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ml-project-group-3
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kaggle-airline-delay

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year
int64
2.01k
2.02k
month
int64
1
12
carrier
stringclasses
21 values
carrier_name
stringclasses
23 values
airport
stringclasses
395 values
airport_name
stringclasses
419 values
arr_flights
float64
1
22k
⌀
arr_del15
float64
0
4.18k
⌀
carrier_ct
float64
0
1.29k
⌀
weather_ct
float64
0
266
⌀
nas_ct
float64
0
1.88k
⌀
security_ct
float64
0
58.7
⌀
late_aircraft_ct
float64
0
2.07k
⌀
arr_cancelled
float64
0
4.95k
⌀
arr_diverted
float64
0
197
⌀
arr_delay
float64
0
439k
⌀
carrier_delay
float64
0
197k
⌀
weather_delay
float64
0
32k
⌀
nas_delay
float64
0
112k
⌀
security_delay
float64
0
3.76k
⌀
late_aircraft_delay
float64
0
228k
⌀
2,023
8
9E
Endeavor Air Inc.
ABE
Allentown/Bethlehem/Easton, PA: Lehigh Valley International
89
13
2.25
1.6
3.16
0
5.99
2
1
1,375
71
761
118
0
425
2,023
8
9E
Endeavor Air Inc.
ABY
Albany, GA: Southwest Georgia Regional
62
10
1.97
0.04
0.57
0
7.42
0
1
799
218
1
62
0
518
2,023
8
9E
Endeavor Air Inc.
AEX
Alexandria, LA: Alexandria International
62
10
2.73
1.18
1.8
0
4.28
1
0
766
56
188
78
0
444
2,023
8
9E
Endeavor Air Inc.
AGS
Augusta, GA: Augusta Regional at Bush Field
66
12
3.69
2.27
4.47
0
1.57
1
1
1,397
471
320
388
0
218
2,023
8
9E
Endeavor Air Inc.
ALB
Albany, NY: Albany International
92
22
7.76
0
2.96
0
11.28
2
0
1,530
628
0
134
0
768
2,023
8
9E
Endeavor Air Inc.
ATL
Atlanta, GA: Hartsfield-Jackson Atlanta International
1,636
256
55.98
27.81
63.64
0
108.57
32
11
29,768
9,339
4,557
4,676
0
11,196
2,023
8
9E
Endeavor Air Inc.
AUS
Austin, TX: Austin - Bergstrom International
75
12
5.62
0.97
4.41
0
1
0
0
843
535
170
111
0
27
2,023
8
9E
Endeavor Air Inc.
AVL
Asheville, NC: Asheville Regional
59
7
3.32
0
0.42
0
3.26
2
0
324
117
0
25
0
182
2,023
8
9E
Endeavor Air Inc.
AZO
Kalamazoo, MI: Kalamazoo/Battle Creek International
62
13
6.53
0.94
3.54
0
1.99
0
0
707
470
77
87
0
73
2,023
8
9E
Endeavor Air Inc.
BDL
Hartford, CT: Bradley International
30
4
0
0.82
0
0
3.18
1
0
1,421
0
532
0
0
889
2,023
8
9E
Endeavor Air Inc.
BGM
Binghamton, NY: Greater Binghamton/Edwin A. Link Field
58
10
2.78
0
3.18
0
4.03
1
0
1,604
207
0
1,049
0
348
2,023
8
9E
Endeavor Air Inc.
BGR
Bangor, ME: Bangor International
124
13
8.42
1
0.5
0
3.08
3
0
1,207
282
650
18
0
257
2,023
8
9E
Endeavor Air Inc.
BHM
Birmingham, AL: Birmingham-Shuttlesworth International
84
17
4.11
0
4.24
0
8.65
2
2
1,124
208
0
164
0
752
2,023
8
9E
Endeavor Air Inc.
BNA
Nashville, TN: Nashville International
166
25
6.02
2.91
11.4
0
4.68
2
0
1,465
362
308
523
0
272
2,023
8
9E
Endeavor Air Inc.
BQK
Brunswick, GA: Brunswick Golden Isles
62
14
7.46
0.2
3.1
0
3.24
2
2
2,641
1,238
184
771
0
448
2,023
8
9E
Endeavor Air Inc.
