Datasets:

claritystorm
/

dot-airline-ontime

year int64	quarter int64	month int64	day_of_month int64	day_of_week int64	flight_date string	carrier string	tail_number string	flight_number int64	origin_airport_id int64	origin string	origin_city string	origin_state string	dest_airport_id int64	dest string	dest_city string	dest_state string	crs_dep_time int64	dep_time float64	dep_delay float64	dep_delay_minutes float64	dep_del15 float64	taxi_out float64	wheels_off float64	wheels_on float64	taxi_in float64	crs_arr_time int64	arr_time float64	arr_delay float64	arr_delay_minutes float64	arr_del15 float64	cancelled float64	cancellation_code null	crs_elapsed_time float64	actual_elapsed_time float64	air_time float64	flights float64	distance float64	carrier_delay float64	weather_delay float64	nas_delay float64	security_delay float64	late_aircraft_delay float64	cancellation_reason null	route string	is_delayed float64
2,021	3	8	13	5	2021-08-13	DL	N831DN	1,679	10,994	CHS	Charleston, SC	SC	10,397	ATL	Atlanta, GA	GA	1,204	1,204	0	0	0	7	1,211	1,253	5	1,317	1,258	-19	0	0	0	null	73	54	42	1	259	null	null	null	null	null	null	CHS-ATL	0
2,024	1	1	28	7	2024-01-28	DL	N857DZ	2,494	10,397	ATL	Atlanta, GA	GA	11,481	ECP	Panama City, FL	FL	2,105	2,102	-3	0	0	11	2,113	2,058	4	2,105	2,102	-3	0	0	0	null	60	60	45	1	240	null	null	null	null	null	null	ATL-ECP	0
2,020	1	2	27	4	2020-02-27	NK	N654NK	835	10,821	BWI	Baltimore, MD	MD	15,304	TPA	Tampa, FL	FL	1,359	1,418	19	19	1	8	1,426	1,640	7	1,626	1,647	21	21	1	0	null	147	149	134	1	842	0	0	2	0	19	null	BWI-TPA	1
2,021	2	4	15	4	2021-04-15	B6	N653JB	1,092	13,303	MIA	Miami, FL	FL	12,478	JFK	New York, NY	NY	1,205	1,203	-2	0	0	13	1,216	1,436	8	1,456	1,444	-12	0	0	0	null	171	161	140	1	1,089	null	null	null	null	null	null	MIA-JFK	0
2,018	4	10	20	6	2018-10-20	AA	N649AW	871	11,298	DFW	Dallas/Fort Worth, TX	TX	11,292	DEN	Denver, CO	CO	1,245	1,253	8	8	0	19	1,312	1,348	8	1,348	1,356	8	8	0	0	null	123	123	96	1	641	null	null	null	null	null	null	DFW-DEN	0
2,019	4	10	21	1	2019-10-21	YX	N875RW	5,947	11,066	CMH	Columbus, OH	OH	10,721	BOS	Boston, MA	MA	1,714	1,713	-1	0	0	11	1,724	1,852	12	1,919	1,904	-15	0	0	0	null	125	111	88	1	640	null	null	null	null	null	null	CMH-BOS	0
2,018	1	2	12	1	2018-02-12	9E	N924XJ	3,801	11,433	DTW	Detroit, MI	MI	11,423	DSM	Des Moines, IA	IA	1,541	1,556	15	15	1	21	1,617	1,643	3	1,650	1,646	-4	0	0	0	null	129	110	86	1	533	null	null	null	null	null	null	DTW-DSM	0
2,018	2	5	24	4	2018-05-24	OH	N575NN	5,221	13,230	MDT	Harrisburg, PA	PA	11,057	CLT	Charlotte, NC	NC	1,651	1,644	-7	0	0	13	1,657	1,803	19	1,835	1,822	-13	0	0	0	null	104	98	66	1	413	null	null	null	null	null	null	MDT-CLT	0
2,024	3	9	22	7	2024-09-22	OH	N542EA	5,069	10,431	AVL	Asheville, NC	NC	11,278	DCA	Washington, DC	VA	1,023	1,014	-9	0	0	20	1,034	1,148	2	1,158	1,150	-8	0	0	0	null	95	96	74	1	384	null	null	null	null	null	null	AVL-DCA	0
2,024	3	9	24	2	2024-09-24	UA	N37531	2,233	11,697	FLL	Fort Lauderdale, FL	FL	11,618	EWR	Newark, NJ	NJ	1,111	1,105	-6	0	0	19	1,124	1,342	6	1,413	1,348	-25	0	0	0	null	182	163	138	1	1,065	null	null	null	null	null	null	FLL-EWR	0
2,021	1	2	22	1	2021-02-22	DL	N16065	1,456	13,487	MSP	Minneapolis, MN	MN	14,107	PHX	Phoenix, AZ	AZ	630	625	-5	0	0	38	703	844	5	902	849	-13	0	0	0	null	212	204	161	1	1,276	null	null	null	null	null	null	MSP-PHX	0
