \n",
"13013 Warsaw PL \n",
"13018 Zurich CH \n",
"13020 Shanghai CN \n",
"13024 Montreal CA \n",
"13027 Bangalore IN \n",
"13029 Milan IT \n",
"\n",
" DestLocation DestRegion \\\n",
"0 {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n",
"3 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n",
"4 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
"7 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n",
"8 {'lat': '17.23131752', 'lon': '78.42985535'} SE-BD \n",
"15 {'lat': '50.86589813', 'lon': '7.142739773'} DE-NW \n",
"26 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n",
"28 {'lat': '45.395699', 'lon': '10.8885'} IT-34 \n",
"30 {'lat': '30.57850075', 'lon': '103.9469986'} SE-BD \n",
"32 {'lat': '35.76470184', 'lon': '140.3860016'} SE-BD \n",
"37 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n",
"44 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n",
"45 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n",
"46 {'lat': '51.4706', 'lon': '-0.461941'} GB-ENG \n",
"47 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n",
"50 {'lat': '68.15180206', 'lon': '33.46390152'} RU-MUR \n",
"54 {'lat': '43.90829849', 'lon': '-92.5'} US-MN \n",
"59 {'lat': '17.23131752', 'lon': '78.42985535'} SE-BD \n",
"61 {'lat': '52.16569901', 'lon': '20.96710014'} PL-MZ \n",
"66 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
"67 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n",
"70 {'lat': '43.90829849', 'lon': '-92.5'} US-MN \n",
"73 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n",
"80 {'lat': '49.01279831', 'lon': '2.549999952'} FR-J \n",
"95 {'lat': '37.61899948', 'lon': '-122.375'} US-CA \n",
"96 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n",
"98 {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n",
"100 {'lat': '45.47060013', 'lon': '-73.74079895'} CA-QC \n",
"104 {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n",
"105 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n",
"... ... ... \n",
"12898 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n",
"12900 {'lat': '36.12450027', 'lon': '-86.67819977'} US-TN \n",
"12906 {'lat': '45.505299', 'lon': '12.3519'} IT-34 \n",
"12911 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n",
"12913 {'lat': '39.251499', 'lon': '9.05428'} IT-88 \n",
"12918 {'lat': '49.90999985', 'lon': '-97.23989868'} CA-MB \n",
"12919 {'lat': '51.169997', 'lon': '128.445007'} RU-AMU \n",
"12924 {'lat': '51.14810181', 'lon': '-0.190277994'} GB-ENG \n",
"12932 {'lat': '35.87760162', 'lon': '-78.78749847'} US-NC \n",
"12933 {'lat': '4.70159', 'lon': '-74.1469'} CO-CUN \n",
"12946 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n",
"12947 {'lat': '39.251499', 'lon': '9.05428'} IT-88 \n",
"12951 {'lat': '32.73360062', 'lon': '-117.1900024'} US-CA \n",
"12952 {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n",
"12956 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n",
"12957 {'lat': '45.200802', 'lon': '7.64963'} IT-21 \n",
"12958 {'lat': '45.47060013', 'lon': '-73.74079895'} CA-QC \n",
"12959 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n",
"12965 {'lat': '35.76470184', 'lon': '140.3860016'} SE-BD \n",
"12972 {'lat': '52.16569901', 'lon': '20.96710014'} PL-MZ \n",
"12998 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
"12999 {'lat': '43.67720032', 'lon': '-79.63059998'} CA-ON \n",
"13001 {'lat': '-0.129166667', 'lon': '-78.3575'} EC-P \n",
"13004 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n",
