Notebook

Due to the associated financial losses that the aviation industry is constantly experiencing, flight delays have become a very important topic for air transportation all over the world.

The causes of these delays are many and diverse, ranging from air traffic congestion to weather conditions, mechanical issues, challenges with passenger boarding, and simply the airlines' inability to meet demand given their capacity.

Based on historical data of flight delays, we will first analyse the reasons for delays and then we will predict flight delay time prediction.

The outline of the tutorial is as follows:

Dataset overview
Importing required libraries
Loading the dataset
Data Preporcessing and data visualization
Predictions
Conclusion

Prerequisites and Environment setup¶

This tutorial is carried out in Anaconda Navigator (Python version – 3.8.5) on Windows Operating System. The following packages need to be installed before you continue with the tutorial –

Pandas
NumPy
sklearn
Matplotlib
Seaborn
statsmodels

You can install these packages in Conda’s virtual environment using conda install package-name. In case you are using Python directly via terminal/command prompt, pip install package-name will do the work.

GridDB installation¶

While loading the dataset, this tutorial will cover two methods – Using GridDB as well as Using Pandas. To access GridDB using Python, the following packages also need to be installed beforehand:

GridDB C-client
SWIG (Simplified Wrapper and Interface Generator)
GridDB Python Client

1. Dataset Overview¶

The Bureau of Transportation Statistics of the United States Department of Transportation (DOT) monitors the on-time performance of domestic flight operated by large air carriers. The DOT's monthly Air Travel Consumer Report and this dataset of 2015 flight delays and cancellations contain summary information on the number of on-time, delayed, cancelled, and diverted flight.

https://www.kaggle.com/code/manasichhibber/flight-delay-predictions/data

2. Importing Required Libraries¶

In [1]:

import pandas as pd
import seaborn as sns
from sklearn.model_selection import train_test_split
from sklearn.preprocessing import StandardScaler
from sklearn.tree import DecisionTreeClassifier
from sklearn.metrics import roc_auc_score
import requests
import http
http.client.HTTPConnection.debuglevel = 1
from requests.auth import HTTPBasicAuth

import numpy as np   
import statsmodels.formula.api as sm
import datetime
import time
from time import strftime, gmtime
import statsmodels.formula.api as smf
from sklearn.feature_selection import SelectFromModel
from sklearn.ensemble import RandomForestRegressor
from sklearn.model_selection import train_test_split
from sklearn.metrics import confusion_matrix 

from sklearn import ensemble,gaussian_process,linear_model,naive_bayes,neighbors,svm,tree
from sklearn.model_selection import cross_val_score
from sklearn.metrics import roc_curve, roc_auc_score,precision_score,recall_score,auc

from sklearn.metrics import mean_absolute_error
from sklearn.svm import SVC
from random import sample


import matplotlib.pyplot as plt
plt.style.use('fivethirtyeight')

import warnings
warnings.filterwarnings("ignore")

3. Loading the Dataset¶

Toshiba GridDB™ is a highly scalable NoSQL database best suited for IoT and Big Data. The foundation of GridDB’s principles is based upon offering a versatile data store that is optimized for IoT, provides high scalability, tuned for high performance, and ensures high reliability.

To store large amounts of data, a CSV file can be cumbersome. GridDB serves as a perfect alternative as it in open-source and a highly scalable database. GridDB is a scalable, in-memory, No SQL database which makes it easier for you to store large amounts of data. If you are new to GridDB, a tutorial on reading and writing to GridDB can be useful.

Setting up a Container in GridDB to store the data¶

The aim of this blog post is to showcase the noteworthy features of GridDB, including:

Retrieving data using SQL with sub-queries, case statements, group by clauses, having clauses and nested sub-queries.
Exploring the two container types offered by GridDB: Collections and Time Series. For more information on GridDB data modeling, read this article. (https://griddb.net/en/blog/data-modeling-with-griddb)

Get started by subscribing to GridDB Cloud. (https://griddb.net/en/blog/an-introduction-to-griddb-cloud/)

The file ‘container_columns’ has all the headers and their datatypes. One last step is to change the Python datatypes to GridDB datatypes. Click here (https://docs.griddb.net/tqlreference/type/#primitive) to learn more about the datatypes supported by GridDB and their respective notations.

In [2]:

flight = pd.read_csv('flights.csv')

flight['AIRLINE_DELAY'] = flight['AIRLINE_DELAY'].fillna(0)
flight['AIR_SYSTEM_DELAY'] = flight['AIR_SYSTEM_DELAY'].fillna(0)
flight['SECURITY_DELAY'] = flight['SECURITY_DELAY'].fillna(0)
flight['LATE_AIRCRAFT_DELAY'] = flight['LATE_AIRCRAFT_DELAY'].fillna(0)
flight['WEATHER_DELAY'] = flight['WEATHER_DELAY'].fillna(0)
# flight = flight.dropna()

flight['CANCELLATION_REASON'] = flight['CANCELLATION_REASON'].fillna('X')
flight = flight.dropna()

# Extracting column headers for the GridDB WebApi Container structure
container_columns1 = flight.dtypes.to_frame('Data Type').reset_index().rename(columns={'index':'Column Name'})
data_type_map = {'int64': 'INTEGER', 'float64': 'FLOAT', 'object': 'STRING'}
container_columns1['Data Type'] = container_columns1['Data Type'].apply(lambda x: data_type_map[str(x)])
container_columns1 = container_columns1.set_index('Column Name')
container_columns1 = container_columns1.reset_index()
container_columns1

Out[2]:

	Column Name	Data Type
0	YEAR	FLOAT
1	MONTH	FLOAT
2	DAY	FLOAT
3	DAY_OF_WEEK	FLOAT
4	AIRLINE	STRING
5	FLIGHT_NUMBER	FLOAT
6	TAIL_NUMBER	STRING
7	ORIGIN_AIRPORT	STRING
8	DESTINATION_AIRPORT	STRING
9	SCHEDULED_DEPARTURE	FLOAT
10	DEPARTURE_TIME	FLOAT
11	DEPARTURE_DELAY	FLOAT
12	TAXI_OUT	FLOAT
13	WHEELS_OFF	FLOAT
14	SCHEDULED_TIME	FLOAT
15	ELAPSED_TIME	FLOAT
16	AIR_TIME	FLOAT
17	DISTANCE	FLOAT
18	WHEELS_ON	FLOAT
19	TAXI_IN	FLOAT
20	SCHEDULED_ARRIVAL	FLOAT
21	ARRIVAL_TIME	FLOAT
22	ARRIVAL_DELAY	FLOAT
23	DIVERTED	FLOAT
24	CANCELLED	FLOAT
25	CANCELLATION_REASON	STRING
26	AIR_SYSTEM_DELAY	FLOAT
27	SECURITY_DELAY	FLOAT
28	AIRLINE_DELAY	FLOAT
29	LATE_AIRCRAFT_DELAY	FLOAT
30	WEATHER_DELAY	FLOAT

In [3]:

airlines = pd.read_csv('airlines.csv')
container_columns2 = airlines.dtypes.to_frame('Data Type').reset_index().rename(columns={'index':'Column Name'})
data_type_map = {'int64': 'INTEGER', 'float64': 'FLOAT', 'object': 'STRING'}
container_columns2['Data Type'] = container_columns2['Data Type'].apply(lambda x: data_type_map[str(x)])
container_columns2 = container_columns2.set_index('Column Name')
container_columns2 = container_columns2.reset_index()
container_columns2

Out[3]:

	Column Name	Data Type
0	IATA_CODE	STRING
1	AIRLINE	STRING

In [4]:

airports = pd.read_csv('airports.csv')
airports = airports.dropna()
container_columns3 = airports.dtypes.to_frame('Data Type').reset_index().rename(columns={'index':'Column Name'})
data_type_map = {'int64': 'INTEGER', 'float64': 'FLOAT', 'object': 'STRING'}
container_columns3['Data Type'] = container_columns3['Data Type'].apply(lambda x: data_type_map[str(x)])
container_columns3 = container_columns3.set_index('Column Name')
container_columns3 = container_columns3.reset_index()
container_columns3

Out[4]:

	Column Name	Data Type
0	IATA_CODE	STRING
1	AIRPORT	STRING
2	CITY	STRING
3	STATE	STRING
4	COUNTRY	STRING
5	LATITUDE	FLOAT
6	LONGITUDE	FLOAT

Setting up a Container in GridDB to store the data. To learn more about creating a container in GridDB, refer to this resource of GridDB. (https://docs.griddb.net/architecture/data-model/#container)

