Datasets:

Pathange
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tartanaviation-adsb-19k-clean

aircraft_id int64 434k 15.9M	year int64 2.02k 2.02k	month int64 1 10	day int64 1 31	hour int64 0 23	minute int64 0 59	second float64 0 60	altitude_ft float64 -943 45k	ground_speed_kts float64 0 599	heading_deg float64 0 360	latitude float64 39.5 41.7	longitude float64 -81.95 -77.57	aircraft_tail stringlengths 3 8	data_age_sec float64 -0.26 60	range_nm float64 0.01 230	bearing_deg float64 -179.99 180	altitude_is_gnss bool 2 classes
12,613,781	2,022	1	26	0	54	28.65897	39,000	501	8	39.70772	-79.80563	C-GTRG	1.259794	119.462757	174.056661	false
10,996,491	2,022	1	25	15	18	30.789	27,193	462	11	40.99711	-79.648964	AAL1203	21.455324	35.153489	46.070647	false
10,801,356	2,022	1	25	20	47	57.855	1,800	78	229	40.770355	-79.9834	N40925	2.142511	2.95217	-106.450083	false
11,200,864	2,022	1	25	14	55	57.893	37,950	354	274	40.823433	-80.18644	AAL1120	3.471536	20.594916	-75.706403	false
11,275,175	2,022	1	25	12	35	20.915	40,000	369	279	40.96605	-80.177765	N87527	19.54457	28.385047	-42.521033	false
11,080,625	2,022	1	26	0	2	2.192	1,200	58	251	40.780655	-79.934814	N684SP	0.340694	1.30708	76.39848	false
11,322,591	2,022	1	25	21	52	51.516702	2,200	93	154	40.762753	-79.9787	N92141	2.281458	2.95834	-124.610795	false
11,032,396	2,022	1	25	22	3	46.103	3,341	113	44	40.83548	-80.0645	N63663	2.297109	11.596185	-56.490767	false
11,279,674	2,022	1	25	18	23	10.141058	10,366	187	170	40.31923	-80.86912	N88TW	18.355278	93.04389	-122.888704	false
10,768,141	2,022	1	25	16	23	19.625	37,013	507	23	41.16123	-79.90775	DAL2447	17.514889	42.718736	4.746211	false
10,857,539	2,022	1	25	12	35	12.207	30,150	0	0	40.919323	-79.78403	N465AW	1.660618	21.029876	41.626212	false
10,709,396	2,022	1	25	20	34	41.235	10,400	294	222	40.88088	-79.77235	N319PQ	2.406102	18.842012	52.568259	false
11,275,175	2,022	1	25	12	34	33.85	40,000	369	279	40.95042	-80.04695	N87527	2.276064	20.835004	-23.100393	false
10,680,678	2,022	1	25	15	2	46.89	16,996	295	116	40.68278	-79.84208	N291CC	2.472647	13.944675	139.199845	false
11,207,701	2,022	1	25	18	39	32.728	6,850	164	57	40.689495	-79.94882	FDY8009	1.990178	9.81633	179.484908	false
11,080,625	2,022	1	25	23	59	51.192	1,875	63	277	40.787384	-79.88544	N684SP	0.507833	5.539394	79.00465	false
11,143,001	2,022	1	25	11	15	34.184	18,100	411	77	40.849182	-79.87781	RPA3633	1.646879	9.982014	37.495731	false
10,528,275	2,022	1	25	21	20	15.437903	3,000	99	147	40.803246	-80.26196	N1407X	2.37291	26.491275	-83.796046	false
11,193,948	2,022	1	26	0	1	41.155	37,000	591	66	40.966644	-79.61012	N796AN	51.443655	35.490976	53.688081	false
11,304,039	2,022	1	25	19	34	48.412	21,867	445	77	40.679035	-79.40377	EDV5122	35.42702	47.421733	103.206324	false
10,999,636	2,022	1	25	20	24	46.707	34,944	548	121	40.634808	-79.50494	JIA5358	13.506564	40.818666	112.762783	false
10,590,792	2,022	1	26	1	50	39.363	4,163	251	212	40.59089	-79.86847	RPA5829	13.207165	21.875978	161.640994	false
10,866,934	2,022	1	25	22	36	52.177	2,300	127	171	40.741425	-80.02814	N474LF	0.840995	7.751332	-121.466896	false
10,905,002	2,022	1	26	0	9	21.214	39,890	370	274	40.83087	-80.32582	FSR511	48.434276	32.265418	-79.370429	false
10,795,522	2,022	1	26	0	2	31.42	32,000	316	257	40.605827	-80.11215	RPA4506	5.705048	23.521131	-144.271666	false
11,185,142	2,022	1	25	15	51	51.193	39,990	456	171	40.528305	-79.70886	N787QS	45.49551	34.403591	143.58949	false
10,716,321	2,022	1	25	21	50	19.852	1,800	97	276	40.712585	-79.97125	N326AG	2.28493	7.473387	-166.006852	false
11,080,625	2,022	1	26	0	2	3.818	1,200	58	251	40.78047	-79.935486	N684SP	1.37273	1.247133	76.703442	false
10,926,744	2,022	1	26	0	15	35.573488	2,900	104	63	40.83938	-79.895294	N53226	1.719396	8.236058	33.973489	false
10,849,373	2,022	1	26	1	40	38.513	1,750	122	70	40.763744	-80.002754	EJM47	0.454944	4.733481	-109.362266	false