2,018	3	7	18	3	2018-07-18	YX	N103HQ	4,599	14,100	PHL	Philadelphia, PA	PA	14,685	SAV	Savannah, GA	GA	1,520	1,514	-6	0	0	13	1,527	1,710	8	1,729	1,718	-11	0	0	0	null	129	124	103	1	629	null	null	null	null	null	null	PHL-SAV	0
2,019	3	8	8	4	2019-08-08	OH	N556NN	5,492	11,042	CLE	Cleveland, OH	OH	11,057	CLT	Charlotte, NC	NC	1,703	1,701	-2	0	0	9	1,710	1,816	15	1,851	1,831	-20	0	0	0	null	108	90	66	1	430	null	null	null	null	null	null	CLE-CLT	0
2,019	3	7	31	3	2019-07-31	AA	N915NN	2,195	14,869	SLC	Salt Lake City, UT	UT	11,298	DFW	Dallas/Fort Worth, TX	TX	740	737	-3	0	0	21	758	1,102	19	1,122	1,121	-1	0	0	0	null	162	164	124	1	989	null	null	null	null	null	null	SLC-DFW	0
2,018	3	9	22	6	2018-09-22	AA	N991AN	1,320	11,057	CLT	Charlotte, NC	NC	10,721	BOS	Boston, MA	MA	955	1,017	22	22	1	12	1,029	1,207	5	1,211	1,212	1	1	0	0	null	136	115	98	1	728	null	null	null	null	null	null	CLT-BOS	0
2,019	2	5	27	1	2019-05-27	AA	N119US	1,635	14,027	PBI	West Palm Beach/Palm Beach, FL	FL	11,057	CLT	Charlotte, NC	NC	1,805	1,759	-6	0	0	8	1,807	1,933	6	2,004	1,939	-25	0	0	0	null	119	100	86	1	590	null	null	null	null	null	null	PBI-CLT	0
2,018	4	11	6	2	2018-11-06	OO	N941SW	5,522	13,476	MRY	Monterey, CA	CA	12,892	LAX	Los Angeles, CA	CA	843	1,358	315	315	1	9	1,407	1,456	12	1,005	1,508	303	303	1	0	null	82	70	49	1	266	303	0	0	0	0	null	MRY-LAX	1
2,020	1	1	6	1	2020-01-06	YV	N926LR	5,985	11,298	DFW	Dallas/Fort Worth, TX	TX	13,158	MAF	Midland/Odessa, TX	TX	1,630	1,630	0	0	0	27	1,657	1,750	5	1,745	1,755	10	10	0	0	null	75	85	53	1	309	null	null	null	null	null	null	DFW-MAF	0
2,024	3	9	20	5	2024-09-20	MQ	N771JV	3,495	13,930	ORD	Chicago, IL	IL	13,485	MSN	Madison, WI	WI	1,717	1,711	-6	0	0	55	1,806	1,833	3	1,812	1,836	24	24	1	0	null	55	85	27	1	108	0	0	24	0	0	null	ORD-MSN	1
2,018	4	12	17	1	2018-12-17	WN	N786SW	1,353	12,892	LAX	Los Angeles, CA	CA	14,107	PHX	Phoenix, AZ	AZ	1,055	1,047	-8	0	0	12	1,059	1,255	3	1,325	1,258	-27	0	0	0	null	90	71	56	1	370	null	null	null	null	null	null	LAX-PHX	0
2,019	3	7	24	3	2019-07-24	OH	N229PS	5,524	11,278	DCA	Washington, DC	VA	14,307	PVD	Providence, RI	RI	1,000	1,401	241	241	1	58	1,459	1,555	4	1,120	1,559	279	279	1	0	null	80	118	56	1	356	241	0	38	0	0	null	DCA-PVD	1
2,018	2	6	4	1	2018-06-04	UA	N811UA	1,252	14,683	SAT	San Antonio, TX	TX	12,266	IAH	Houston, TX	TX	1,757	1,750	-7	0	0	15	1,805	1,839	7	1,856	1,846	-10	0	0	0	null	59	56	34	1	191	null	null	null	null	null	null	SAT-IAH	0
2,021	1	2	4	4	2021-02-04	AS	N618AS	61	10,926	CDV	Cordova, AK	AK	10,299	ANC	Anchorage, AK	AK	1,312	1,302	-10	0	0	12	1,314	1,355	9	1,403	1,404	1	1	0	0	null	51	62	41	1	160	null	null	null	null	null	null	CDV-ANC	0
2,019	2	6	8	6	2019-06-08	AS	N479AS	674	14,747	SEA	Seattle, WA	WA	11,292	DEN	Denver, CO	CO	805	804	-1	0	0	26	830	1,141	9	1,150	1,150	0	0	0	0	null	165	166	131	1	1,024	null	null	null	null	null	null	SEA-DEN	0
2,020	4	11	25	3	2020-11-25	WN	N8557Q	4,157	14,107	PHX	Phoenix, AZ	AZ	14,831	SJC	San Jose, CA	CA	2,045	2,042	-3	0	0	5	2,047	2,123	4	2,140	2,127	-13	0	0	0	null	115	105	96	1	621	null	null	null	null	null	null	PHX-SJC	0