In [6]:

#Construct an object to hold the request headers (ensure that you replace the XXX placeholder with the correct value that matches the credentials for your GridDB instance)
header_obj = {"Authorization":"<password>","Content-Type":"application/json; charset=UTF-8","User-Agent":"PostmanRuntime/7.29.0"}

#Construct the base URL based on your GridDB cluster you'd like to connect to (ensure that you replace the placeholders in the URL below with the correct values that correspond to your GridDB instance)
#'https://[host]:[port]/griddb/v2/[clustername]/dbs/[database_name]'
base_url = 'https://cloud1.griddb.com/<trial>/griddb/v2/<trial>/dbs/<db>/'

In [8]:

c1 = []
c2 = []
c3 = []

class create_dict(dict):

    def __init__(self):
        self = dict()

    def add(self, key, value):
        self[key] = value


def format_to_dic(a,b):
    dct = create_dict()
    dct.add('name', a)
    dct.add('type', b)

    return dct


for i in range(len(container_columns1)):
    c1.append(format_to_dic(container_columns1.iloc[i,0], container_columns1.iloc[i,1]))
    
for i in range(len(container_columns2)):
    c2.append(format_to_dic(container_columns2.iloc[i,0], container_columns2.iloc[i,1]))
    
for i in range(len(container_columns3)):
    c3.append(format_to_dic(container_columns3.iloc[i,0], container_columns3.iloc[i,1]))

In [10]:

#Construct an object to hold the request body (i.e., the container that needs to be created)
data_obj1 = {
    "container_name": "flight",
    "container_type": "COLLECTION",
    "rowkey": False,
    "columns": c1
}

data_obj2 = {
    "container_name": "airlines",
    "container_type": "COLLECTION",
    "rowkey": False,
    "columns": c2 
}

data_obj3 = {
    "container_name": "airports",
    "container_type": "COLLECTION",
    "rowkey": False,
    "columns": c3
}

#Set up the GridDB WebAPI URL
url = base_url + '/containers'

#Invoke the GridDB WebAPI with the headers and the request body
x1 = requests.post(url, json = data_obj1, headers = header_obj,auth=HTTPBasicAuth('<user>', '<pass>'))
x2 = requests.post(url, json = data_obj2, headers = header_obj,auth=HTTPBasicAuth('<user>', '<pass>'))
x3 = requests.post(url, json = data_obj3, headers = header_obj,auth=HTTPBasicAuth('<user>', '<pass>'))

send: b'POST /trial1602/griddb/v2/gs_clustertrial1602/dbs/r_blog//containers HTTP/1.1\r\nHost: cloud1.griddb.com\r\nUser-Agent: PostmanRuntime/7.29.0\r\nAccept-Encoding: gzip, deflate\r\nAccept: */*\r\nConnection: keep-alive\r\nAuthorization: Basic cHJhdGlrOnByYXRpaw==\r\nContent-Type: application/json; charset=UTF-8\r\nContent-Length: 1421\r\n\r\n'
send: b'{"container_name": "flight1", "container_type": "COLLECTION", "rowkey": false, "columns": [{"name": "YEAR", "type": "FLOAT"}, {"name": "MONTH", "type": "FLOAT"}, {"name": "DAY", "type": "FLOAT"}, {"name": "DAY_OF_WEEK", "type": "FLOAT"}, {"name": "AIRLINE", "type": "STRING"}, {"name": "FLIGHT_NUMBER", "type": "FLOAT"}, {"name": "TAIL_NUMBER", "type": "STRING"}, {"name": "ORIGIN_AIRPORT", "type": "STRING"}, {"name": "DESTINATION_AIRPORT", "type": "STRING"}, {"name": "SCHEDULED_DEPARTURE", "type": "FLOAT"}, {"name": "DEPARTURE_TIME", "type": "FLOAT"}, {"name": "DEPARTURE_DELAY", "type": "FLOAT"}, {"name": "TAXI_OUT", "type": "FLOAT"}, {"name": "WHEELS_OFF", "type": "FLOAT"}, {"name": "SCHEDULED_TIME", "type": "FLOAT"}, {"name": "ELAPSED_TIME", "type": "FLOAT"}, {"name": "AIR_TIME", "type": "FLOAT"}, {"name": "DISTANCE", "type": "FLOAT"}, {"name": "WHEELS_ON", "type": "FLOAT"}, {"name": "TAXI_IN", "type": "FLOAT"}, {"name": "SCHEDULED_ARRIVAL", "type": "FLOAT"}, {"name": "ARRIVAL_TIME", "type": "FLOAT"}, {"name": "ARRIVAL_DELAY", "type": "FLOAT"}, {"name": "DIVERTED", "type": "FLOAT"}, {"name": "CANCELLED", "type": "FLOAT"}, {"name": "CANCELLATION_REASON", "type": "STRING"}, {"name": "AIR_SYSTEM_DELAY", "type": "FLOAT"}, {"name": "SECURITY_DELAY", "type": "FLOAT"}, {"name": "AIRLINE_DELAY", "type": "FLOAT"}, {"name": "LATE_AIRCRAFT_DELAY", "type": "FLOAT"}, {"name": "WEATHER_DELAY", "type": "FLOAT"}]}'
reply: 'HTTP/1.1 201 \r\n'
header: Date: Wed, 21 Jun 2023 18:41:11 GMT
header: Content-Length: 0
header: Connection: keep-alive
header: Server: Apache/2.4.54 (IUS)
send: b'POST /trial1602/griddb/v2/gs_clustertrial1602/dbs/r_blog//containers HTTP/1.1\r\nHost: cloud1.griddb.com\r\nUser-Agent: PostmanRuntime/7.29.0\r\nAccept-Encoding: gzip, deflate\r\nAccept: */*\r\nConnection: keep-alive\r\nAuthorization: Basic cHJhdGlrOnByYXRpaw==\r\nContent-Type: application/json; charset=UTF-8\r\nContent-Length: 173\r\n\r\n'
send: b'{"container_name": "airlines1", "container_type": "COLLECTION", "rowkey": false, "columns": [{"name": "IATA_CODE", "type": "STRING"}, {"name": "AIRLINE", "type": "STRING"}]}'
reply: 'HTTP/1.1 201 \r\n'
header: Date: Wed, 21 Jun 2023 18:41:12 GMT
header: Content-Length: 0
header: Connection: keep-alive
header: Server: Apache/2.4.54 (IUS)
send: b'POST /trial1602/griddb/v2/gs_clustertrial1602/dbs/r_blog//containers HTTP/1.1\r\nHost: cloud1.griddb.com\r\nUser-Agent: PostmanRuntime/7.29.0\r\nAccept-Encoding: gzip, deflate\r\nAccept: */*\r\nConnection: keep-alive\r\nAuthorization: Basic cHJhdGlrOnByYXRpaw==\r\nContent-Type: application/json; charset=UTF-8\r\nContent-Length: 364\r\n\r\n'
send: b'{"container_name": "airports1", "container_type": "COLLECTION", "rowkey": false, "columns": [{"name": "IATA_CODE", "type": "STRING"}, {"name": "AIRPORT", "type": "STRING"}, {"name": "CITY", "type": "STRING"}, {"name": "STATE", "type": "STRING"}, {"name": "COUNTRY", "type": "STRING"}, {"name": "LATITUDE", "type": "FLOAT"}, {"name": "LONGITUDE", "type": "FLOAT"}]}'
reply: 'HTTP/1.1 201 \r\n'
header: Date: Wed, 21 Jun 2023 18:41:12 GMT
header: Content-Length: 0
header: Connection: keep-alive
header: Server: Apache/2.4.54 (IUS)

Loading Data into the GridDB container (Row Registration) To learn more on the format required to add rows to the container, refer to this article. (http://www.toshiba-sol.co.jp/en/pro/griddb/docs-en/v4_3/GridDB_Web_API_Reference.html#%E3%83%AD%E3%82%A6%E7%99%BB%E9%8C%B2)

In [8]:

flight = flight.to_json(orient='values')
request_body1 = flight

airlines = airlines.to_json(orient='values')
request_body2 = airlines

airports = airports.to_json(orient='values')
request_body3 = airports

In [9]:

#Setup the URL to be used to invoke the GridDB WebAPI to register rows in the container created previously
# base_url = 'https://cloud1.griddb.com/trial1602/griddb/v2/gs_clustertrial1602/dbs/r_blog/'
url1 = base_url + 'containers/flight/rows'
url2 = base_url + 'containers/airlines/rows'
url3 = base_url + 'containers/airports/rows'