BTV
Burlington, VT: Burlington International
147
30
11.85
0
11
0
7.16
3
0
1,628
714
0
324
0
590
2,023
8
9E
Endeavor Air Inc.
BUF
Buffalo, NY: Buffalo Niagara International
154
25
7.96
0
10.66
0
6.38
2
0
1,065
289
0
448
0
328
2,023
8
9E
Endeavor Air Inc.
BWI
Baltimore, MD: Baltimore/Washington International Thurgood Marshall
62
13
1.92
0
3.82
0.2
7.05
2
0
900
89
0
203
28
580
2,023
8
9E
Endeavor Air Inc.
CAE
Columbia, SC: Columbia Metropolitan
92
20
3.74
0
9.41
0
6.85
1
0
1,375
398
0
448
0
529
2,023
8
9E
Endeavor Air Inc.
CHA
Chattanooga, TN: Lovell Field
119
17
5.23
3.1
1.96
0
6.71
1
0
1,108
341
174
82
0
511
2,023
8
9E
Endeavor Air Inc.
CHO
Charlottesville, VA: Charlottesville Albemarle
139
17
4.17
2.6
6.67
0
3.55
2
1
891
226
118
348
0
199
2,023
8
9E
Endeavor Air Inc.
CHS
Charleston, SC: Charleston AFB/International
137
16
4.88
0.41
5.35
0
5.35
4
0
935
322
12
330
0
271
2,023
8
9E
Endeavor Air Inc.
CLE
Cleveland, OH: Cleveland-Hopkins International
323
62
24.42
3.4
8.65
0
25.53
6
3
4,601
1,792
851
304
0
1,654
2,023
8
9E
Endeavor Air Inc.
CLT
Charlotte, NC: Charlotte Douglas International
232
38
9.94
1
13.46
0
13.6
9
1
2,617
752
49
753
0
1,063
2,023
8
9E
Endeavor Air Inc.
CMH
Columbus, OH: John Glenn Columbus International
99
15
5.5
1
3.79
0
4.71
2
0
971
275
23
109
0
564
2,023
8
9E
Endeavor Air Inc.
CRW
Charleston/Dunbar, WV: West Virginia International Yeager
5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2,023
8
9E
Endeavor Air Inc.
CSG
Columbus, GA: Columbus Airport
79
10
2.12
1.69
0.35
0
5.84
2
0
1,280
828
59
17
0
376
2,023
8
9E
Endeavor Air Inc.
CVG
Cincinnati, OH: Cincinnati/Northern Kentucky International
637
109
29.44
3.89
28.21
0
47.45
8
0
8,481
2,548
122
1,248
0
4,563
2,023
8
9E
Endeavor Air Inc.
CWA
Mosinee, WI: Central Wisconsin
62
12
4.59
0
0.2
0
7.21
0
0
878
460
0
5
0
413
2,023
8
9E
Endeavor Air Inc.
DAY
Dayton, OH: James M Cox/Dayton International
27
5
1.08
0
2.14
0
1.77
0
0
418
92
0
118
0
208
2,023
8
9E
Endeavor Air Inc.
DCA
Washington, DC: Ronald Reagan Washington National
205
29
8.52
0.57
11.44
0
8.48
3
0
2,886
749
46
1,240
0
851
2,023
8
9E
Endeavor Air Inc.
DHN
Dothan, AL: Dothan Regional
62
11
2
0
7.29
0
1.71
0
0
456
43
0
316
0
97
2,023
8
9E
Endeavor Air Inc.
DLH
Duluth, MN: Duluth International
55
2
0.19
0
0.07
0
1.74
0
0
153
8
0
3
0
142
2,023
8
9E
Endeavor Air Inc.
DSM
Des Moines, IA: Des Moines International
218
52
18.56
0
10.92
0
22.52
1
0
3,728
1,539
0
646
0
1,543
2,023
8
9E
Endeavor Air Inc.
DTW
Detroit, MI: Detroit Metro Wayne County
1,607
262
61.84
13.84
58.28
0
128.03
19
5
24,485
6,954
1,146
4,936
0
11,449
2,023
8
9E
Endeavor Air Inc.
EVV
Evansville, IN: Evansville Regional
79
14
4.58
2
4.39
0
3.03
1
0
1,105
762
64
111
0
168
2,023
8
9E
Endeavor Air Inc.