2,024	1	2	5	1	2024-02-05	MQ	N223NN	3,763	15,249	TLH	Tallahassee, FL	FL	11,278	DCA	Washington, DC	VA	714	702	-12	0	0	9	711	903	3	916	906	-10	0	0	0	null	122	124	112	1	716	null	null	null	null	null	null	TLH-DCA	0
2,019	1	1	10	4	2019-01-10	WN	N263WN	1,228	12,191	HOU	Houston, TX	TX	13,851	OKC	Oklahoma City, OK	OK	1,040	1,033	-7	0	0	6	1,039	1,144	2	1,205	1,146	-19	0	0	0	null	85	73	65	1	419	null	null	null	null	null	null	HOU-OKC	0
2,021	3	8	9	1	2021-08-09	NK	N663NK	464	10,397	ATL	Atlanta, GA	GA	10,423	AUS	Austin, TX	TX	1,159	1,155	-4	0	0	11	1,206	1,259	9	1,321	1,308	-13	0	0	0	null	142	133	113	1	813	null	null	null	null	null	null	ATL-AUS	0
2,018	3	7	5	4	2018-07-05	B6	N304JB	482	14,635	RSW	Fort Myers, FL	FL	11,278	DCA	Washington, DC	VA	1,731	2,005	154	154	1	9	2,014	2,220	4	1,959	2,224	145	145	1	0	null	148	139	126	1	892	112	0	0	0	33	null	RSW-DCA	1
2,018	2	5	19	6	2018-05-19	OO	N125SY	5,906	10,693	BNA	Nashville, TN	TN	13,930	ORD	Chicago, IL	IL	710	705	-5	0	0	26	731	845	12	900	857	-3	0	0	0	null	110	112	74	1	409	null	null	null	null	null	null	BNA-ORD	0
2,020	4	11	1	7	2020-11-01	AA	N404AN	1,945	13,830	OGG	Kahului, HI	HI	14,107	PHX	Phoenix, AZ	AZ	2,230	2,224	-6	0	0	10	2,234	645	4	718	649	-29	0	0	0	null	348	325	311	1	2,845	null	null	null	null	null	null	OGG-PHX	0
2,024	1	2	5	1	2024-02-05	WN	N957WN	2,996	13,232	MDW	Chicago, IL	IL	10,257	ALB	Albany, NY	NY	1,320	1,312	-8	0	0	12	1,324	1,602	4	1,605	1,606	1	1	0	0	null	105	114	98	1	717	null	null	null	null	null	null	MDW-ALB	0
2,018	3	8	1	3	2018-08-01	B6	N334JB	1,580	11,697	FLL	Fort Lauderdale, FL	FL	11,278	DCA	Washington, DC	VA	1,640	1,744	64	64	1	17	1,801	2,002	5	1,913	2,007	54	54	1	0	null	153	143	121	1	899	49	0	0	0	5	null	FLL-DCA	1
2,020	3	8	13	4	2020-08-13	WN	N421LV	1,540	13,891	ONT	Ontario, CA	CA	13,796	OAK	Oakland, CA	CA	845	841	-4	0	0	16	857	948	5	1,000	953	-7	0	0	0	null	75	72	51	1	362	null	null	null	null	null	null	ONT-OAK	0
2,019	2	4	9	2	2019-04-09	OH	N578NN	5,203	14,122	PIT	Pittsburgh, PA	PA	11,057	CLT	Charlotte, NC	NC	1,354	1,352	-2	0	0	14	1,406	1,515	5	1,531	1,520	-11	0	0	0	null	97	88	69	1	366	null	null	null	null	null	null	PIT-CLT	0
2,020	3	7	2	4	2020-07-02	WN	N8653A	3,223	14,122	PIT	Pittsburgh, PA	PA	13,232	MDW	Chicago, IL	IL	1,030	1,028	-2	0	0	7	1,035	1,039	1	1,055	1,040	-15	0	0	0	null	85	72	64	1	402	null	null	null	null	null	null	PIT-MDW	0
2,024	2	4	3	3	2024-04-03	WN	N286WN	3,882	11,884	GEG	Spokane, WA	WA	12,889	LAS	Las Vegas, NV	NV	1,800	1,755	-5	0	0	9	1,804	2,014	8	2,020	2,022	2	2	0	0	null	140	147	130	1	806	null	null	null	null	null	null	GEG-LAS	0
2,018	3	7	26	4	2018-07-26	UA	N13718	2,205	13,930	ORD	Chicago, IL	IL	11,298	DFW	Dallas/Fort Worth, TX	TX	1,750	2,055	185	185	1	21	2,116	2,300	5	2,014	2,305	171	171	1	0	null	144	130	104	1	802	171	0	0	0	0	null	ORD-DFW	1
2,024	1	3	2	6	2024-03-02	WN	N8769Q	3,557	13,830	OGG	Kahului, HI	HI	12,892	LAX	Los Angeles, CA	CA	1,410	1,433	23	23	1	10	1,443	2,117	14	2,130	2,131	1	1	0	0	null	320	298	274	1	2,486	null	null	null	null	null	null	OGG-LAX	0
2,024	3	9	28	6	2024-09-28	OH	N539EA	5,535	11,042	CLE	Cleveland, OH	OH	11,278	DCA	Washington, DC	VA	1,347	1,337	-10	0	0	15	1,352	1,443	50	1,514	1,533	19	19	1	0	null	87	116	51	1	310	0	0	19	0	0	null	CLE-DCA	1
2,021	2	5	22	6	2021-05-22	9E	N929XJ	4,945	10,990	CHO	Charlottesville, VA	VA	10,397	ATL	Atlanta, GA	GA	605	601	-4	0	0	9	610	719	5	744	724	-20	0	0	0	null	99	83	69	1	457	null	null	null	null	null	null	CHO-ATL	0