# 'https://cloud1.griddb.com/trial1502/griddb/v2/gs_clustertrial1502/dbs/aayush'

#Invoke the GridDB WebAPI using the request constructed
x1 = requests.put(url1, data=request_body1, headers=header_obj,auth=HTTPBasicAuth('<user>', '<pass>'))
x2 = requests.put(url2, data=request_body2, headers=header_obj,auth=HTTPBasicAuth('<user>', '<pass>'))
x3 = requests.put(url3, data=request_body3, headers=header_obj,auth=HTTPBasicAuth('<user>', '<pass>'))

send: b'PUT /trial1602/griddb/v2/gs_clustertrial1602/dbs/r_blog/containers/flight/rows HTTP/1.1\r\nHost: cloud1.griddb.com\r\nUser-Agent: PostmanRuntime/7.29.0\r\nAccept-Encoding: gzip, deflate\r\nAccept: */*\r\nConnection: keep-alive\r\nAuthorization: Basic cHJhdGlrOnByYXRpaw==\r\nContent-Type: application/json; charset=UTF-8\r\nContent-Length: 818805\r\n\r\n'
send: 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reply: 'HTTP/1.1 200 \r\n'
header: Date: Sun, 07 May 2023 08:20:16 GMT
header: Content-Type: application/json;charset=UTF-8
header: Transfer-Encoding: chunked
header: Connection: keep-alive
header: Server: Apache/2.4.54 (IUS)
send: b'PUT /trial1602/griddb/v2/gs_clustertrial1602/dbs/r_blog/containers/airlines/rows HTTP/1.1\r\nHost: cloud1.griddb.com\r\nUser-Agent: PostmanRuntime/7.29.0\r\nAccept-Encoding: gzip, deflate\r\nAccept: */*\r\nConnection: keep-alive\r\nAuthorization: Basic cHJhdGlrOnByYXRpaw==\r\nContent-Type: application/json; charset=UTF-8\r\nContent-Length: 426\r\n\r\n'
send: b'[["UA","United Air Lines Inc."],["AA","American Airlines Inc."],["US","US Airways Inc."],["F9","Frontier Airlines Inc."],["B6","JetBlue Airways"],["OO","Skywest Airlines Inc."],["AS","Alaska Airlines Inc."],["NK","Spirit Air Lines"],["WN","Southwest Airlines Co."],["DL","Delta Air Lines Inc."],["EV","Atlantic Southeast Airlines"],["HA","Hawaiian Airlines Inc."],["MQ","American Eagle Airlines Inc."],["VX","Virgin America"]]'
reply: 'HTTP/1.1 200 \r\n'
header: Date: Sun, 07 May 2023 08:20:17 GMT
header: Content-Type: application/json;charset=UTF-8
header: Transfer-Encoding: chunked
header: Connection: keep-alive
header: Server: Apache/2.4.54 (IUS)
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send: b'[["ABE","Lehigh Valley International Airport","Allentown","PA","USA",40.65236,-75.4404],["ABI","Abilene Regional Airport","Abilene","TX","USA",32.41132,-99.6819],["ABQ","Albuquerque International Sunport","Albuquerque","NM","USA",35.04022,-106.60919],["ABR","Aberdeen Regional Airport","Aberdeen","SD","USA",45.44906,-98.42183],["ABY","Southwest Georgia Regional Airport","Albany","GA","USA",31.53552,-84.19447],["ACK","Nantucket Memorial Airport","Nantucket","MA","USA",41.25305,-70.06018],["ACT","Waco Regional Airport","Waco","TX","USA",31.61129,-97.23052],["ACV","Arcata Airport","Arcata\\/Eureka","CA","USA",40.97812,-124.10862],["ACY","Atlantic City International Airport","Atlantic City","NJ","USA",39.45758,-74.57717],["ADK","Adak Airport","Adak","AK","USA",51.87796,-176.64603],["ADQ","Kodiak Airport","Kodiak","AK","USA",57.74997,-152.49386],["AEX","Alexandria International Airport","Alexandria","LA","USA",31.32737,-92.54856],["AGS","Augusta Regional Airport\\u00a0(Bush Field)","Augusta","GA","USA",33.36996,-81.9645],["AKN","King Salmon Airport","King Salmon","AK","USA",58.6768,-156.64922],["ALB","Albany International Airport","Albany","NY","USA",42.74812,-73.80298],["ALO","Waterloo Regional Airport","Waterloo","IA","USA",42.55708,-92.40034],["AMA","Rick Husband Amarillo International Airport","Amarillo","TX","USA",35.21937,-101.70593],["ANC","Ted Stevens Anchorage International Airport","Anchorage","AK","USA",61.17432,-149.99619],["APN","Alpena County Regional Airport","Alpena","MI","USA",45.07807,-83.56029],["ASE","Aspen-Pitkin County Airport","Aspen","CO","USA",39.22316,-106.86885],["ATL","Hartsfield-Jackson Atlanta International Airport","Atlanta","GA","USA",33.64044,-84.42694],["ATW","Appleton International Airport","Appleton","WI","USA",44.25741,-88.51948],["AUS","Austin-Bergstrom International Airport","Austin","TX","USA",30.19453,-97.66987],["AVL","Asheville Regional Airport","Asheville","NC","USA",35.43619,-82.54181],["AVP","Wilkes-Barre\\/Scranton International Airport","Wilkes-Barre\\/Scranton","PA","USA",41.33815,-75.72427],["AZO","Kalamazoo\\/Battle Creek International Airport","Kalamazoo","MI","USA",42.23488,-85.55206],["BDL","Bradley International Airport","Windsor Locks","CT","USA",41.93887,-72.68323],["BET","Bethel Airport","Bethel","AK","USA",60.77978,-161.838],["BFL","Meadows Field","Bakersfield","CA","USA",35.4336,-119.05677],["BGM","Greater Binghamton Airport","Binghamton","NY","USA",42.20848,-75.97961],["BGR","Bangor International Airport","Bangor","ME","USA",44.80744,-68.82814],["BHM","Birmingham-Shuttlesworth International Airport","Birmingham","AL","USA",33.56294,-86.75355],["BIL","Billings Logan International Airport","Billings","MT","USA",45.80766,-108.54286],["BIS","Bismarck Municipal Airport","Bismarck","ND","USA",46.77411,-100.74672],["BJI","Bemidji Regional Airport","Bemidji","MN","USA",47.50942,-94.93372],["BLI","Bellingham International Airport","Bellingham","WA","USA",48.79275,-122.53753],["BMI","Central Illinois Regional Airport at Bloomington-Normal","Bloomington","IL","USA",40.47799,-88.91595],["BNA","Nashville International Airport","Nashville","TN","USA",36.12448,-86.67818],["BOI","Boise Airport\\u00a0(Boise Air Terminal)","Boise","ID","USA",43.56444,-116.22278],["BOS","Gen. Edward Lawrence Logan International Airport","Boston","MA","USA",42.36435,-71.00518],["BPT","Jack Brooks Regional Airport\\u00a0(Southeast Texas Regional)","Beaumont\\/Port Arthur","TX","USA",29.95083,-94.02069],["BQK","Brunswick Golden Isles Airport","Brunswick","GA","USA",31.25903,-81.46631],["BQN","Rafael Hern\\u00e1ndez Airport","Aguadilla","PR","USA",18.49486,-67.12944],["BRD","Brainerd Lakes Regional Airport","Brainerd","MN","USA",46.39786,-94.13723],["BRO","Brownsville\\/South Padre Island International Airport","Brownsville","TX","USA",25.90683,-97.42586],["BRW","Wiley Post-Will Rogers Memorial Airport","Barrow","AK","USA",71.28545,-156.766],["BTM","Bert Mooney Airport","Butte","MT","USA",45.9548,-112.49746],["BTR","Baton Rouge Metropolitan Airport","Baton Rouge","LA","USA",30.53316,-91.14963],["BTV","Burlington International Airport","Burlington","VT","USA",44.473,-73.15031],["BUF","Buffalo Niagara International Airport","Buffalo","NY","USA",42.94052,-78.73217],["BUR","Bob Hope Airport\\u00a0(Hollywood Burbank Airport)","Burbank","CA","USA",34.20062,-118.3585],["BWI","Baltimore-Washington International Airport","Baltimore","MD","USA",39.1754,-76.6682],["BZN","Bozeman Yellowstone International Airport\\u00a0(Gallatin Field Airport)","Bozeman","MT","USA",45.7769,-111.15301],["CAE","Columbia Metropolitan Airport","Columbia","SC","USA",33.93884,-81.11954],["CAK","Akron-Canton Regional Airport","Akron","OH","USA",40.91631,-81.44247],["CDC","Cedar City Regional Airport","Cedar City","UT","USA",37.70097,-113.09858],["CDV","Merle K. (Mudhole) Smith Airport","Cordova","AK","USA",60.49183,-145.47765],["CEC","Del Norte County Airport\\u00a0(Jack McNamara Field)","Crescent City","CA","USA",41.78016,-124.23653],["CHA","Chattanooga Metropolitan Airport\\u00a0(Lovell Field)","Chattanooga","TN","USA",35.03527,-85.20379],["CHO","Charlottesville-Albemarle Airport","Charlottesville","VA","USA",38.13864,-78.45286],["CHS","Charleston International Airport\\/Charleston AFB","Charleston","SC","USA",32.89865,-80.04051],["CID","The