"13013 {'lat': '52.16569901', 'lon': '20.96710014'} PL-MZ \n",
"13018 {'lat': '47.464699', 'lon': '8.54917'} CH-ZH \n",
"13020 {'lat': '31.19790077', 'lon': '121.3359985'} SE-BD \n",
"13024 {'lat': '45.47060013', 'lon': '-73.74079895'} CA-QC \n",
"13027 {'lat': '13.1979', 'lon': '77.706299'} SE-BD \n",
"13029 {'lat': '45.6306', 'lon': '8.72811'} IT-25 \n",
"\n",
" DestWeather ... FlightTimeMin \\\n",
"0 Rain ... 1030.770416 \n",
"3 Clear ... 222.749059 \n",
"4 Clear ... 785.779071 \n",
"7 Clear ... 614.942480 \n",
"8 Cloudy ... 602.030591 \n",
"15 Sunny ... 656.712658 \n",
"26 Hail ... 386.259764 \n",
"28 Sunny ... 568.351033 \n",
"30 Sunny ... 490.350002 \n",
"32 Clear ... 963.327313 \n",
"37 Hail ... 353.636576 \n",
"44 Rain ... 109.274135 \n",
"45 Clear ... 714.514013 \n",
"46 Rain ... 485.817549 \n",
"47 Clear ... 211.171594 \n",
"50 Hail ... 667.507539 \n",
"54 Clear ... 499.840609 \n",
"59 Cloudy ... 34.629217 \n",
"61 Clear ... 580.215766 \n",
"66 Cloudy ... 15.033275 \n",
"67 Clear ... 30.922840 \n",
"70 Rain ... 1028.397263 \n",
"73 Heavy Fog ... 670.324192 \n",
"80 Heavy Fog ... 172.364011 \n",
"95 Clear ... 257.739919 \n",
"96 Rain ... 597.776578 \n",
"98 Rain ... 1227.790295 \n",
"100 Hail ... 248.474976 \n",
"104 Damaging Wind ... 518.899141 \n",
"105 Rain ... 127.253670 \n",
"... ... ... ... \n",
"12898 Sunny ... 896.699202 \n",
"12900 Damaging Wind ... 913.398756 \n",
"12906 Thunder & Lightning ... 685.518902 \n",
"12911 Rain ... 188.388959 \n",
"12913 Hail ... 783.631541 \n",
"12918 Heavy Fog ... 464.199349 \n",
"12919 Heavy Fog ... 824.024175 \n",
"12924 Sunny ... 100.515425 \n",
"12932 Rain ... 17.201423 \n",
"12933 Rain ... 464.110809 \n",
"12946 Heavy Fog ... 511.785347 \n",
"12947 Sunny ... 473.929130 \n",
"12951 Rain ... 716.789110 \n",
"12952 Heavy Fog ... 1110.810907 \n",
"12956 Damaging Wind ... 379.256323 \n",
"12957 Heavy Fog ... 926.737864 \n",
"12958 Rain ... 347.502388 \n",
"12959 Rain ... 644.179024 \n",
"12965 Rain ... 402.051905 \n",
"12972 Clear ... 505.021321 \n",
"12998 Rain ... 589.321980 \n",
"12999 Hail ... 619.037789 \n",
"13001 Cloudy ... 189.130487 \n",
"13004 Cloudy ... 35.630647 \n",
"13013 Sunny ... 69.239127 \n",
"13018 Sunny ... 533.935541 \n",
"13020 Rain ... 770.317580 \n",
"13024 Cloudy ... 276.902475 \n",
"13027 Cloudy ... 480.088926 \n",
"13029 Sunny ... 534.375826 \n",
"\n",
" Origin OriginAirportID \\\n",
"0 Frankfurt am Main Airport FRA \n",
"3 Naples International Airport NA01 \n",
"4 Licenciado Benito Juarez International Airport AICM \n",
"7 Ciampino___G. B. Pastine International Airport RM12 \n",
"8 Milano Linate Airport MI11 \n",
"15 Chengdu Shuangliu International Airport CTU \n",
"26 Helsinki Vantaa Airport HEL \n",
"28 New Chitose Airport CTS \n",
"30 Abu Dhabi International Airport AUH \n",
"32 Louisville International Standiford Field SDF \n",
"37 Treviso-Sant'Angelo Airport TV01 \n",
"44 Guangzhou Baiyun International Airport CAN \n",
"45 Miami International Airport MIA \n",
"46 Dubai International Airport DXB \n",
"47 Licenciado Benito Juarez International Airport AICM \n",
"50 Brisbane International Airport BNE \n",
"54 New Chitose Airport CTS \n",
"59 Chhatrapati Shivaji International Airport BOM \n",
"61 Beijing Capital International Airport PEK \n",
"66 Milano Linate Airport MI11 \n",
"67 Catania-Fontanarossa Airport CT03 \n",
"70 OR Tambo International Airport JNB \n",
"73 El Dorado International Airport BOG \n",