2,018	3	8	22	3	2018-08-22	MQ	N681AE	3,774	11,298	DFW	Dallas/Fort Worth, TX	TX	10,279	AMA	Amarillo, TX	TX	1,230	1,225	-5	0	0	12	1,237	1,325	4	1,347	1,329	-18	0	0	0	null	77	64	48	1	312	null	null	null	null	null	null	DFW-AMA	0
2,021	1	2	18	4	2021-02-18	WN	N8554X	5,034	13,232	MDW	Chicago, IL	IL	10,821	BWI	Baltimore, MD	MD	1,450	1,513	23	23	1	22	1,535	1,755	4	1,735	1,759	24	24	1	0	null	105	106	80	1	611	21	0	1	0	2	null	MDW-BWI	1
2,019	3	8	28	3	2019-08-28	YX	N637RW	3,673	13,487	MSP	Minneapolis, MN	MN	11,618	EWR	Newark, NJ	NJ	1,510	1,610	60	60	1	26	1,636	1,944	14	1,859	1,958	59	59	1	0	null	169	168	128	1	1,008	0	0	59	0	0	null	MSP-EWR	1
2,019	2	5	19	7	2019-05-19	AA	N175AN	1,497	11,298	DFW	Dallas/Fort Worth, TX	TX	10,721	BOS	Boston, MA	MA	906	910	4	4	0	16	926	1,357	10	1,354	1,407	13	13	0	0	null	228	237	211	1	1,562	null	null	null	null	null	null	DFW-BOS	0
2,020	3	9	18	5	2020-09-18	OO	N432SW	5,300	11,292	DEN	Denver, CO	CO	11,775	FSD	Sioux Falls, SD	SD	1,807	1,813	6	6	0	18	1,831	2,039	5	2,046	2,044	-2	0	0	0	null	99	91	68	1	483	null	null	null	null	null	null	DEN-FSD	0
2,018	4	10	7	7	2018-10-07	OO	N928EV	5,292	11,109	COS	Colorado Springs, CO	CO	13,930	ORD	Chicago, IL	IL	920	1,155	155	155	1	18	1,213	1,513	10	1,304	1,523	139	139	1	0	null	164	148	120	1	911	139	0	0	0	0	null	COS-ORD	1
2,018	4	11	30	5	2018-11-30	F9	N221FR	984	14,635	RSW	Fort Myers, FL	FL	14,307	PVD	Providence, RI	RI	1,325	1,327	2	2	0	9	1,336	1,606	6	1,616	1,612	-4	0	0	0	null	171	165	150	1	1,200	null	null	null	null	null	null	RSW-PVD	0
2,018	1	3	26	1	2018-03-26	B6	N627JB	1,607	14,843	SJU	San Juan, PR	PR	15,024	STT	Charlotte Amalie, VI	VI	1,307	1,304	-3	0	0	10	1,314	1,330	4	1,343	1,334	-9	0	0	0	null	36	30	16	1	68	null	null	null	null	null	null	SJU-STT	0
2,024	4	10	13	7	2024-10-13	DL	N885DN	2,861	14,747	SEA	Seattle, WA	WA	12,892	LAX	Los Angeles, CA	CA	1,755	1,754	-1	0	0	17	1,811	2,015	9	2,038	2,024	-14	0	0	0	null	163	150	124	1	954	null	null	null	null	null	null	SEA-LAX	0
2,020	1	1	4	6	2020-01-04	OO	N780SK	5,430	10,372	ASE	Aspen, CO	CO	11,292	DEN	Denver, CO	CO	857	857	0	0	0	44	941	1,013	7	1,010	1,020	10	10	0	0	null	73	83	32	1	125	null	null	null	null	null	null	ASE-DEN	0
2,018	2	4	30	1	2018-04-30	NK	N675NK	791	11,618	EWR	Newark, NJ	NJ	13,577	MYR	Myrtle Beach, SC	SC	1,340	1,326	-14	0	0	8	1,334	1,444	3	1,528	1,447	-41	0	0	0	null	108	81	70	1	550	null	null	null	null	null	null	EWR-MYR	0
2,024	4	10	17	4	2024-10-17	AA	N156UW	1,797	11,298	DFW	Dallas/Fort Worth, TX	TX	12,889	LAS	Las Vegas, NV	NV	2,059	2,053	-6	0	0	14	2,107	2,147	8	2,200	2,155	-5	0	0	0	null	181	182	160	1	1,055	null	null	null	null	null	null	DFW-LAS	0
2,021	2	5	12	3	2021-05-12	F9	N303FR	2,128	14,679	SAN	San Diego, CA	CA	12,889	LAS	Las Vegas, NV	NV	855	843	-12	0	0	9	852	942	25	1,014	1,007	-7	0	0	0	null	79	84	50	1	258	null	null	null	null	null	null	SAN-LAS	0
2,019	3	7	1	1	2019-07-01	OO	N857AS	5,678	11,292	DEN	Denver, CO	CO	15,376	TUS	Tucson, AZ	AZ	1,545	1,548	3	3	0	28	1,616	1,702	5	1,649	1,707	18	18	1	0	null	124	139	106	1	639	3	0	15	0	0	null	DEN-TUS	1
2,024	2	6	26	3	2024-06-26	MQ	N280NN	3,777	10,140	ABQ	Albuquerque, NM	NM	11,298	DFW	Dallas/Fort Worth, TX	TX	1,356	1,445	49	49	1	13	1,458	1,719	6	1,642	1,725	43	43	1	0	null	106	100	81	1	569	43	0	0	0	0	null	ABQ-DFW	1