Eastern Iowa Airport","Cedar Rapids","IA","USA",41.88459,-91.71087],["CIU","Chippewa County International Airport","Sault Ste. Marie","MI","USA",46.25075,-84.47239],["CLD","McClellan-Palomar Airport","San Diego","CA","USA",33.12723,-117.27873],["CLE","Cleveland Hopkins International Airport","Cleveland","OH","USA",41.41089,-81.8494],["CLL","Easterwood Airport","College Station","TX","USA",30.58859,-96.36382],["CLT","Charlotte Douglas International Airport","Charlotte","NC","USA",35.21401,-80.94313],["CMH","Port Columbus International Airport","Columbus","OH","USA",39.99799,-82.89188],["CMI","University of Illinois - Willard Airport","Champaign\\/Urbana","IL","USA",40.03925,-88.27806],["CMX","Houghton County Memorial Airport","Hancock","MI","USA",47.16842,-88.48906],["CNY","Canyonlands Field","Moab","UT","USA",38.75496,-109.75484],["COD","Yellowstone Regional Airport","Cody","WY","USA",44.52019,-109.0238],["COS","City of Colorado Springs Municipal Airport","Colorado Springs","CO","USA",38.80581,-104.70025],["COU","Columbia Regional Airport","Columbia","MO","USA",38.81809,-92.21963],["CPR","Natrona County International Airport","Casper","WY","USA",42.90836,-106.46447],["CRP","Corpus Christi International Airport","Corpus Christi","TX","USA",27.77036,-97.50122],["CRW","Yeager Airport","Charleston","WV","USA",38.37315,-81.59319],["CSG","Columbus Metropolitan Airport","Columbus","GA","USA",32.51633,-84.93886],["CVG","Cincinnati\\/Northern Kentucky International Airport","Covington","KY","USA",39.04614,-84.66217],["CWA","Central Wisconsin Airport","Mosinee","WI","USA",44.77762,-89.66678],["DAB","Daytona Beach International Airport","Daytona Beach","FL","USA",29.17992,-81.05806],["DAL","Dallas Love Field","Dallas","TX","USA",32.84711,-96.85177],["DAY","James M. Cox Dayton International Airport","Dayton","OH","USA",39.90238,-84.21938],["DBQ","Dubuque Regional Airport","Dubuque","IA","USA",42.40296,-90.70917],["DCA","Ronald Reagan Washington National Airport","Arlington","VA","USA",38.85208,-77.03772],["DEN","Denver International Airport","Denver","CO","USA",39.85841,-104.667],["DFW","Dallas\\/Fort Worth International Airport","Dallas-Fort Worth","TX","USA",32.89595,-97.0372],["DHN","Dothan Regional Airport","Dothan","AL","USA",31.32134,-85.44963],["DIK","Dickinson Theodore Roosevelt Regional Airport","Dickinson","ND","USA",46.79739,-102.80195],["DLG","Dillingham Airport","Dillingham","AK","USA",59.04541,-158.50334],["DLH","Duluth International Airport","Duluth","MN","USA",46.84209,-92.19365],["DRO","Durango-La Plata County Airport","Durango","CO","USA",37.15152,-107.75377],["DSM","Des Moines International Airport","Des Moines","IA","USA",41.53493,-93.66068],["DTW","Detroit Metropolitan Airport","Detroit","MI","USA",42.21206,-83.34884],["DVL","Devils Lake Regional Airport","Devils Lake","ND","USA",48.11425,-98.90878],["EAU","Chippewa Valley Regional Airport","Eau Claire","WI","USA",44.86526,-91.48507],["EGE","Eagle County Regional Airport","Eagle","CO","USA",39.64257,-106.9177],["EKO","Elko Regional Airport","Elko","NV","USA",40.82493,-115.7917],["ELM","Elmira\\/Corning Regional Airport","Elmira","NY","USA",42.15991,-76.89144],["ELP","El Paso International Airport","El Paso","TX","USA",31.80667,-106.37781],["ERI","Erie International Airport","Erie","PA","USA",42.08202,-80.17622],["ESC","Delta County Airport","Escanaba","MI","USA",45.72267,-87.09373],["EUG","Eugene Airport\\u00a0(Mahlon Sweet Field)","Eugene","OR","USA",44.12326,-123.21869],["EVV","Evansville Regional Airport","Evansville","IN","USA",38.03799,-87.53063],["EWN","Coastal Carolina Regional Airport\\u00a0(Craven County Regional)","New Bern","NC","USA",35.07297,-77.04294],["EWR","Newark Liberty International Airport","Newark","NJ","USA",40.6925,-74.16866],["EYW","Key West International Airport","Key West","FL","USA",24.55611,-81.75956],["FAI","Fairbanks International Airport","Fairbanks","AK","USA",64.81368,-147.85967],["FAR","Hector International Airport","Fargo","ND","USA",46.91935,-96.81499],["FAT","Fresno Yosemite International Airport","Fresno","CA","USA",36.77619,-119.71814],["FAY","Fayetteville Regional Airport","Fayetteville","NC","USA",34.99147,-78.88],["FCA","Glacier Park International Airport","Kalispell","MT","USA",48.3114,-114.25507],["FLG","Flagstaff Pulliam Airport","Flagstaff","AZ","USA",35.13845,-111.67122],["FLL","Fort Lauderdale-Hollywood International Airport","Ft. Lauderdale","FL","USA",26.07258,-80.15275],["FNT","Bishop International Airport","Flint","MI","USA",42.9655,-83.74346],["FSD","Sioux Falls Regional Airport","Sioux Falls","SD","USA",43.58135,-96.7417],["FSM","Fort Smith Regional Airport","Fort Smith","AR","USA",35.33659,-94.36744],["FWA","Fort Wayne International Airport","Fort Wayne","IN","USA",40.97847,-85.19515],["GCC","Gillette-Campbell County Airport","Gillette","WY","USA",44.3489,-105.53936],["GCK","Garden City Regional Airport","Garden City","KS","USA",37.92752,-100.72441],["GEG","Spokane International Airport","Spokane","WA","USA",47.61986,-117.53384],["GFK","Grand Forks International Airport","Grand Forks","ND","USA",47.94926,-97.17611],["GGG","East Texas Regional Airport","Longview","TX","USA",32.38486,-94.71171],["GJT","Grand Junction Regional Airport\\u00a0(Walker Field)","Grand Junction","CO","USA",39.12241,-108.52673],["GNV","Gainesville Regional Airport","Gainesville","FL","USA",29.69006,-82.27178],["GPT","Gulfport-Biloxi International Airport","Gulfport-Biloxi","MS","USA",30.40728,-89.07009],["GRB","Green Bay-Austin Straubel International Airport","Green Bay","WI","USA",44.48507,-88.12959],["GRI","Central Nebraska Regional Airport","Grand Island","NE","USA",40.96747,-98.30861],["GRK","Killeen-Fort Hood Regional Airport","Killeen","TX","USA",31.0649,-97.8278],["GRR","Gerald R. Ford International Airport","Grand Rapids","MI","USA",42.88082,-85.52277],["GSO","Piedmont Triad International Airport","Greensboro","NC","USA",36.09775,-79.9373],["GSP","Greenville-Spartanburg International Airport","Greer","SC","USA",34.89567,-82.21886],["GST","Gustavus Airport","Gustavus","AK","USA",58.42438,-135.70738],["GTF","Great Falls International Airport","Great Falls","MT","USA",47.482,-111.37069],["GTR","Golden Triangle Regional Airport","Columbus-Starkville-West Point","MS","USA",33.45033,-88.59137],["GUC","Gunnison-Crested Butte Regional Airport","Gunnison","CO","USA",38.53396,-106.93318],["GUM","Guam International Airport","Agana","GU","USA",13.48345,-144.79598],["HDN","Yampa Valley Airport\\u00a0(Yampa Valley Regional)","Hayden","CO","USA",40.48118,-107.21766],["HIB","Range Regional Airport\\u00a0(Chisholm-Hibbing Airport)","Hibbing","MN","USA",47.3866,-92.83899],["HLN","Helena Regional Airport","Helena","MT","USA",46.60682,-111.98275],["HNL","Honolulu International Airport","Honolulu","HI","USA",21.31869,-157.92241],["HOB","Lea County Regional Airport","Hobbs","NM","USA",32.68753,-103.21703],["HOU","William P. Hobby Airport","Houston","TX","USA",29.64542,-95.27889],["HPN","Westchester County Airport","White Plains","NY","USA",41.06696,-73.70757],["HRL","Valley International Airport","Harlingen","TX","USA",26.22851,-97.65439],["HSV","Huntsville International Airport","Huntsville","AL","USA",34.64045,-86.77311],["HYA","Barnstable Municipal Airport","Hyannis","MA","USA",41.66934,-70.28036],["HYS","Hays Regional Airport","Hays","KS","USA",38.84494,-99.27403],["IAD","Washington Dulles International Airport","Chantilly","VA","USA",38.94453,-77.45581],["IAG","Niagara Falls