11,080,625	2,022	1	26	0	39	40.235	1,700	56	313	40.781662	-79.918274	N684SP	0.263068	2.69939	81.057935	false
10,926,744	2,022	1	25	21	47	15.757503	2,732	111	165	40.902023	-80.10541	N53226	12.28927	19.029687	-43.529407	false
10,785,857	2,022	1	25	21	11	19.493	36,000	351	278	40.945366	-80.05943	UAL1716	2.019132	20.76638	-26.376934	false
10,801,356	2,022	1	25	20	15	7.522	1,800	93	55	40.77214	-79.91943	N40925	2.101637	2.647362	103.942289	false
10,597,154	2,022	1	25	20	39	16.667747	3,360	90	227	40.977924	-79.99523	N20871	23.413108	22.541023	-9.752183	false
10,716,321	2,022	1	25	21	50	21.434	1,800	97	276	40.71268	-79.97235	N326AG	2.579121	7.486178	-165.297004	false
10,801,356	2,022	1	25	20	6	43.008	1,200	72	250	40.775528	-79.95557	N40925	1.399512	0.548372	-118.547693	false
12,598,554	2,022	1	25	18	3	38.916	38,025	384	170	40.617496	-79.96479	CFXDP	2.399666	17.855841	-175.943788	false
10,561,439	2,022	1	25	19	9	49.484	1,700	60	334	40.780334	-79.92224	N1737	1.938357	2.347659	83.346897	false
10,857,539	2,022	1	25	21	53	18.082	27,227	532	105	40.838367	-79.56971	AWI3842	17.285376	32.772442	78.050166	false
11,148,256	2,022	1	25	15	6	58.871	38,037	333	260	40.80148	-80.32004	AAL1974	39.778888	31.353242	-85.08586	false
10,857,539	2,022	1	25	12	36	6.321	30,467	295	279	40.932133	-79.8911	N465AW	6.583961	17.83134	16.114387	false
11,114,209	2,022	1	25	21	27	7.054	37,000	547	109	40.766087	-79.68062	DAL2432	2.341413	22.768515	93.211694	false
10,494,088	2,022	1	25	23	33	54.379	38,025	364	279	40.97149	-80.22219	N107US	0.999591	31.45148	-46.786516	false
11,229,295	2,022	1	25	14	2	11.091	37,985	366	236	40.58422	-80.0799	AAL1508	10.44153	24.153146	-152.883375	false
12,603,929	2,022	1	25	15	34	0.581	33,936	418	184	40.39438	-79.96464	ROU1640	43.456457	42.605366	-178.312702	false
10,501,924	2,022	1	26	2	10	0.385	24,000	330	253	40.66915	-79.95075	DAL1569	0.306329	12.075431	-179.644538	false
10,929,729	2,022	1	26	0	48	53.835	2,700	92	295	40.79354	-80.064865	N5356Y	2.297113	9.86129	-79.810452	false
10,801,356	2,022	1	25	20	47	49.098	1,700	77	257	40.771614	-79.97972	N40925	1.457493	2.614996	-105.442452	false
12,603,929	2,022	1	25	15	33	14.41	35,000	415	184	40.558067	-79.950386	ROU1640	4.46327	24.410612	-179.89623	false
10,528,275	2,022	1	25	21	42	47.325019	2,700	81	349	40.697716	-80.12613	N1407X	2.444977	17.347602	-120.820508	false
10,801,356	2,022	1	25	20	0	45.592	1,000	7	74	40.77821	-79.949776	N40925	36.743512	0.036521	11.736159	false
10,597,154	2,022	1	25	20	18	1.079964	2,800	98	342	40.84693	-80.02545	N20871	2.088582	9.972795	-39.72862	false
11,035,624	2,022	1	25	16	33	39.084	8,900	211	151	40.861404	-79.933655	N64LM	1.487895	9.374756	8.382131	false
10,926,744	2,022	1	26	0	25	48.770684	1,100	38	253	40.776764	-79.95029	N53226	1.33679	0.129897	-163.92759	false
11,276,220	2,022	1	25	22	25	25.389	3,124	107	259	40.828228	-80.03724	N8765W	16.514409	9.25287	-52.802665	false
10,597,154	2,022	1	25	20	15	37.215746	2,800	76	322	40.788567	-79.99487	N20871	1.537219	3.979762	-72.648827	false
11,080,625	2,022	1	26	0	7	6.014	1,025	72	251	40.77722	-79.94855	N684SP	0.156655	0.133443	123.772338	false
11,337,702	2,022	1	25	18	58	3.339	5,100	139	201	40.71785	-79.84137	FDY305	2.549093	11.331769	126.005307	false
10,827,147	2,022	1	25	21	20	5.716768	3,111	83	292	40.936535	-80.13019	N43488	18.506637	23.27158	-40.73558	false
11,080,625	2,022	1	26	1	26	24.241	2,675	94	282	40.800995	-80.10512	N684SP	56.317071	13.352848	-78.869794	false
11,322,859	2,022	1	25	20	48	54.195	4,025	136	329	40.85811	-80.047325	N922DH	1.738068	12.12323	-42.674116	false
11,366,946	2,022	1	26	0	15	21.165	1,450	68	250	40.77506	-79.95662	N96573	0.538344	0.651081	-118.836727	false
10,532,852	2,022	1	25	22	39	9.294	1,875	69	239	40.771427	-79.970665	N1452U	0.326855	1.896966	-112.217351	false
10,597,154	2,022	1	25	20	19	15.055417	2,800	91	338	40.877186	-80.04071	N20871	4.051994	13.428404	-34.767506	false