EWR
Newark, NJ: Newark Liberty International
150
21
9.7
0
4.91
0
6.38
2
0
1,264
620
0
237
0
407
2,023
8
9E
Endeavor Air Inc.
FAR
Fargo, ND: Hector International
58
6
1.93
0
0.07
0
4
1
0
309
180
0
3
0
126
2,023
8
9E
Endeavor Air Inc.
FAY
Fayetteville, NC: Fayetteville Regional/Grannis Field
31
7
3
1.2
1.12
0
1.68
0
1
718
204
61
78
0
375
2,023
8
9E
Endeavor Air Inc.
FSD
Sioux Falls, SD: Joe Foss Field
53
20
11.59
1
0.8
0
6.62
0
0
1,382
653
32
54
0
643
2,023
8
9E
Endeavor Air Inc.
GFK
Grand Forks, ND: Grand Forks International
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2,023
8
9E
Endeavor Air Inc.
GRR
Grand Rapids, MI: Gerald R. Ford International
149
18
5.43
0.93
2.2
0
9.43
1
0
1,427
525
28
147
0
727
2,023
8
9E
Endeavor Air Inc.
GSO
Greensboro/High Point, NC: Piedmont Triad International
166
14
6.46
0
5.1
0
2.44
1
1
1,282
912
0
178
0
192
2,023
8
9E
Endeavor Air Inc.
GSP
Greer, SC: Greenville-Spartanburg International
104
19
6.67
1
4.76
0
6.57
2
0
1,141
582
37
126
0
396
2,023
8
9E
Endeavor Air Inc.
GTR
Columbus, MS: Golden Triangle Regional
57
13
5.29
0
2.7
0
5.01
2
0
1,063
451
0
102
0
510
2,023
8
9E
Endeavor Air Inc.
IAD
Washington, DC: Washington Dulles International
36
4
1
0
1
0
2
0
0
168
28
0
19
0
121
2,023
8
9E
Endeavor Air Inc.
ILM
Wilmington, NC: Wilmington International
147
32
11.26
0.52
8.83
0
11.38
6
0
1,805
695
55
439
0
616
2,023
8
9E
Endeavor Air Inc.
IND
Indianapolis, IN: Indianapolis International
282
43
18.59
1
8.03
0
15.37
6
0
3,208
1,222
15
356
0
1,615
2,023
8
9E
Endeavor Air Inc.
ITH
Ithaca/Cortland, NY: Ithaca Tompkins International
62
17
4.98
1.76
6.86
0
3.39
1
0
1,671
256
898
273
0
244
2,023
8
9E
Endeavor Air Inc.
JAX
Jacksonville, FL: Jacksonville International
85
14
6.54
0
4.4
0
3.06
5
0
754
445
0
118
0
191
2,023
8
9E
Endeavor Air Inc.
JFK
New York, NY: John F. Kennedy International
1,576
213
49.85
13.99
76.24
0.1
72.82
32
0
21,184
6,213
2,806
5,420
5
6,740
2,023
8
9E
Endeavor Air Inc.
LAN
Lansing, MI: Capital Region International
62
7
3.92
0.98
1.1
0
1
2
0
677
419
161
29
0
68
2,023
8
9E
Endeavor Air Inc.
LEX
Lexington, KY: Blue Grass
62
7
3.27
0.09
0.9
0
2.74
0
0
989
708
60
20
0
201
2,023
8
9E
Endeavor Air Inc.
LFT
Lafayette, LA: Lafayette Regional Paul Fournet Field
74
7
4.43
0
0.41
0
2.16
1
0
572
365
0
18
0
189
2,023
8
9E
Endeavor Air Inc.
LGA
New York, NY: LaGuardia
3,171
438
116.05
18.62
141.81
0.07
161.45
77
8
37,080
13,761
1,274
8,613
6
13,426
2,023
8
9E
Endeavor Air Inc.
LIT
Little Rock, AR: Bill and Hillary Clinton Nat Adams Field
27
4
1
0
1.83
0
1.17
0
0
249
29
0
83
0
137
2,023
8
9E
Endeavor Air Inc.
MBS
Saginaw/Bay City/Midland, MI: MBS International
4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2,023
8
9E
Endeavor Air Inc.
