Datasets:

Muhammaduazir69
/

aeroscope-adsb-anomaly-benchmark

record_id int64	attack_type string	capture_ts_utc float64	hex string	callsign string	registration string	aircraft_type string	category string	source string	lat float64	lon float64	alt_baro_ft float64	alt_geom_ft float64	gs_kts float64	ias_kts float64	tas_kts float64	mach float64	track_deg float64	mag_heading_deg float64	track_rate_dps float64	roll_deg float64	baro_rate_fpm float64	geom_rate_fpm float64	squawk float64	nic float64	nac_p float64	nac_v float64	sil float64	rssi_dbfs float64	seen_s float64	seen_pos_s float64	geom_baro_alt_diff_ft float64	gs_mach_resid_kts float64	baro_geom_rate_diff_fpm float64	track_hdg_diff_deg float64	iforest_score float64	iforest_is_anomaly int64
0	null	1,780,712,196.547492	3c4584	BOX617	D-AALD	B77L	A5	adsb_icao	51.302261	-1.765755	37,000	37,200	488.5	272	484	0.836	92.58	97.73	null	-0.35	0	0	2,011	8	9	1	3	-8.7	0.1	0.322	200	13.1	0	5.15	0.3126	0
1	null	1,780,712,196.547492	407fd2	DHK054A	G-DHLU	B77L	A5	adsb_icao	52.791275	-1.447296	5,425	5,375	205.9	216	null	0.36	223.23	219.2	null	null	2,176	2,208	2,012	8	9	1	3	-3.1	0	0.394	50	10.1	32	4.03	0.3072	0
2	null	1,780,712,196.547492	40825f	EXS7GT	G-SUNU	A21N	A3	adsb_icao	52.965729	-1.361084	16,000	16,150	404.4	312	410	0.66	295.49	291.97	0	0.18	-2,816	-4,384	1,106	8	9	2	3	-13.3	0.1	0.333	150	8.4	1,568	3.52	0.4273	0
3	null	1,780,712,196.547492	407631	EXS82LG	G-JZBS	B738	A3	adsb_icao	52.738797	-0.583766	23,700	23,975	374.8	259	370	0.608	296.29	293.73	0.03	0	-1,728	-1,728	3,263	8	9	1	3	-20.9	0.1	0.3	275	10	0	2.56	0.3161	0
4	null	1,780,712,196.547492	440bc2	BCS19U	OE-LNE	B752	A4	adsb_icao	51.764877	-0.004677	6,950	6,950	295.3	240	264	0.412	357.48	355.78	-0.06	-0.88	-3,584	-3,616	5,705	8	9	1	3	-23.2	0	0.3	0	48.1	32	1.7	0.3697	0
5	null	1,780,712,196.547492	407f58	SRD224B	G-HMGF	B350	A1	adsb_icao	52.85701	0.486145	10,000	10,025	259.6	207	240	0.376	337.58	335.74	null	-0.35	32	0	1,177	8	11	1	3	-14.2	0	0.02	25	34	32	1.84	0.3198	0
6	null	1,780,712,196.547492	406ae9	TOM2KB	G-TAWU	B738	A3	adsb_icao	51.581635	1.226534	38,000	38,400	440.4	243	442	0.768	294.41	289.86	0	0	0	32	625	8	9	1	3	-18.6	0	0.11	400	20.4	32	4.55	0.3087	0
7	null	1,780,712,196.547492	49d1cd	TVS481F	OK-TVS	B738	A3	adsb_icao	51.233917	1.265729	41,000	41,475	455.1	225	444	0.764	100.12	105.47	0	0.18	0	0	2,250	8	8	1	3	-10.2	0	0.224	475	3.3	0	5.35	0.3467	0
8	null	1,780,712,196.547492	c058bf	ACA844	C-GHPU	B788	A5	adsb_icao	51.340461	1.395264	40,975	41,475	494.8	248	484	0.836	103.56	105.12	0	-0.18	32	0	2,006	8	9	1	3	-16.4	0	0.314	500	6.8	32	1.56	0.3479	0
9	null	1,780,712,196.547492	407951	@@@@@@@@	G-UASA	VFHC	B6	mlat	51.180063	1.745932	1,400	null	65	null	null	null	85	null	null	null	0	null	23	0	null	null	null	-9.5	0.1	4.582	null	null	null	null	0.354	0
10	null	1,780,712,196.547492	3c6518	DLH401	D-AIHX	A346	A5	adsb_icao	51.030423	2.032394	39,000	39,475	484.9	256	476	0.824	102.14	107.23	0	0	0	0	2,005	8	9	1	3	-16.5	0	0.11	475	9.5	0	5.09	0.3237	0