10,679,355	2,022	1	25	18	4	52.345	3,816	152	201	40.67766	-79.98562	FDY232	32.29466	11.532801	-164.804265	false
12,598,554	2,022	1	26	0	14	6.808	31,068	437	350	40.71499	-79.96138	CFXDP	7.333404	7.052151	-172.068971	false
11,276,220	2,022	1	25	22	19	55.026	3,222	69	23	40.862473	-80.03925	N8765W	28.492579	12.045642	-38.728467	false
11,322,591	2,022	1	25	21	40	13.223857	1,300	58	252	40.779747	-79.93823	N92141	1.380303	1.003557	78.125156	false
11,374,500	2,022	1	25	8	42	1.328	32,999	563	82	40.89017	-79.81725	N973JT	1.777105	16.750816	41.850692	false
10,796,873	2,022	1	25	23	37	44.431	17,975	299	306	40.995594	-80.04337	AWI3746	0.969296	25.428582	-18.023271	false
11,322,859	2,022	1	25	15	54	48.051	2,875	148	265	40.81053	-79.79782	N922DH	1.669575	13.334124	74.175914	false
11,389,159	2,022	1	25	21	56	57.959	35,975	349	277	40.897614	-79.82068	AAL1941	2.290112	17.189738	39.291705	false
10,804,170	2,022	1	25	15	9	6.34	1,250	82	72	40.77315	-79.96524	N412CK	2.053139	1.400625	-112.059835	false
10,597,154	2,022	1	25	20	13	53.785	1,800	63	243	40.771164	-79.9675	N20871	2.097156	1.665605	-116.629155	false
10,532,852	2,022	1	25	20	16	12.375	2,175	98	76	40.764908	-79.953674	N1452U	1.655236	1.476876	-167.419051	false
10,926,744	2,022	1	26	0	22	24.624895	2,500	94	259	40.8032	-79.85144	N53226	0.989156	8.769761	71.273409	false
11,080,625	2,022	1	26	0	57	16.858	1,975	103	106	40.760395	-79.95962	N684SP	0.810079	2.109999	-157.019299	false
11,080,625	2,022	1	26	0	2	17.223	1,125	59	252	40.779434	-79.939896	N684SP	0.340144	0.858794	78.464971	false
10,804,170	2,022	1	25	15	9	45.936	1,125	32	72	40.7765	-79.95157	N412CK	52.531667	0.210948	-136.943436	false
11,027,759	2,022	1	25	12	49	36.968	35,000	0	0	40.690426	-79.83827	N632AE	2.337079	13.534932	135.819526	false
10,507,280	2,022	1	25	11	51	27.406	29,986	313	292	40.614876	-80.13338	DAL2885	5.562377	23.838461	-139.34861	false
10,532,852	2,022	1	25	20	26	32.599	1,900	87	64	40.77031	-79.924355	N1452U	1.878896	2.3121	111.335835	false
10,866,934	2,022	1	25	21	38	49.793	2,000	100	346	40.80696	-79.97137	N474LF	23.310872	3.703693	-29.338284	false
11,027,759	2,022	1	25	12	49	37.561	35,000	0	0	40.690426	-79.83827	N632AE	12.491509	13.534932	135.819526	false
10,501,924	2,022	1	25	13	31	32.695	40,000	354	252	40.64305	-79.9671	N115DU	2.249459	15.044202	-174.438673	false
10,626,757	2,022	1	25	18	28	18.453	31,000	485	12	40.842808	-79.75574	FFT1038	8.56813	17.895788	66.179903	false
10,597,154	2,022	1	26	0	23	25.708388	3,200	97	72	40.730373	-80.1369	N20871	0.724565	16.652686	-108.411815	false
10,528,275	2,022	1	25	21	21	27.524084	2,800	104	152	40.772903	-80.24246	N1407X	2.364875	24.707188	-91.18831	false
10,528,275	2,022	1	25	21	32	31.085855	2,500	87	198	40.76226	-79.92355	N1407X	1.259882	2.819121	127.987723	false
11,130,764	2,022	1	25	22	44	3.786998	3,400	115	162	40.73312	-79.92447	N733PY	1.454901	5.414221	156.659055	false
11,337,702	2,022	1	25	18	57	48.628	5,239	140	201	40.72602	-79.83636	FDY305	2.361022	11.182848	120.964751	false
10,926,744	2,022	1	25	21	44	19.127535	2,856	88	335	40.87236	-80.104004	N53226	13.297334	16.70741	-51.051723	false
11,366,946	2,022	1	26	0	10	42.805	1,000	42	252	40.77743	-79.94763	N96573	0.910081	0.195326	105.092394	false
10,561,439	2,022	1	25	19	9	46.524	1,700	61	334	40.779575	-79.92179	N1737	1.823088	2.377286	85.470982	false
10,852,784	2,022	1	26	0	50	0.544	27,383	525	102	40.69273	-79.36065	AWI3797	9.285217	50.661743	100.56576	false
11,243,640	2,022	1	25	22	54	27.586	37,975	351	279	40.945587	-80.00897	UAL2301	1.636728	19.278377	-14.961165	false
10,996,491	2,022	1	25	20	55	11.08	8,100	0	0	40.9498	-79.440186	N601AW	54.563004	47.019966	65.878409	false
11,204,106	2,022	1	26	0	4	40.746	29,986	330	288	40.747093	-80.18452	SKW4013	8.333564	20.106475	-99.716005	false
12,587,429	2,022	1	25	16	9	43.496	34,000	428	183	40.748333	-79.98156	C-FGRS	20.828174	4.2349	-140.795015	false