MCI
Kansas City, MO: Kansas City International
143
25
8.13
0
6.67
0
10.2
2
0
1,749
411
0
300
0
1,038
2,023
8
9E
Endeavor Air Inc.
MEM
Memphis, TN: Memphis International
31
7
3.35
0
1.68
0
1.98
2
0
142
56
0
28
0
58
2,023
8
9E
Endeavor Air Inc.
MGM
Montgomery, AL: Montgomery Regional
41
6
1.61
0.95
1.44
0
2
1
0
230
87
55
32
0
56
2,023
8
9E
Endeavor Air Inc.
MKE
Milwaukee, WI: General Mitchell International
58
9
5.61
0
1.24
0
2.15
0
0
467
265
0
117
0
85
2,023
8
9E
Endeavor Air Inc.
MLI
Moline, IL: Quad Cities International
62
12
3.51
1.66
3.08
0
3.75
2
0
967
166
258
126
0
417
2,023
8
9E
Endeavor Air Inc.
MLU
Monroe, LA: Monroe Regional
62
9
3.18
0
3.7
0
2.12
0
0
902
187
0
301
0
414
2,023
8
9E
Endeavor Air Inc.
MOB
Mobile, AL: Mobile Regional
87
13
4.31
0
4.03
0
4.65
2
0
883
365
0
261
0
257
2,023
8
9E
Endeavor Air Inc.
MQT
Marquette, MI: Marquette Sawyer Regional
31
6
3
0
1.11
0
1.9
0
0
556
381
0
34
0
141
2,023
8
9E
Endeavor Air Inc.
MSN
Madison, WI: Dane County Regional-Truax Field
35
3
2.13
0
0
0
0.87
0
0
77
57
0
0
0
20
2,023
8
9E
Endeavor Air Inc.
MSP
Minneapolis, MN: Minneapolis-St Paul International
739
118
28.66
6.65
20.52
0
62.17
1
2
8,708
1,869
536
1,379
0
4,924
2,023
8
9E
Endeavor Air Inc.
MYR
Myrtle Beach, SC: Myrtle Beach International
68
14
5.37
0
3.79
0
4.84
4
0
921
429
0
139
0
353
2,023
8
9E
Endeavor Air Inc.
OAJ
Jacksonville/Camp Lejeune, NC: Albert J Ellis
4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2,023
8
9E
Endeavor Air Inc.
OMA
Omaha, NE: Eppley Airfield
54
20
6.49
0
4.66
0
8.85
1
0
2,126
641
0
198
0
1,287
2,023
8
9E
Endeavor Air Inc.
ORF
Norfolk, VA: Norfolk International
186
29
18.38
0.9
5.2
0
4.52
2
1
3,632
2,351
627
231
0
423
2,023
8
9E
Endeavor Air Inc.
ORH
Worcester, MA: Worcester Regional
27
3
2.94
0
0.06
0
0
1
0
106
105
0
1
0
0
2,023
8
9E
Endeavor Air Inc.
PIT
Pittsburgh, PA: Pittsburgh International
129
14
4.41
0.33
4.45
0
4.8
4
0
1,400
720
80
247
0
353
2,023
8
9E
Endeavor Air Inc.
PVD
Providence, RI: Rhode Island Tf Green International
61
12
5.13
0
0.03
0
6.84
0
0
662
200
0
6
0
456
2,023
8
9E
Endeavor Air Inc.
PWM
Portland, ME: Portland International Jetport
153
30
7.15
0
14.44
0
8.41
3
0
1,386
297
0
573
0
516
2,023
8
9E
Endeavor Air Inc.
RAP
Rapid City, SD: Rapid City Regional
3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2,023
8
9E
Endeavor Air Inc.
RDU
Raleigh/Durham, NC: Raleigh-Durham International
614
98
24.12
0
17.17
0
56.71
11
0
6,554
1,659
0
647
0
4,248
2,023
8
9E
Endeavor Air Inc.
RIC
Richmond, VA: Richmond International
276
30
14.52
0
6.7
0
8.79
5
0
1,666
761
0
244
0
661
2,023
8
9E
Endeavor Air Inc.
ROA
Roanoke, VA: Roanoke Blacksburg Regional
89
10
3.28
1.86
2.31
0
2.55
3
0
498
197
52
103
0
146
2,023
8
9E
Endeavor Air Inc.