"80 Ataturk International Airport IST \n",
"95 Erie International Tom Ridge Field ERI \n",
"96 Ciampino___G. B. Pastine International Airport RM12 \n",
"98 Luis Munoz Marin International Airport SJU \n",
"100 London Luton Airport LTN \n",
"104 Itami Airport ITM \n",
"105 Shanghai Pudong International Airport PVG \n",
"... ... ... \n",
"12898 Brisbane International Airport BNE \n",
"12900 Bari Karol Wojty__a Airport BA02 \n",
"12906 Chhatrapati Shivaji International Airport BOM \n",
"12911 Shanghai Hongqiao International Airport SHA \n",
"12913 Brisbane International Airport BNE \n",
"12918 San Antonio International Airport SAT \n",
"12919 Ottawa Macdonald-Cartier International Airport YOW \n",
"12924 Leonardo da Vinci - Fiumicino Airport FCO \n",
"12932 Norfolk International Airport ORF \n",
"12933 Bari Karol Wojty__a Airport BA02 \n",
"12946 Incheon International Airport ICN \n",
"12947 Austin Straubel International Airport GRB \n",
"12951 Abu Dhabi International Airport AUH \n",
"12952 Lester B. Pearson International Airport YYZ \n",
"12956 Xi'an Xianyang International Airport XIY \n",
"12957 Sydney Kingsford Smith International Airport SYD \n",
"12958 El Dorado International Airport BOG \n",
"12959 Shanghai Hongqiao International Airport SHA \n",
"12965 Jeju International Airport CJU \n",
"12972 Indira Gandhi International Airport DEL \n",
"12998 Rajiv Gandhi International Airport HYD \n",
"12999 Abu Dhabi International Airport AUH \n",
"13001 Luis Munoz Marin International Airport SJU \n",
"13004 Leonardo da Vinci - Fiumicino Airport FCO \n",
"13013 Turin Airport TO11 \n",
"13018 El Dorado International Airport BOG \n",
"13020 London Gatwick Airport LGW \n",
"13024 London Gatwick Airport LGW \n",
"13027 Catania-Fontanarossa Airport CT03 \n",
"13029 Itami Airport ITM \n",
"\n",
" OriginCityName OriginCountry \\\n",
"0 Frankfurt am Main DE \n",
"3 Naples IT \n",
"4 Mexico City MX \n",
"7 Rome IT \n",
"8 Milan IT \n",
"15 Chengdu CN \n",
"26 Helsinki FI \n",
"28 Chitose / Tomakomai JP \n",
"30 Abu Dhabi AE \n",
"32 Louisville US \n",
"37 Treviso IT \n",
"44 Guangzhou CN \n",
"45 Miami US \n",
"46 Dubai AE \n",
"47 Mexico City MX \n",
"50 Brisbane AU \n",
"54 Chitose / Tomakomai JP \n",
"59 Mumbai IN \n",
"61 Beijing CN \n",
"66 Milan IT \n",
"67 Catania IT \n",
"70 Johannesburg ZA \n",
"73 Bogota CO \n",
"80 Istanbul TR \n",
"95 Erie US \n",
"96 Rome IT \n",
"98 San Juan PR \n",
"100 London GB \n",
"104 Osaka JP \n",
"105 Shanghai CN \n",
"... ... ... \n",
"12898 Brisbane AU \n",
"12900 Bari IT \n",
"12906 Mumbai IN \n",
"12911 Shanghai CN \n",
"12913 Brisbane AU \n",
"12918 San Antonio US \n",
"12919 Ottawa CA \n",
"12924 Rome IT \n",
"12932 Norfolk US \n",
"12933 Bari IT \n",
"12946 Seoul KR \n",
"12947 Green Bay US \n",
"12951 Abu Dhabi AE \n",
"12952 Toronto CA \n",
"12956 Xi'an CN \n",
"12957 Sydney AU \n",
"12958 Bogota CO \n",
"12959 Shanghai CN \n",
"12965 Jeju City KR \n",
"12972 New Delhi IN \n",
"12998 Hyderabad IN \n",
"12999 Abu Dhabi AE \n",
"13001 San Juan PR \n",
"13004 Rome IT \n",
"13013 Torino IT \n",
"13018 Bogota CO \n",
"13020 London GB \n",
"13024 London GB \n",
"13027 Catania IT \n",
"13029 Osaka JP \n",
"\n",
" OriginLocation OriginRegion \\\n",
"0 {'lat': '50.033333', 'lon': '8.570556'} DE-HE \n",
"3 {'lat': '40.886002', 'lon': '14.2908'} IT-72 \n",
"4 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n",
"7 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n",