International Airport","Niagara Falls","NY","USA",43.10726,-78.94538],["IAH","George Bush Intercontinental Airport","Houston","TX","USA",29.98047,-95.33972],["ICT","Wichita Dwight D. Eisenhower National Airport\\u00a0(Wichita Mid-Continent Airport)","Wichita","KS","USA",37.64996,-97.43305],["IDA","Idaho Falls Regional Airport","Idaho Falls","ID","USA",43.51456,-112.07017],["ILG","Wilmington Airport","Wilmington","DE","USA",39.67872,-75.60653],["ILM","Wilmington International Airport","Wilmington","NC","USA",34.27061,-77.90256],["IMT","Ford Airport","Iron Mountain\\/Kingsford","MI","USA",45.81835,-88.11454],["IND","Indianapolis International Airport","Indianapolis","IN","USA",39.71733,-86.29438],["INL","Falls International Airport","International Falls","MN","USA",48.56619,-93.40307],["ISN","Sloulin Field International Airport","Williston","ND","USA",48.17794,-103.64235],["ISP","Long Island MacArthur Airport","Islip","NY","USA",40.79524,-73.10021],["ITH","Ithaca Tompkins Regional Airport","Ithaca","NY","USA",42.49103,-76.45844],["ITO","Hilo International Airport","Hilo","HI","USA",19.72026,-155.04847],["JAC","Jackson Hole Airport","Jackson","WY","USA",43.60732,-110.73774],["JAN","Jackson-Evers International Airport","Jackson","MS","USA",32.31117,-90.07589],["JAX","Jacksonville International Airport","Jacksonville","FL","USA",30.49406,-81.68786],["JFK","John F. Kennedy International Airport\\u00a0(New York International Airport)","New York","NY","USA",40.63975,-73.77893],["JLN","Joplin Regional Airport","Joplin","MO","USA",37.15181,-94.49827],["JMS","Jamestown Regional Airport","Jamestown","ND","USA",46.92972,-98.6782],["JNU","Juneau International Airport","Juneau","AK","USA",58.35496,-134.57628],["KOA","Kona International Airport at Keahole","Kailua\\/Kona","HI","USA",19.73877,-156.04563],["KTN","Ketchikan International Airport","Ketchikan","AK","USA",55.35557,-131.71374],["LAN","Capital Region International Airport\\u00a0( Lansing Capital City)","Lansing","MI","USA",42.7787,-84.58736],["LAR","Laramie Regional Airport","Laramie","WY","USA",41.31205,-105.67499],["LAS","McCarran International Airport","Las Vegas","NV","USA",36.08036,-115.15233],["LAW","Lawton-Fort Sill Regional Airport","Lawton","OK","USA",34.56771,-98.41664],["LAX","Los Angeles International Airport","Los Angeles","CA","USA",33.94254,-118.40807],["LBB","Lubbock Preston Smith International Airport","Lubbock","TX","USA",33.66364,-101.82278],["LBE","Arnold Palmer Regional Airport","Latrobe","PA","USA",40.27594,-79.4048],["LCH","Lake Charles Regional Airport","Lake Charles","LA","USA",30.1261,-93.2234],["LEX","Blue Grass Airport","Lexington","KY","USA",38.03697,-84.60539],["LFT","Lafayette Regional Airport","Lafayette","LA","USA",30.20528,-91.98766],["LGA","LaGuardia Airport (Marine Air Terminal)","New York","NY","USA",40.77724,-73.87261],["LGB","Long Beach Airport\\u00a0(Daugherty Field)","Long Beach","CA","USA",33.81772,-118.15161],["LIH","Lihue Airport","Lihue","HI","USA",21.97598,-159.33896],["LIT","Bill and Hillary Clinton National Airport\\u00a0(Adams Field)","Little Rock","AR","USA",34.7294,-92.22425],["LNK","Lincoln Airport\\u00a0(Lincoln Municipal)","Lincoln","NE","USA",40.85097,-96.75925],["LRD","Laredo International Airport","Laredo","TX","USA",27.54374,-99.46154],["LSE","La Crosse Regional Airport","La Crosse","WI","USA",43.87938,-91.25654],["LWS","Lewiston-Nez Perce County Airport","Lewiston","ID","USA",46.3745,-117.01539],["MAF","Midland International Airport","Midland","TX","USA",31.94253,-102.20191],["MBS","MBS International Airport","Saginaw","MI","USA",43.53291,-84.07965],["MCI","Kansas City International Airport","Kansas City","MO","USA",39.29761,-94.71391],["MCO","Orlando International Airport","Orlando","FL","USA",28.42889,-81.31603],["MDT","Harrisburg International Airport","Harrisburg","PA","USA",40.1935,-76.7634],["MDW","Chicago Midway International Airport","Chicago","IL","USA",41.78598,-87.75242],["MEI","Meridian Regional Airport","Meridian","MS","USA",32.33313,-88.75121],["MEM","Memphis International Airport","Memphis","TN","USA",35.04242,-89.97667],["MFE","McAllen-Miller International Airport\\u00a0(McAllen Miller International)","McAllen","TX","USA",26.17583,-98.23861],["MFR","Rogue Valley International Airport","Medford","OR","USA",42.37423,-122.8735],["MGM","Montgomery Regional Airport","Montgomery","AL","USA",32.30064,-86.39398],["MHK","Manhattan Regional Airport","Manhattan","KS","USA",39.14097,-96.67083],["MHT","Manchester-Boston Regional Airport","Manchester","NH","USA",42.93452,-71.43706],["MIA","Miami International Airport","Miami","FL","USA",25.79325,-80.29056],["MKE","General Mitchell International Airport","Milwaukee","WI","USA",42.94722,-87.89658],["MKG","Muskegon County Airport","Muskegon","MI","USA",43.16949,-86.23822],["MLB","Melbourne International Airport","Melbourne","FL","USA",28.10275,-80.64581],["MLI","Quad City International Airport","Moline","IL","USA",41.44853,-90.50754],["MLU","Monroe Regional Airport","Monroe","LA","USA",32.51087,-92.03769],["MMH","Mammoth Yosemite Airport","Mammoth Lakes","CA","USA",37.62405,-118.83777],["MOB","Mobile Regional Airport","Mobile","AL","USA",30.69142,-88.24283],["MOT","Minot International Airport","Minot","ND","USA",48.25938,-101.28033],["MQT","Sawyer International Airport","Marquette","MI","USA",46.35364,-87.39536],["MRY","Monterey Regional Airport\\u00a0(Monterey Peninsula Airport)","Monterey","CA","USA",36.58698,-121.84295],["MSN","Dane County Regional Airport","Madison","WI","USA",43.13986,-89.33751],["MSO","Missoula International Airport","Missoula","MT","USA",46.91631,-114.09056],["MSP","Minneapolis-Saint Paul International Airport","Minneapolis","MN","USA",44.88055,-93.21692],["MSY","Louis Armstrong New Orleans International Airport","New Orleans","LA","USA",29.99339,-90.25803],["MTJ","Montrose Regional Airport","Montrose","CO","USA",38.50887,-107.89383],["MVY","Martha\'s Vineyard Airport","Marthas Vineyard","MA","USA",41.39303,-70.61433],["MYR","Myrtle Beach International Airport","Myrtle Beach","SC","USA",33.67975,-78.92833],["OAJ","Albert J. Ellis Airport","Jacksonville","NC","USA",34.82916,-77.61214],["OAK","Oakland International Airport","Oakland","CA","USA",37.72129,-122.22072],["OGG","Kahului Airport","Kahului","HI","USA",20.89865,-156.43046],["OKC","Will Rogers World Airport","Oklahoma City","OK","USA",35.39309,-97.60073],["OMA","Eppley Airfield","Omaha","NE","USA",41.30252,-95.89417],["OME","Nome Airport","Nome","AK","USA",64.5122,-165.44525],["ONT","Ontario International Airport","Ontario","CA","USA",34.056,-117.60119],["ORD","Chicago O\'Hare International Airport","Chicago","IL","USA",41.9796,-87.90446],["ORF","Norfolk International Airport","Norfolk","VA","USA",36.89461,-76.20122],["ORH","Worcester Regional Airport","Worcester","MA","USA",42.26734,-71.87571],["OTH","Southwest Oregon Regional Airport\\u00a0(North Bend Municipal)","North Bend","OR","USA",43.41714,-124.24603],["OTZ","Ralph Wien Memorial Airport","Kotzebue","AK","USA",66.88468,-162.59855],["PAH","Barkley Regional Airport","Paducah","KY","USA",37.06083,-88.77375],["PBI","Palm Beach International Airport","West Palm Beach","FL","USA",26.68316,-80.09559],["PDX","Portland International Airport","Portland","OR","USA",45.58872,-122.5975],["PHF","Newport News\\/Williamsburg International Airport","Newport News","VA","USA",37.1319,-76.49299],["PHL","Philadelphia International Airport","Philadelphia","PA","USA",39.87195,-75.24114],["PHX","Phoenix