ROC
Rochester, NY: Frederick Douglass Grtr Rochester International
294
45
14.22
1.55
13.1
0
16.13
3
0
3,044
1,351
44
654
0
995
2,023
8
9E
Endeavor Air Inc.
RST
Rochester, MN: Rochester International
31
9
4.69
0
1.31
0
3
0
0
372
178
0
36
0
158
2,023
8
9E
Endeavor Air Inc.
SAV
Savannah, GA: Savannah/Hilton Head International
132
23
8.49
0
10.02
0
4.49
5
3
1,712
765
0
500
0
447
2,023
8
9E
Endeavor Air Inc.
SDF
Louisville, KY: Louisville Muhammad Ali International
15
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2,023
8
9E
Endeavor Air Inc.
SHV
Shreveport, LA: Shreveport Regional
86
13
1.08
2
2.81
0
7.11
3
0
1,013
38
223
225
0
527
2,023
8
9E
Endeavor Air Inc.
STL
St. Louis, MO: St Louis Lambert International
139
13
3.27
0
1.79
0
7.94
4
1
715
171
0
60
0
484
2,023
8
9E
Endeavor Air Inc.
SYR
Syracuse, NY: Syracuse Hancock International
263
49
17.25
2
13.28
0
16.47
2
0
4,296
1,751
786
744
0
1,015
2,023
8
9E
Endeavor Air Inc.
TLH
Tallahassee, FL: Tallahassee International
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2,023
8
9E
Endeavor Air Inc.
TRI
Bristol/Johnson City/Kingsport, TN: Tri Cities
98
12
4.4
0.02
2.7
0
4.89
1
0
866
238
4
97
0
527
2,023
8
9E
Endeavor Air Inc.
TVC
Traverse City, MI: Cherry Capital
163
22
10.71
0.79
2.38
0
8.12
0
0
1,769
1,057
45
98
0
569
2,023
8
9E
Endeavor Air Inc.
TYS
Knoxville, TN: McGhee Tyson
232
48
12.89
1.14
12.12
0
21.84
4
0
4,257
704
321
998
0
2,234
2,023
8
9E
Endeavor Air Inc.
VLD
Valdosta, GA: Valdosta Regional
62
14
6.55
1.66
2.04
0
3.75
3
0
1,684
1,157
44
74
0
409
2,023
8
9E
Endeavor Air Inc.
XNA
Fayetteville, AR: Northwest Arkansas National
27
3
1
0
0
0
2
0
0
268
33
0
0
0
235
2,023
8
AA
American Airlines Inc.
ABQ
Albuquerque, NM: Albuquerque International Sunport
296
70
28.43
0
6.64
0
34.93
2
0
7,128
1,566
0
412
0
5,150
2,023
8
AA
American Airlines Inc.
ALB
Albany, NY: Albany International
93
23
10.29
0.22
2.55
1
8.93
0
0
1,476
515
24
110
21
806
2,023
8
AA
American Airlines Inc.
AMA
Amarillo, TX: Rick Husband Amarillo International
60
26
10
0
1.21
0
14.79
2
0
4,719
1,617
0
38
0
3,064
2,023
8
AA
American Airlines Inc.
ANC
Anchorage, AK: Ted Stevens Anchorage International
93
37
13
0.76
14.73
0
8.51
0
0
1,528
508
29
385
0
606
2,023
8
AA
American Airlines Inc.
ATL
Atlanta, GA: Hartsfield-Jackson Atlanta International
759
225
67.14
14.76
38.73
0.21
104.17
16
5
20,112
5,665
950
2,152
11
11,334
2,023
8
AA
American Airlines Inc.
AUS
Austin, TX: Austin - Bergstrom International
1,376
328
92.41
13.89
80.55
0.55
140.6
11
1
31,197
9,964
2,181
4,350
11
14,691
2,023
8
AA
American Airlines Inc.
AVL
Asheville, NC: Asheville Regional
165
64
19.17
5.38
12.37
0
27.08
2
0
6,689
2,412
426
511
0
3,340
2,023
8
AA
American Airlines Inc.
AVP
Scranton/Wilkes-Barre, PA: Wilkes Barre Scranton International
77
23
14.58
2.81
0.9
0
4.7
0
0
2,321
1,603
232
48
0
438
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