"8 {'lat': '45.445099', 'lon': '9.27674'} IT-25 \n",
"15 {'lat': '30.57850075', 'lon': '103.9469986'} SE-BD \n",
"26 {'lat': '60.31719971', 'lon': '24.9633007'} FI-ES \n",
"28 {'lat': '42.77519989', 'lon': '141.6920013'} SE-BD \n",
"30 {'lat': '24.43300056', 'lon': '54.65110016'} SE-BD \n",
"32 {'lat': '38.1744', 'lon': '-85.736'} US-KY \n",
"37 {'lat': '45.648399', 'lon': '12.1944'} IT-34 \n",
"44 {'lat': '23.39240074', 'lon': '113.2990036'} SE-BD \n",
"45 {'lat': '25.79319954', 'lon': '-80.29060364'} US-FL \n",
"46 {'lat': '25.25279999', 'lon': '55.36439896'} SE-BD \n",
"47 {'lat': '19.4363', 'lon': '-99.072098'} MX-DIF \n",
"50 {'lat': '-27.38419914', 'lon': '153.1170044'} SE-BD \n",
"54 {'lat': '42.77519989', 'lon': '141.6920013'} SE-BD \n",
"59 {'lat': '19.08869934', 'lon': '72.86789703'} SE-BD \n",
"61 {'lat': '40.08010101', 'lon': '116.5849991'} SE-BD \n",
"66 {'lat': '45.445099', 'lon': '9.27674'} IT-25 \n",
"67 {'lat': '37.466801', 'lon': '15.0664'} IT-82 \n",
"70 {'lat': '-26.1392', 'lon': '28.246'} SE-BD \n",
"73 {'lat': '4.70159', 'lon': '-74.1469'} CO-CUN \n",
"80 {'lat': '40.97689819', 'lon': '28.81459999'} TR-34 \n",
"95 {'lat': '42.08312701', 'lon': '-80.17386675'} US-PA \n",
"96 {'lat': '41.7994', 'lon': '12.5949'} IT-62 \n",
"98 {'lat': '18.43939972', 'lon': '-66.00180054'} PR-U-A \n",
"100 {'lat': '51.87469864', 'lon': '-0.368333012'} GB-ENG \n",
"104 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n",
"105 {'lat': '31.14340019', 'lon': '121.8050003'} SE-BD \n",
"... ... ... \n",
"12898 {'lat': '-27.38419914', 'lon': '153.1170044'} SE-BD \n",
"12900 {'lat': '41.138901', 'lon': '16.760599'} IT-75 \n",
"12906 {'lat': '19.08869934', 'lon': '72.86789703'} SE-BD \n",
"12911 {'lat': '31.19790077', 'lon': '121.3359985'} SE-BD \n",
"12913 {'lat': '-27.38419914', 'lon': '153.1170044'} SE-BD \n",
"12918 {'lat': '29.53370094', 'lon': '-98.46980286'} US-TX \n",
"12919 {'lat': '45.32249832', 'lon': '-75.66919708'} CA-ON \n",
"12924 {'lat': '41.8002778', 'lon': '12.2388889'} SE-BD \n",
"12932 {'lat': '36.89459991', 'lon': '-76.20120239'} US-VA \n",
"12933 {'lat': '41.138901', 'lon': '16.760599'} IT-75 \n",
"12946 {'lat': '37.46910095', 'lon': '126.4509964'} SE-BD \n",
"12947 {'lat': '44.48509979', 'lon': '-88.12960052'} US-WI \n",
"12951 {'lat': '24.43300056', 'lon': '54.65110016'} SE-BD \n",
"12952 {'lat': '43.67720032', 'lon': '-79.63059998'} CA-ON \n",
"12956 {'lat': '34.447102', 'lon': '108.751999'} SE-BD \n",
"12957 {'lat': '-33.94609833', 'lon': '151.177002'} SE-BD \n",
"12958 {'lat': '4.70159', 'lon': '-74.1469'} SE-BD \n",
"12959 {'lat': '31.19790077', 'lon': '121.3359985'} SE-BD \n",
"12965 {'lat': '33.51129913', 'lon': '126.4929962'} SE-BD \n",
"12972 {'lat': '28.5665', 'lon': '77.103104'} SE-BD \n",
"12998 {'lat': '17.23131752', 'lon': '78.42985535'} SE-BD \n",
"12999 {'lat': '24.43300056', 'lon': '54.65110016'} SE-BD \n",
"13001 {'lat': '18.43939972', 'lon': '-66.00180054'} PR-U-A \n",
"13004 {'lat': '41.8002778', 'lon': '12.2388889'} SE-BD \n",
"13013 {'lat': '45.200802', 'lon': '7.64963'} IT-21 \n",
"13018 {'lat': '4.70159', 'lon': '-74.1469'} CO-CUN \n",
"13020 {'lat': '51.14810181', 'lon': '-0.190277994'} GB-ENG \n",
"13024 {'lat': '51.14810181', 'lon': '-0.190277994'} GB-ENG \n",
"13027 {'lat': '37.466801', 'lon': '15.0664'} IT-82 \n",
"13029 {'lat': '34.78549957', 'lon': '135.4380035'} SE-BD \n",
"\n",
" OriginWeather dayOfWeek timestamp \n",