2,020	1	3	11	3	2020-03-11	UA	N34460	2,169	13,930	ORD	Chicago, IL	IL	11,298	DFW	Dallas/Fort Worth, TX	TX	1,545	1,541	-4	0	0	27	1,608	1,757	10	1,823	1,807	-16	0	0	0	null	158	146	109	1	801	null	null	null	null	null	null	ORD-DFW	0
2,019	1	1	7	1	2019-01-07	DL	N6713Y	2,060	12,451	JAX	Jacksonville, FL	FL	10,397	ATL	Atlanta, GA	GA	1,547	1,536	-11	0	0	13	1,549	1,634	13	1,704	1,647	-17	0	0	0	null	77	71	45	1	270	null	null	null	null	null	null	JAX-ATL	0
2,024	1	1	24	3	2024-01-24	UA	N39726	2,140	12,266	IAH	Houston, TX	TX	12,953	LGA	New York, NY	NY	1,620	1,618	-2	0	0	15	1,633	2,024	6	2,048	2,030	-18	0	0	0	null	208	192	171	1	1,416	null	null	null	null	null	null	IAH-LGA	0
2,019	4	10	21	1	2019-10-21	WN	N8325D	2,245	14,107	PHX	Phoenix, AZ	AZ	14,679	SAN	San Diego, CA	CA	850	849	-1	0	0	18	907	955	3	1,010	958	-12	0	0	0	null	80	69	48	1	304	null	null	null	null	null	null	PHX-SAN	0
2,021	3	8	22	7	2021-08-22	YV	N86344	6,251	12,953	LGA	New York, NY	NY	12,266	IAH	Houston, TX	TX	1,945	null	null	null	null	null	null	null	null	2,238	null	null	null	null	1	null	233	null	null	1	1,416	null	null	null	null	null	null	LGA-IAH	null
2,018	4	12	16	7	2018-12-16	AA	N991AU	1,608	12,953	LGA	New York, NY	NY	11,298	DFW	Dallas/Fort Worth, TX	TX	1,559	1,554	-5	0	0	23	1,617	1,828	14	1,913	1,842	-31	0	0	0	null	254	228	191	1	1,389	null	null	null	null	null	null	LGA-DFW	0
2,019	4	12	6	5	2019-12-06	MQ	N674RJ	3,899	13,485	MSN	Madison, WI	WI	13,930	ORD	Chicago, IL	IL	2,024	2,013	-11	0	0	11	2,024	2,050	10	2,123	2,100	-23	0	0	0	null	59	47	26	1	109	null	null	null	null	null	null	MSN-ORD	0
2,019	2	6	29	6	2019-06-29	WN	N8620H	4,054	13,232	MDW	Chicago, IL	IL	14,635	RSW	Fort Myers, FL	FL	1,825	1,828	3	3	0	13	1,841	2,205	4	2,210	2,209	-1	0	0	0	null	165	161	144	1	1,105	null	null	null	null	null	null	MDW-RSW	0
2,021	2	5	26	3	2021-05-26	DL	N329NW	1,530	14,321	PWM	Portland, ME	ME	10,397	ATL	Atlanta, GA	GA	730	730	0	0	0	12	742	958	8	1,028	1,006	-22	0	0	0	null	178	156	136	1	1,027	null	null	null	null	null	null	PWM-ATL	0
2,018	3	8	30	4	2018-08-30	YX	N413YX	4,440	13,577	MYR	Myrtle Beach, SC	SC	11,278	DCA	Washington, DC	VA	1,331	1,321	-10	0	0	16	1,337	1,431	14	1,452	1,445	-7	0	0	0	null	81	84	54	1	372	null	null	null	null	null	null	MYR-DCA	0
2,020	3	8	1	6	2020-08-01	DL	N154DL	1,050	10,397	ATL	Atlanta, GA	GA	14,869	SLC	Salt Lake City, UT	UT	1,001	1,008	7	7	0	32	1,040	1,201	6	1,157	1,207	10	10	0	0	null	236	239	201	1	1,590	null	null	null	null	null	null	ATL-SLC	0
2,020	3	7	29	3	2020-07-29	OO	N908EV	5,144	11,288	DEC	Decatur, IL	IL	13,930	ORD	Chicago, IL	IL	1,217	1,205	-12	0	0	10	1,215	1,300	5	1,314	1,305	-9	0	0	0	null	57	60	45	1	156	null	null	null	null	null	null	DEC-ORD	0
2,024	2	4	16	2	2024-04-16	WN	N8836Q	106	14,679	SAN	San Diego, CA	CA	13,232	MDW	Chicago, IL	IL	1,235	1,245	10	10	0	10	1,255	1,829	5	1,830	1,834	4	4	0	0	null	235	229	214	1	1,728	null	null	null	null	null	null	SAN-MDW	0
2,024	1	1	22	1	2024-01-22	AA	N656AW	2,844	14,107	PHX	Phoenix, AZ	AZ	12,451	JAX	Jacksonville, FL	FL	1,700	1,801	61	61	1	19	1,820	2,343	8	2,245	2,351	66	66	1	0	null	225	230	203	1	1,786	0	0	5	0	61	null	PHX-JAX	1