Sky Harbor International Airport","Phoenix","AZ","USA",33.43417,-112.00806],["PIA","General Wayne A. Downing Peoria International Airport","Peoria","IL","USA",40.66424,-89.69331],["PIB","Hattiesburg-Laurel Regional Airport","Hattiesburg-Laurel","MS","USA",31.46715,-89.33706],["PIH","Pocatello Regional Airport","Pocatello","ID","USA",42.91131,-112.59586],["PIT","Pittsburgh International Airport","Pittsburgh","PA","USA",40.49147,-80.23287],["PLN","Pellston Regional Airport of Emmet County","Pellston","MI","USA",45.57093,-84.79672],["PNS","Pensacola International Airport\\u00a0(Pensacola Gulf Coast Regional Airport)","Pensacola","FL","USA",30.47331,-87.18744],["PPG","Pago Pago International Airport (Tafuna Airport)","Pago Pago","AS","USA",14.33102,-170.71053],["PSC","Tri-Cities Airport","Pasco","WA","USA",46.26468,-119.11903],["PSE","Mercedita Airport","Ponce","PR","USA",18.0083,-66.56301],["PSG","Petersburg James A. Johnson Airport","Petersburg","AK","USA",56.80165,-132.94528],["PSP","Palm Springs International Airport","Palm Springs","CA","USA",33.82922,-116.50625],["PUB","Pueblo Memorial Airport","Pueblo","CO","USA",38.28909,-104.49657],["PVD","Theodore Francis Green State Airport","Providence","RI","USA",41.724,-71.42822],["PWM","Portland International Jetport","Portland","ME","USA",43.64617,-70.30875],["RAP","Rapid City Regional Airport","Rapid City","SD","USA",44.04532,-103.05737],["RDD","Redding Municipal Airport","Redding","CA","USA",40.50898,-122.2934],["RDM","Redmond Municipal Airport\\u00a0(Roberts Field)","Redmond","OR","USA",44.25407,-121.14996],["RDU","Raleigh-Durham International Airport","Raleigh","NC","USA",35.87764,-78.78747],["RHI","Rhinelander-Oneida County Airport","Rhinelander","WI","USA",45.63119,-89.46745],["RIC","Richmond International Airport","Richmond","VA","USA",37.50517,-77.31967],["RKS","Rock Springs-Sweetwater County Airport","Rock Springs","WY","USA",41.59422,-109.06519],["RNO","Reno\\/Tahoe International Airport","Reno","NV","USA",39.49858,-119.76806],["ROA","Roanoke Regional Airport\\u00a0(Woodrum Field)","Roanoke","VA","USA",37.32547,-79.97543],["ROC","Greater Rochester International Airport","Rochester","NY","USA",43.11887,-77.67238],["ROW","Roswell International Air Center","Roswell","NM","USA",33.30156,-104.53056],["RST","Rochester International Airport","Rochester","MN","USA",43.90883,-92.49799],["RSW","Southwest Florida International Airport","Ft. Myers","FL","USA",26.53617,-81.75517],["SAF","Santa Fe Municipal Airport","Santa Fe","NM","USA",35.61678,-106.08814],["SAN","San Diego International Airport\\u00a0(Lindbergh Field)","San Diego","CA","USA",32.73356,-117.18966],["SAT","San Antonio International Airport","San Antonio","TX","USA",29.53369,-98.46978],["SAV","Savannah\\/Hilton Head International Airport","Savannah","GA","USA",32.12758,-81.20214],["SBA","Santa Barbara Municipal Airport\\u00a0(Santa Barbara Airport)","Santa Barbara","CA","USA",34.42621,-119.84037],["SBN","South Bend International Airport\\u00a0(South Bend Regional)","South Bend","IN","USA",41.70895,-86.31847],["SBP","San Luis Obispo County Regional Airport\\u00a0(McChesney Field)","San Luis Obispo","CA","USA",35.23706,-120.64239],["SCC","Deadhorse Airport\\u00a0(Prudhoe Bay Airport)","Deadhorse","AK","USA",70.19476,-148.46516],["SCE","University Park Airport","State College","PA","USA",40.85121,-77.8463],["SDF","Louisville International Airport\\u00a0(Standiford Field)","Louisville","KY","USA",38.17439,-85.736],["SEA","Seattle-Tacoma International Airport","Seattle","WA","USA",47.44898,-122.30931],["SFO","San Francisco International Airport","San Francisco","CA","USA",37.619,-122.37484],["SGF","Springfield-Branson National Airport","Springfield","MO","USA",37.24433,-93.38686],["SGU","St. George Regional Airport","St George","UT","USA",37.09058,-113.59306],["SHV","Shreveport Regional Airport","Shreveport","LA","USA",32.44663,-93.8256],["SIT","Sitka Rocky Gutierrez Airport","Sitka","AK","USA",57.04714,-135.3616],["SJC","Norman Y. Mineta San Jos\\u00e9 International Airport","San Jose","CA","USA",37.36186,-121.92901],["SJT","San Angelo Regional Airport\\u00a0(Mathis Field)","San Angelo","TX","USA",31.35775,-100.49631],["SJU","Luis Mu\\u00f1oz Mar\\u00edn International Airport","San Juan","PR","USA",18.43942,-66.00183],["SLC","Salt Lake City International Airport","Salt Lake City","UT","USA",40.78839,-111.97777],["SMF","Sacramento International Airport","Sacramento","CA","USA",38.69542,-121.59077],["SMX","Santa Maria Public Airport\\u00a0(Capt G. Allan Hancock Field)","Santa Maria","CA","USA",34.89925,-120.45758],["SNA","John Wayne Airport\\u00a0(Orange County Airport)","Santa Ana","CA","USA",33.67566,-117.86822],["SPI","Abraham Lincoln Capital Airport","Springfield","IL","USA",39.84395,-89.67762],["SPS","Wichita Falls Municipal Airport\\/Sheppard AFB","Wichita Falls","TX","USA",33.9888,-98.49189],["SRQ","Sarasota-Bradenton International Airport","Sarasota","FL","USA",27.39533,-82.55411],["STC","St. Cloud Regional Airport","St Cloud","MN","USA",45.54532,-94.05834],["STL","St. Louis International Airport at Lambert Field","St Louis","MO","USA",38.74769,-90.35999],["STT","Cyril E. King Airport","Charlotte Amalie","VI","USA",18.33731,-64.97336],["STX","Henry E. Rohlsen Airport","Christiansted","VI","USA",17.70189,-64.79856],["SUN","Friedman Memorial Airport","Hailey","ID","USA",43.50484,-114.29659],["SUX","Sioux Gateway Airport","Sioux City","IA","USA",42.4026,-96.38437],["SWF","Stewart International Airport","Newburgh","NY","USA",41.50409,-74.10484],["SYR","Syracuse Hancock International Airport","Syracuse","NY","USA",43.11119,-76.10631],["TLH","Tallahassee International Airport","Tallahassee","FL","USA",30.39653,-84.35033],["TOL","Toledo Express Airport","Toledo","OH","USA",41.58681,-83.80783],["TPA","Tampa International Airport","Tampa","FL","USA",27.97547,-82.53325],["TRI","Tri-Cities Regional Airport","Bristol","TN","USA",36.47521,-82.40742],["TTN","Trenton Mercer Airport","Trenton","NJ","USA",40.27669,-74.81347],["TUL","Tulsa International Airport","Tulsa","OK","USA",36.19837,-95.88824],["TUS","Tucson International Airport","Tucson","AZ","USA",32.11608,-110.94103],["TVC","Cherry Capital Airport","Traverse City","MI","USA",44.74144,-85.58224],["TWF","Magic Valley Regional Airport\\u00a0(Joslin Field)","Twin Falls","ID","USA",42.4818,-114.48774],["TXK","Texarkana Regional Airport\\u00a0(Webb Field)","Texarkana","AR","USA",33.45371,-93.99102],["TYR","Tyler Pounds Regional Airport","Tyler","TX","USA",32.35414,-95.40239],["TYS","McGhee Tyson Airport","Knoxville","TN","USA",35.81249,-83.99286],["VEL","Valdez Airport","Vernal","UT","USA",40.4409,-109.50992],["VLD","Valdosta Regional Airport","Valdosta","GA","USA",30.7825,-83.27672],["VPS","Destin-Fort Walton Beach Airport\\/Eglin AFB","Valparaiso","FL","USA",30.48325,-86.5254],["WRG","Wrangell Airport","Wrangell","AK","USA",56.48433,-132.36982],["WYS","Westerly State Airport","West Yellowstone","MT","USA",44.6884,-111.11764],["XNA","Northwest Arkansas Regional Airport","Fayetteville\\/Springdale\\/Rogers","AR","USA",36.28187,-94.30681],["YAK","Yakutat Airport","Yakutat","AK","USA",59.50336,-139.66023],["YUM","Yuma International Airport","Yuma","AZ","USA",32.65658,-114.60597]]'
reply: 'HTTP/1.1 200 \r\n'
header: Date: Sun, 07 May 2023 08:20:17 GMT
header: Content-Type: application/json;charset=UTF-8
header: Transfer-Encoding: chunked
header: Connection: keep-alive
header: Server: Apache/2.4.54 (IUS)