"0 Sunny 0 2018-01-01 00:00:00 \n",
"3 Thunder & Lightning 0 2018-01-01 10:33:28 \n",
"4 Damaging Wind 0 2018-01-01 05:13:00 \n",
"7 Thunder & Lightning 0 2018-01-01 04:54:59 \n",
"8 Heavy Fog 0 2018-01-01 12:09:35 \n",
"15 Thunder & Lightning 0 2018-01-01 19:55:32 \n",
"26 Rain 0 2018-01-01 15:38:32 \n",
"28 Damaging Wind 0 2018-01-01 01:16:59 \n",
"30 Thunder & Lightning 0 2018-01-01 12:05:14 \n",
"32 Cloudy 0 2018-01-01 08:31:08 \n",
"37 Cloudy 0 2018-01-01 18:14:14 \n",
"44 Damaging Wind 0 2018-01-01 23:53:52 \n",
"45 Hail 0 2018-01-01 16:25:52 \n",
"46 Damaging Wind 0 2018-01-01 00:43:34 \n",
"47 Rain 0 2018-01-01 20:42:03 \n",
"50 Clear 0 2018-01-01 06:32:21 \n",
"54 Clear 0 2018-01-01 06:45:49 \n",
"59 Heavy Fog 0 2018-01-01 20:53:18 \n",
"61 Thunder & Lightning 0 2018-01-01 03:09:37 \n",
"66 Clear 0 2018-01-01 14:31:43 \n",
"67 Sunny 0 2018-01-01 03:52:02 \n",
"70 Rain 0 2018-01-01 21:07:29 \n",
"73 Damaging Wind 0 2018-01-01 22:45:41 \n",
"80 Cloudy 0 2018-01-01 12:32:27 \n",
"95 Hail 0 2018-01-01 00:06:27 \n",
"96 Clear 0 2018-01-01 13:01:33 \n",
"98 Sunny 0 2018-01-01 07:21:36 \n",
"100 Sunny 0 2018-01-01 07:36:58 \n",
"104 Cloudy 0 2018-01-01 13:47:02 \n",
"105 Cloudy 0 2018-01-01 18:53:56 \n",
"... ... ... ... \n",
"12898 Sunny 6 2018-02-11 22:58:25 \n",
"12900 Rain 6 2018-02-11 03:24:41 \n",
"12906 Thunder & Lightning 6 2018-02-11 06:19:58 \n",
"12911 Rain 6 2018-02-11 20:03:31 \n",
"12913 Heavy Fog 6 2018-02-11 19:40:16 \n",
"12918 Cloudy 6 2018-02-11 16:03:10 \n",
"12919 Clear 6 2018-02-11 05:36:05 \n",
"12924 Clear 6 2018-02-11 23:01:03 \n",
"12932 Hail 6 2018-02-11 05:34:41 \n",
"12933 Rain 6 2018-02-11 16:40:54 \n",
"12946 Thunder & Lightning 6 2018-02-11 11:11:47 \n",
"12947 Clear 6 2018-02-11 22:40:56 \n",
"12951 Sunny 6 2018-02-11 20:24:22 \n",
"12952 Cloudy 6 2018-02-11 03:52:56 \n",
"12956 Heavy Fog 6 2018-02-11 04:09:55 \n",
"12957 Damaging Wind 6 2018-02-11 08:25:54 \n",
"12958 Clear 6 2018-02-11 14:31:39 \n",
"12959 Rain 6 2018-02-11 04:21:39 \n",
"12965 Rain 6 2018-02-11 12:05:52 \n",
"12972 Hail 6 2018-02-11 01:42:46 \n",
"12998 Clear 6 2018-02-11 12:27:52 \n",
"12999 Clear 6 2018-02-11 03:54:56 \n",
"13001 Heavy Fog 6 2018-02-11 03:17:48 \n",
"13004 Heavy Fog 6 2018-02-11 06:36:31 \n",
"13013 Thunder & Lightning 6 2018-02-11 13:20:16 \n",
"13018 Damaging Wind 6 2018-02-11 04:47:00 \n",
"13020 Clear 6 2018-02-11 23:50:12 \n",
"13024 Rain 6 2018-02-11 11:45:58 \n",
"13027 Hail 6 2018-02-11 13:32:15 \n",
"13029 Sunny 6 2018-02-11 20:10:13 \n",
"\n",
"[3234 rows x 27 columns]"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd_flights[pd_flights.Carrier=='Kibana Airlines']"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [
{
"ename": "AttributeError",
"evalue": "'Series' object has no attribute 'match'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-33-2f679cbc4131>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0mpd_flights\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mpd_flights\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mCarrier\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmatch\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'Kibana'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/anaconda3/envs/eland/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m__getattr__\u001b[0;34m(self, name)\u001b[0m\n\u001b[1;32m 