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TartanAviation ADS-B Dataset (19.7K Clean Samples)

Dataset Description

19,714 high-quality ADS-B trajectory datapoints from aircraft operations, rigorously cleaned and validated. Perfect for machine learning research in aviation, reinforcement learning, and trajectory prediction.

Key Features

19,714 clean samples (no missing data, no duplicates)
17 comprehensive features including aircraft ID, timestamp components, altitude, speed, heading, geolocation, and metadata
Data period: January to October 2022
Geographic coverage: Ohio airspace (KBTP airport region)
Formats available: CSV (human-readable) and JSONL (ML-optimized)

Dataset Structure (17 columns)

Temporal: year, month, day, hour, minute, second
Aircraft State: aircraft_id, altitude_ft, ground_speed_kts, heading_deg
Location: latitude, longitude
Metadata: aircraft_tail, data_age_sec, range_nm, bearing_deg, altitude_is_gnss

Use Cases

Reinforcement learning for air traffic management
Aircraft trajectory prediction
Graph neural networks modeling
Aviation safety analysis
Time series forecasting for flight dynamics

Quick Start

import pandas as pd

Load CSV dataset df = pd.read_csv('tartanaviation_adsb_19k_clean.csv') print(f"Dataset shape: {df.shape}") print(f"Unique aircraft: {df['aircraft_id'].nunique()}")

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Dataset Stats

Samples: 19,714
Features: 17
Unique Aircraft: 4,946
Time Period: January - October 2022
Region: Ohio airspace (KBTP airport area)
Data Quality: 100% complete, validated

Citation

@dataset{tartanaviation_adsb_2024, title={TartanAviation ADS-B Dataset (19.7K Clean Samples)}, author={Pathange}, year={2024}, publisher={Hugging Face}, url={https://huggingface.co/datasets/Pathange/tartanaviation-adsb-19k-clean} }

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Downloads last month: 69

Size of downloaded dataset files:

7.3 MB

Size of the auto-converted Parquet files:

1.43 MB

Number of rows:

19,714