In [15]:

#Construct the SQL to be used
sql1 = ("SELECT * FROM flight")
sql2 = ("SELECT * FROM airlines")
sql3 = ("SELECT * FROM airports")

url = base_url + '/sql'
request_body1 = '[{"type":"sql-select", "stmt":"'+sql1+'"}]'
request_body2 = '[{"type":"sql-select", "stmt":"'+sql2+'"}]'
request_body3 = '[{"type":"sql-select", "stmt":"'+sql3+'"}]'

Invoke the GridDB SQL API to retrieve the results and process it.

In [17]:

data_req1 = requests.post(url, data=request_body1, headers=header_obj,auth=HTTPBasicAuth('<user>', '<pass>'))
data_req2 = requests.post(url, data=request_body2, headers=header_obj,auth=HTTPBasicAuth('<user>', '<pass>'))
data_req3 = requests.post(url, data=request_body3, headers=header_obj,auth=HTTPBasicAuth('<user>', '<pass>'))


myJson1 = data_req1.json()
flight_columns = [col["name"] for col in myJson1[0]["columns"]]
flight = pd.DataFrame(myJson1[0]["results"], columns=flight_columns)

myJson2 = data_req2.json()
airlines_columns = [col["name"] for col in myJson2[0]["columns"]]
airlines = pd.DataFrame(myJson2[0]["results"], columns=airlines_columns)

myJson3 = data_req3.json()
airports_columns = [col["name"] for col in myJson3[0]["columns"]]
airports = pd.DataFrame(myJson3[0]["results"], columns=airports_columns)

send: b'POST /trial1602/griddb/v2/gs_clustertrial1602/dbs/r_blog//sql HTTP/1.1\r\nHost: cloud1.griddb.com\r\nUser-Agent: PostmanRuntime/7.29.0\r\nAccept-Encoding: gzip, deflate\r\nAccept: */*\r\nConnection: keep-alive\r\nAuthorization: Basic cHJhdGlrOnByYXRpaw==\r\nContent-Type: application/json; charset=UTF-8\r\nContent-Length: 54\r\n\r\n'
send: b'[{"type":"sql-select", "stmt":"SELECT * FROM flight"}]'
reply: 'HTTP/1.1 200 \r\n'
header: Date: Sun, 07 May 2023 08:34:28 GMT
header: Content-Type: application/json;charset=UTF-8
header: Transfer-Encoding: chunked
header: Connection: keep-alive
header: Server: Apache/2.4.54 (IUS)
send: b'POST /trial1602/griddb/v2/gs_clustertrial1602/dbs/r_blog//sql HTTP/1.1\r\nHost: cloud1.griddb.com\r\nUser-Agent: PostmanRuntime/7.29.0\r\nAccept-Encoding: gzip, deflate\r\nAccept: */*\r\nConnection: keep-alive\r\nAuthorization: Basic cHJhdGlrOnByYXRpaw==\r\nContent-Type: application/json; charset=UTF-8\r\nContent-Length: 56\r\n\r\n'
send: b'[{"type":"sql-select", "stmt":"SELECT * FROM airlines"}]'
reply: 'HTTP/1.1 200 \r\n'
header: Date: Sun, 07 May 2023 08:34:29 GMT
header: Content-Type: application/json;charset=UTF-8
header: Transfer-Encoding: chunked
header: Connection: keep-alive
header: Server: Apache/2.4.54 (IUS)
send: b'POST /trial1602/griddb/v2/gs_clustertrial1602/dbs/r_blog//sql HTTP/1.1\r\nHost: cloud1.griddb.com\r\nUser-Agent: PostmanRuntime/7.29.0\r\nAccept-Encoding: gzip, deflate\r\nAccept: */*\r\nConnection: keep-alive\r\nAuthorization: Basic cHJhdGlrOnByYXRpaw==\r\nContent-Type: application/json; charset=UTF-8\r\nContent-Length: 56\r\n\r\n'
send: b'[{"type":"sql-select", "stmt":"SELECT * FROM airports"}]'
reply: 'HTTP/1.1 200 \r\n'
header: Date: Sun, 07 May 2023 08:34:29 GMT
header: Content-Type: application/json;charset=UTF-8
header: Transfer-Encoding: chunked
header: Connection: keep-alive
header: Server: Apache/2.4.54 (IUS)

When it comes to IoT and Big Data use cases, GridDB clearly stands out among other databases in the Relational and NoSQL space. Overall, GridDB offers multiple reliability features for mission-critical applications that require high availability and data retention.

4. Preprocessing and Data Visualization¶

Various Plots are created so as to get a great idea of whats happening in the Dataset and what is the most important variable affecting the dalays of the airlines.

In [21]:

df_flight = flight

In [22]:

# converting to datetime.
def conv_time(time_val):
    if pd.isnull(time_val):
        return np.nan
    else:
        if time_val == 2400: time_val = 0
        time_val = "{0:04d}".format(int(time_val))
        time_formatted = datetime.time(int(time_val[0:2]), int(time_val[2:4]))
    return time_formatted

In [27]:

df_flight['SCHEDULED_ARRIVAL'] = df_flight['SCHEDULED_ARRIVAL'].apply(conv_time)

After we've converted the necessary time values to a DateTime datatype, we need to validate our data. Null values and missing data are common data states that must be handled.

In [28]:

df_flight['AIRLINE_DELAY'] = df_flight['AIRLINE_DELAY'].fillna(0)
df_flight['AIR_SYSTEM_DELAY'] = df_flight['AIR_SYSTEM_DELAY'].fillna(0)
df_flight['SECURITY_DELAY'] = df_flight['SECURITY_DELAY'].fillna(0)
df_flight['LATE_AIRCRAFT_DELAY'] = df_flight['LATE_AIRCRAFT_DELAY'].fillna(0)
df_flight['WEATHER_DELAY'] = df_flight['WEATHER_DELAY'].fillna(0)

In [29]:

df_flight['CANCELLATION_REASON'].value_counts()

Out[29]:

CANCELLATION_REASON
X    9567
Name: count, dtype: int64

As can be seen, the primary reason for cancellation is B the weather. Weather is well known to be a major cause of delays and cancellations. In the case of this attribute, we consider the weather to be a cancellation reason rather than a delay reason.