5065\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_info_axis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_can_hold_identifiers_and_holds_name\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5066\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mname\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5067\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mobject\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__getattribute__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 5068\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5069\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m__setattr__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mAttributeError\u001b[0m: 'Series' object has no attribute 'match'"
]
}
],
"source": [
"pd_flights[pd_flights.Carrier.match('Kibana')]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"ed_iloc1"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"ed_iloc2"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"ed_iloc3"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"ed_iloc4"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"print(ed_iloc6.info_es())"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"ed_iloc7"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"ed_iloc8"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"ed_iloc9"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"pd_col0 = pd_flights.drop(['Carrier', 'DestCityName'], axis=1)\n",
"pd_col1 = pd_flights.drop(columns=['Carrier', 'DestCityName'])\n",
"\n",
"ed_col0 = ed_flights.drop(['Carrier', 'DestCityName'], axis=1)\n",
"ed_col1 = ed_flights.drop(columns=['Carrier', 'DestCityName'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"pd_col0"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"ed_col0"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"pd_idx0 = pd_flights.drop(['1', '2'])\n",
"ed_idx0 = ed_flights.drop(['1', '2'])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"pd_idx0"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"ed_idx0"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"df = pd.DataFrame(data={'A': np.random.rand(3),\n",
" 'B': 1,\n",
" 'C': 'foo',\n",
" 'D': pd.Timestamp('20190102'),\n",
" 'E': [1.0, 2.0, 3.0],\n",
" 'F': False,\n",
" 'G': [1, 2, 3]},\n",
" index=['0','1','2'])\n",
"\n",
"expected_mappings = {'mappings': {\n",
" 'properties': {'A': {'type': 'double'},\n",
" 'B': {'type': 'long'},\n",
" 'C': {'type': 'keyword'},\n",
" 'D': {'type': 'date'},\n",
" 'E': {'type': 'double'},\n",
" 'F': {'type': 'boolean'},\n",
" 'G': {'type': 'long'}}}}\n",
"\n",
"mappings = ed.Mappings._generate_es_mappings(df)\n",
"\n",
"assert expected_mappings == mappings\n",
"\n",
"# Now create index\n",
"index_name = 'eland_test_generate_es_mappings'\n",
"\n",
"ed.pandas_to_es(df, 'localhost', index_name, if_exists=\"replace\", refresh=True)\n",
"\n",
"ed_df = ed.DataFrame('localhost', index_name)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"ed_df.head(10)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"df.head(10)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"df = ed_df._to_pandas()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": [
"ed_df.count()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"pycharm": {
"is_executing": false
}
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
},
"pycharm": {
"stem_cell": {
"cell_type": "raw",
"metadata": {
"collapsed": false
},
"source": []
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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