2,024	3	7	19	5	2024-07-19	AA	N341TR	1,251	11,278	DCA	Washington, DC	VA	12,889	LAS	Las Vegas, NV	NV	739	733	-6	0	0	15	748	907	19	942	926	-16	0	0	0	null	303	293	259	1	2,089	null	null	null	null	null	null	DCA-LAS	0
2,018	1	3	16	5	2018-03-16	WN	N484WN	6,284	12,892	LAX	Los Angeles, CA	CA	10,693	BNA	Nashville, TN	TN	1,115	1,130	15	15	1	12	1,142	1,704	6	1,720	1,710	-10	0	0	0	null	245	220	202	1	1,797	null	null	null	null	null	null	LAX-BNA	0
2,024	2	6	12	3	2024-06-12	OO	N829SK	3,854	11,433	DTW	Detroit, MI	MI	11,977	GRB	Green Bay, WI	WI	1,630	1,617	-13	0	0	48	1,705	1,655	4	1,646	1,659	13	13	0	0	null	76	102	50	1	287	null	null	null	null	null	null	DTW-GRB	0
2,024	2	6	11	2	2024-06-11	WN	N8815L	4,583	12,889	LAS	Las Vegas, NV	NV	10,693	BNA	Nashville, TN	TN	805	805	0	0	0	13	818	1,328	7	1,345	1,335	-10	0	0	0	null	220	210	190	1	1,587	null	null	null	null	null	null	LAS-BNA	0
2,024	4	11	27	3	2024-11-27	WN	N8618N	4,357	14,635	RSW	Fort Myers, FL	FL	10,821	BWI	Baltimore, MD	MD	920	919	-1	0	0	11	930	1,124	3	1,140	1,127	-13	0	0	0	null	140	128	114	1	919	null	null	null	null	null	null	RSW-BWI	0
2,018	3	7	17	2	2018-07-17	OH	N718PS	5,206	11,617	EWN	New Bern/Morehead/Beaufort, NC	NC	11,057	CLT	Charlotte, NC	NC	924	928	4	4	0	11	939	1,035	12	1,045	1,047	2	2	0	0	null	81	79	56	1	221	null	null	null	null	null	null	EWN-CLT	0
2,024	4	10	2	3	2024-10-02	WN	N8823Q	4,369	13,232	MDW	Chicago, IL	IL	11,066	CMH	Columbus, OH	OH	1,505	1,504	-1	0	0	12	1,516	1,705	8	1,720	1,713	-7	0	0	0	null	75	69	49	1	283	null	null	null	null	null	null	MDW-CMH	0
2,018	3	9	1	6	2018-09-01	UA	N17244	877	14,771	SFO	San Francisco, CA	CA	10,800	BUR	Burbank, CA	CA	2,035	2,030	-5	0	0	15	2,045	2,134	3	2,152	2,137	-15	0	0	0	null	77	67	49	1	326	null	null	null	null	null	null	SFO-BUR	0
2,024	4	10	4	5	2024-10-04	OO	N403SY	3,368	14,679	SAN	San Diego, CA	CA	14,893	SMF	Sacramento, CA	CA	817	823	6	6	0	84	947	1,102	8	958	1,110	72	72	1	0	null	101	167	75	1	480	0	0	66	0	6	null	SAN-SMF	1
2,018	1	2	21	3	2018-02-21	AA	N342AN	1,048	13,303	MIA	Miami, FL	FL	12,478	JFK	New York, NY	NY	1,600	1,601	1	1	0	16	1,617	1,836	6	1,902	1,842	-20	0	0	0	null	182	161	139	1	1,089	null	null	null	null	null	null	MIA-JFK	0
2,020	4	12	3	4	2020-12-03	OH	N501BG	5,119	14,100	PHL	Philadelphia, PA	PA	13,296	MHT	Manchester, NH	NH	2,110	2,058	-12	0	0	21	2,119	2,210	5	2,244	2,215	-29	0	0	0	null	94	77	51	1	289	null	null	null	null	null	null	PHL-MHT	0
2,019	3	8	23	5	2019-08-23	OO	N8923A	3,679	11,775	FSD	Sioux Falls, SD	SD	13,487	MSP	Minneapolis, MN	MN	1,920	1,901	-19	0	0	11	1,912	1,948	14	2,030	2,002	-28	0	0	0	null	70	61	36	1	196	null	null	null	null	null	null	FSD-MSP	0
2,024	4	10	3	4	2024-10-03	WN	N8658A	1,952	15,370	TUL	Tulsa, OK	OK	11,259	DAL	Dallas, TX	TX	1,305	1,300	-5	0	0	12	1,312	1,353	11	1,410	1,404	-6	0	0	0	null	65	64	41	1	238	null	null	null	null	null	null	TUL-DAL	0
2,021	2	4	18	7	2021-04-18	9E	N8894A	5,094	13,487	MSP	Minneapolis, MN	MN	13,433	MOT	Minot, ND	ND	1,300	1,255	-5	0	0	14	1,309	1,422	6	1,444	1,428	-16	0	0	0	null	104	93	73	1	449	null	null	null	null	null	null	MSP-MOT	0
2,024	2	5	11	6	2024-05-11	9E	N348PQ	5,315	12,953	LGA	New York, NY	NY	13,342	MKE	Milwaukee, WI	WI	910	902	-8	0	0	16	918	1,013	3	1,045	1,016	-29	0	0	0	null	155	134	115	1	738	null	null	null	null	null	null	LGA-MKE	0