In [30]:

# converting categoric value to numeric
df_flight.loc[df_flight['CANCELLATION_REASON'] == 'A', 'CANCELLATION_REASON'] = 1
df_flight.loc[df_flight['CANCELLATION_REASON'] == 'B', 'CANCELLATION_REASON'] = 2
df_flight.loc[df_flight['CANCELLATION_REASON'] == 'C', 'CANCELLATION_REASON'] = 3
df_flight.loc[df_flight['CANCELLATION_REASON'] == 'D', 'CANCELLATION_REASON'] = 4

# converting NaN to zero
df_flight['CANCELLATION_REASON'] = df_flight['CANCELLATION_REASON'].fillna(0)

In [31]:

df_flight = df_flight.dropna(axis=0)
df_flight.isnull().sum()

Out[31]:

YEAR                   0
MONTH                  0
DAY                    0
DAY_OF_WEEK            0
AIRLINE                0
FLIGHT_NUMBER          0
ORIGIN_AIRPORT         0
DESTINATION_AIRPORT    0
SCHEDULED_DEPARTURE    0
SCHEDULED_TIME         0
DISTANCE               0
SCHEDULED_ARRIVAL      0
ARRIVAL_DELAY          0
DIVERTED               0
CANCELLED              0
CANCELLATION_REASON    0
AIR_SYSTEM_DELAY       0
SECURITY_DELAY         0
AIRLINE_DELAY          0
LATE_AIRCRAFT_DELAY    0
WEATHER_DELAY          0
dtype: int64

In [32]:

df_airlines = airlines

In [33]:

df_flight = df_flight.merge(df_airlines, left_on='AIRLINE', right_on='IATA_CODE', how='inner')

In [34]:

# dropping old column and rename new one
df_flight = df_flight.drop(['AIRLINE_x','IATA_CODE'], axis=1)
df_flight = df_flight.rename(columns={"AIRLINE_y":"AIRLINE"})

Distribution Analysis following Cleansing, Conversion, and preprocessing the features of data. Now we need to identify the features that are most likely to influence flight delays for our prediction.

In [35]:

fig_dim = (9,10)
f, ax = plt.subplots(figsize=fig_dim)
quality=df_flight["AIRLINE"].unique()
size=df_flight["AIRLINE"].value_counts()

plt.pie(size,labels=quality,autopct='%1.0f%%')
plt.show()

In [36]:

sns.set(style="whitegrid")

fig_dim = (8,9)
f, ax = plt.subplots(figsize=fig_dim)
sns.despine(bottom=True, left=True)
sns.stripplot(x="ARRIVAL_DELAY", y="AIRLINE",
              data=df_flight, dodge=True, jitter=True
            )
plt.show()

The distribution above compares the airlines to their ARRIVAL DELAYs. It clearly demonstrates that American Airlines has a wide range of delays.

5. Predictions¶

In [38]:

# Marking the delayed flight

df_flight['DELAYED'] = df_flight.loc[:,'ARRIVAL_DELAY'].values > 0

y = df_flight.DELAYED

# Choosing the indeoendent variable
feature_list_s = [
    'LATE_AIRCRAFT_DELAY'
    ,'AIRLINE_DELAY'
    ,'AIR_SYSTEM_DELAY'
    ,'WEATHER_DELAY'
    ]

X_small = df_flight[feature_list_s]

In [40]:

# Baseline-Model RandomForestClassifier 
from sklearn.ensemble import RandomForestClassifier

clf = RandomForestClassifier(n_estimators = 10, random_state=32) 
clf.fit(X_small, y)

Out[40]:

RandomForestClassifier(n_estimators=10, random_state=32)

In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.

In [41]:

importances=clf.feature_importances_
importances=pd.DataFrame([X_small.columns,importances]).transpose()
importances.columns=[['Variables','Importance']]
importances

Out[41]:

	Variables	Importance
0	LATE_AIRCRAFT_DELAY	0.238558
1	AIRLINE_DELAY	0.376746
2	AIR_SYSTEM_DELAY	0.365634
3	WEATHER_DELAY	0.019062

In [44]:

# choosing the predictors
feature_list = [
    'YEAR'
    ,'MONTH'
    ,'DAY'
    ,'LATE_AIRCRAFT_DELAY'
    ,'AIRLINE_DELAY'
    ,'AIR_SYSTEM_DELAY'
    ,'WEATHER_DELAY'
    ,'SCHEDULED_TIME'
    ,'DISTANCE'
    ,'DAY_OF_WEEK'
    ,'SECURITY_DELAY'
]
# Any number can be used in place of '0'. 
import random
random.seed(0)
    
df_flight_1=df_flight.sample(n=500)
X = df_flight_1[feature_list]

In [45]:

y = df_flight_1.DELAYED
X_train,X_test,y_train,y_test=train_test_split(X,y,test_size=0.2,random_state=0)
from sklearn.preprocessing import scale
X_train=scale(X_train)
X_test=scale(X_test)

In [46]:

MLA = [ ensemble.AdaBoostRegressor(),
    ensemble.BaggingRegressor(),
    tree.DecisionTreeRegressor(),
    tree.ExtraTreeRegressor(),
    ensemble.ExtraTreesRegressor(),
    ensemble.GradientBoostingRegressor(),
    ensemble.RandomForestRegressor(),
    neighbors.KNeighborsRegressor()]

In [47]:

MLA_col = []
MLA_compare = pd.DataFrame(columns = MLA_col)
results=[]

row_index = 0
for alg in MLA:
    
    cv_results = cross_val_score(alg, X_train, y_train, cv=10)
    results.append(cv_results)
    predicted = alg.fit(X_train, y_train).predict(X_test)
    fp, tp, th = roc_curve(y_test, predicted)
    MLA_name = alg.__class__.__name__
    MLA_compare.loc[row_index,'MLA Name'] = MLA_name
    MLA_compare.loc[row_index, 'MLA Train Accuracy'] = round(alg.score(X_train, y_train), 4)
    MLA_compare.loc[row_index, 'MLA Test Accuracy'] = round(alg.score(X_test, y_test), 4)
    MLA_compare.loc[row_index, 'MLA AUC'] = auc(fp, tp)
    
    
    row_index+=1
    
MLA_compare.sort_values(by = ['MLA Test Accuracy'], ascending = False, inplace = True)    
MLA_compare

Out[47]:

	MLA Name	MLA Train Accuracy	MLA Test Accuracy	MLA AUC
5	GradientBoostingRegressor	0.6149	0.2519	0.739532
0	AdaBoostRegressor	0.3324	0.2295	0.690476
6	RandomForestRegressor	0.8863	0.1766	0.748153
4	ExtraTreesRegressor	0.9888	0.1658	0.737685
7	KNeighborsRegressor	0.5018	0.1363	0.704023
1	BaggingRegressor	0.8551	0.1021	0.733580
3	ExtraTreeRegressor	0.9888	-0.0263	0.738506
2	DecisionTreeRegressor	0.9888	-0.1084	0.711412

The below plot shows the test train accuracy with respect to each models.

In [48]:

plt.subplots(figsize=(10,6))
sns.lineplot(x="MLA Name", y="MLA Train Accuracy",data=MLA_compare,palette='hot',label='Train Accuracy')
sns.lineplot(x="MLA Name", y="MLA Test Accuracy",data=MLA_compare,palette='hot',label='Test Accuracy')
plt.xticks(rotation=90)
plt.title('Model Accuracy')
plt.legend()
plt.show()

So this is basiccally the Test accuracy result of each models, where we can see Random Forest is giving us the best results.

6. Conclusion¶

In this tutorial we analysed and predicted flight delays using Python and GridDB. We examined two ways to import our data, using (1) GridDB and (2) Pandas. For large datasets, GridDB provides an excellent alternative to import data in your notebook as it is open-source and highly scalable. Download GridDB today!

If you have any questions about the blog, please create a Stack Overflow post here https://stackoverflow.com/questions/ask?tags=griddb .
Make sure that you use the “griddb” tag so our engineers can quickly reply to your questions.

Predicting flight delays using Python and GridDB