2,018	3	8	17	5	2018-08-17	WN	N7741C	1,474	12,892	LAX	Los Angeles, CA	CA	13,796	OAK	Oakland, CA	CA	1,040	null	null	null	null	null	null	null	null	1,210	null	null	null	null	1	null	90	null	null	1	337	null	null	null	null	null	null	LAX-OAK	null
2,019	3	9	17	2	2019-09-17	OO	N772SK	3,277	13,930	ORD	Chicago, IL	IL	12,197	HPN	White Plains, NY	NY	1,251	1,246	-5	0	0	21	1,307	1,546	4	1,559	1,550	-9	0	0	0	null	128	124	99	1	738	null	null	null	null	null	null	ORD-HPN	0
2,021	2	5	1	6	2021-05-01	DL	N113DX	1,106	10,397	ATL	Atlanta, GA	GA	11,252	DAB	Daytona Beach, FL	FL	2,116	2,113	-3	0	0	10	2,123	2,217	3	2,235	2,220	-15	0	0	0	null	79	67	54	1	366	null	null	null	null	null	null	ATL-DAB	0
2,018	2	4	25	3	2018-04-25	B6	N606JB	305	11,618	EWR	Newark, NJ	NJ	11,697	FLL	Fort Lauderdale, FL	FL	1,547	null	null	null	null	null	null	null	null	1,856	null	null	null	null	1	null	189	null	null	1	1,065	null	null	null	null	null	null	EWR-FLL	null
2,021	3	9	24	5	2021-09-24	WN	N460WN	1,049	14,908	SNA	Santa Ana, CA	CA	14,893	SMF	Sacramento, CA	CA	645	637	-8	0	0	23	700	804	3	825	807	-18	0	0	0	null	100	90	64	1	404	null	null	null	null	null	null	SNA-SMF	0
2,019	3	7	6	6	2019-07-06	DL	N916DL	2,451	13,244	MEM	Memphis, TN	TN	10,397	ATL	Atlanta, GA	GA	1,444	1,438	-6	0	0	13	1,451	1,641	4	1,708	1,645	-23	0	0	0	null	84	67	50	1	332	null	null	null	null	null	null	MEM-ATL	0
2,019	2	5	12	7	2019-05-12	OO	N709BR	3,133	14,107	PHX	Phoenix, AZ	AZ	14,794	SGU	St. George, UT	UT	957	948	-9	0	0	13	1,001	1,146	2	1,208	1,148	-20	0	0	0	null	71	60	45	1	262	null	null	null	null	null	null	PHX-SGU	0
2,020	2	5	14	4	2020-05-14	WN	N929WN	2,093	14,107	PHX	Phoenix, AZ	AZ	10,800	BUR	Burbank, CA	CA	1,945	1,940	-5	0	0	7	1,947	2,053	2	2,110	2,055	-15	0	0	0	null	85	75	66	1	369	null	null	null	null	null	null	PHX-BUR	0
2,024	1	2	18	7	2024-02-18	UA	N76269	1,933	13,930	ORD	Chicago, IL	IL	13,487	MSP	Minneapolis, MN	MN	1,605	1,600	-5	0	0	14	1,614	1,716	3	1,738	1,719	-19	0	0	0	null	93	79	62	1	334	null	null	null	null	null	null	ORD-MSP	0
2,018	1	2	8	4	2018-02-08	DL	N915DL	988	10,397	ATL	Atlanta, GA	GA	15,370	TUL	Tulsa, OK	OK	1,353	1,351	-2	0	0	9	1,400	1,441	4	1,505	1,445	-20	0	0	0	null	132	114	101	1	674	null	null	null	null	null	null	ATL-TUL	0
2,024	1	3	31	7	2024-03-31	WN	N209WN	4,029	13,930	ORD	Chicago, IL	IL	10,693	BNA	Nashville, TN	TN	1,150	1,146	-4	0	0	13	1,159	1,256	4	1,325	1,300	-25	0	0	0	null	95	74	57	1	409	null	null	null	null	null	null	ORD-BNA	0
2,018	1	1	13	6	2018-01-13	DL	N966AT	873	12,892	LAX	Los Angeles, CA	CA	14,057	PDX	Portland, OR	OR	915	908	-7	0	0	9	917	1,114	4	1,149	1,118	-31	0	0	0	null	154	130	117	1	834	null	null	null	null	null	null	LAX-PDX	0
2,018	2	4	27	5	2018-04-27	WN	N969WN	1,844	12,889	LAS	Las Vegas, NV	NV	14,570	RNO	Reno, NV	NV	1,820	1,902	42	42	1	13	1,915	2,009	1	1,935	2,010	35	35	1	0	null	75	68	54	1	345	0	0	0	0	35	null	LAS-RNO	1
2,021	1	2	3	3	2021-02-03	AS	N268AK	1,137	14,679	SAN	San Diego, CA	CA	14,747	SEA	Seattle, WA	WA	1,315	1,334	19	19	1	14	1,348	1,619	8	1,610	1,627	17	17	1	0	null	175	173	151	1	1,050	0	0	0	0	17	null	SAN-SEA	1
2,020	1	1	11	6	2020-01-11	AS	N523VA	794	14,747	SEA	Seattle, WA	WA	11,433	DTW	Detroit, MI	MI	1,000	1,121	81	81	1	14	1,135	1,832	8	1,718	1,840	82	82	1	0	null	258	259	237	1	1,927	31	0	1	0	50	null	SEA-DTW	1

End of preview. Expand in Data Studio

DOT Airline On-Time Performance 2018–Present

35M+ domestic flights (2018–2024) — BTS Reporting Carrier On-Time Performance (USDOT Form 41), unified from 84 monthly files into a single analysis-ready table. Departure/arrival delays, cancellation codes, delay cause breakdowns (carrier/weather/NAS/security/late aircraft), taxi times, and aircraft routing.

📊 Records	📅 Coverage	🏷️ License	🔄 Updated
35M+ flights	2018–2024 (84 months)	Public Domain	Annual

This repo contains a free 1,000-row sample. Full dataset (CSV + Parquet + year-partitioned Parquet) → claritystorm.com/datasets/dot-airline-ontime

Quick Start

from datasets import load_dataset
import pandas as pd

# Load the 1,000-row sample
ds = load_dataset("claritystorm/dot-airline-ontime")
df = ds["train"].to_pandas()

# On-time rate by carrier
carrier_perf = (
    df[df["cancelled"] == 0]
    .groupby("carrier")["is_delayed"]
    .agg(flights="count", delayed="sum")
    .assign(delay_rate=lambda x: (x["delayed"] / x["flights"] * 100).round(1))
    .sort_values("delay_rate")
)
print(carrier_perf)

Use Cases

Flight delay prediction — 35M+ labeled examples for ML models
Airline benchmarking — on-time performance by carrier, route, airport, and season
COVID-19 aviation impact — study collapse and recovery 2020–2024
Airport operations research — NAS and weather delay propagation through hubs
Insurance & risk pricing — delay distributions for flight delay insurance models
Travel product optimization — connection time recommendations and flight-risk scoring

Schema (selected fields)

Field	Type	Description
flight_date	date	Date of flight (YYYY-MM-DD)
carrier	string	IATA carrier code (AA, DL, WN, etc.)
origin	string	Origin airport IATA code
dest	string	Destination airport IATA code
route	string	Route key (e.g. JFK-LAX) — computed
dep_delay	float	Departure delay in minutes
arr_delay	float	Arrival delay in minutes
is_delayed	int	1 if arr_delay_minutes ≥ 15 and not cancelled — computed
cancelled	int	1 if flight was cancelled
cancellation_reason	string	carrier / weather / national_air_system / security — computed
carrier_delay	float	Delay minutes attributable to carrier
weather_delay	float	Delay minutes attributable to weather
nas_delay	float	Delay minutes attributable to NAS
late_aircraft_delay	float	Delay from late incoming aircraft

⬇️ Get the Full Dataset

Tier	Price	Includes
Sample	Free	1,000 rows, Public Domain (this repo)
Complete	$99	Full 35M+ flights, CSV + Parquet + year-partitioned Parquet
Annual	$199/yr	Complete + annual updates as BTS releases new monthly data

👉 Purchase at claritystorm.com/datasets/dot-airline-ontime

Source

Bureau of Transportation Statistics (BTS), US Department of Transportation — Reporting Carrier On-Time Performance (Form 41 Traffic). Under 14 CFR Part 234, US carriers with ≥1% of domestic scheduled service must report monthly. Source data is US federal government work in the public domain (17 U.S.C. 105). Unified, typed, and enriched by ClarityStorm Data.

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