11	null	1,780,712,196.547492	407fac	TOM7PV	G-TUOB	B38M	A3	adsb_icao	50.346268	6.272832	36,000	36,700	441.9	262	454	0.792	297.2	292.5	0	0	0	0	627	8	10	2	3	-8.3	0	0.127	700	33.3	0	4.7	0.2948	0
12	null	1,780,712,196.547492	a806d8	UPS16	N616UP	B748	A5	adsb_icao	50.931061	7.134061	1,950	2,200	197.4	188	192	0.292	39.66	38.32	3.03	30.76	1,664	1,792	7,654	8	10	2	3	-14.3	0.1	0.106	250	22.2	128	1.34	0.5128	1
13	null	1,780,712,196.547492	3df741	HUMMEL1	D-HNWR	EC45	A7	adsb_icao	51.298657	7.580109	2,250	2,475	118.9	null	null	null	227.73	null	null	null	-64	null	4,426	9	10	2	3	-18	0	0.083	225	null	null	null	0.2513	0
14	null	1,780,712,196.547492	40796c	TOM62L	G-TUMN	B38M	A3	adsb_icao	49.576271	7.744322	38,000	38,800	414.4	244	444	0.772	298.54	292.5	0	0	0	0	2,251	8	10	2	3	-8.7	0	0.162	800	48.8	0	6.04	0.303	0
15	null	1,780,712,196.547492	3c71a4	BCS120	D-ALMD	A332	A5	adsb_icao	51.317505	8.068641	32,000	32,650	408.6	266	432	0.736	246.95	247.5	0	-0.18	0	32	1,000	8	11	2	3	-10.9	0.2	0.419	650	33	32	0.55	0.3232	0
16	null	1,780,712,196.547492	4d2014	EWG31G	9H-EUM	A320	A3	adsb_icao	49.108383	9.048298	37,000	37,875	426.7	251	448	0.776	211.19	212.52	-0.03	-0.18	0	0	615	8	9	1	3	-13.9	0	0.314	875	38.9	0	1.33	0.3061	0
17	null	1,780,712,196.547492	ae10bb	RCH591	01-0192	C17	null	mlat	49.715236	9.154532	19,525	null	414	null	null	null	250	null	null	null	-2,039	null	6,007	0	null	null	null	-11.3	1	1.025	null	null	null	null	0.3671	0
18	null	1,780,712,196.547492	485342	KLM856	PH-BHH	B789	A5	adsb_icao	51.510132	9.389896	40,000	40,675	466.3	255	484	0.84	294.59	288.81	0	0	128	-64	1,000	8	9	1	3	-10.7	0	0.119	675	37.7	192	5.78	0.3231	0
19	null	1,780,712,196.547492	4bcdce	SXS619	TC-SNN	B738	A3	adsb_icao	49.299984	10.145874	39,000	39,800	463.2	232	432	0.752	134.56	138.16	0.06	2.11	0	0	7,663	8	9	1	3	-7.4	0.1	0.326	800	12	0	3.6	0.3296	0
20	null	1,780,712,196.547492	4bcda5	SXS5TM	TC-SME	B38M	A3	adsb_icao	49.965912	10.347892	37,000	37,750	477.7	256	454	0.788	140.95	142.21	0	-0.18	0	0	7,656	8	11	2	3	-7.4	0	0.31	750	4.9	0	1.26	0.3549	0
21	null	1,780,712,196.547492	a8aa77	PDT5877	N658AE	E145	A2	adsb_icao	40.489105	-75.96283	17,000	17,775	378.1	null	null	null	310.39	null	null	null	-64	null	1,140	8	9	1	3	-20.4	0	0	775	null	null	null	0.2629	0
22	null	1,780,712,196.547492	a0b5f5	N145HC	N145HC	EC45	A7	adsb_icao	40.939087	-75.920837	2,375	2,425	114	null	null	null	326.45	null	null	null	null	0	null	9	10	2	3	-29.1	36.2	36.208	50	null	null	null	0.2511	0
23	null	1,780,712,196.547492	adc9b6	JBU688	N988JT	A321	A3	adsb_icao	41.269164	-75.679509	27,500	28,800	471.9	288	442	0.728	113.74	124.28	0.34	8.96	-2,112	-2,112	4,062	8	10	2	3	-19	0	0.225	1,300	35.1	0	10.54	0.4067	0
24	null	1,780,712,196.547492	a7e693	SKQ48	N608SM	PC12	A1	adsb_icao	40.519347	-75.656287	8,100	8,450	159.9	null	null	null	230.84	null	null	null	1,280	null	3,065	9	10	2	3	-9.2	0	0.265	350	null	null	null	0.2748	0
25	null	1,780,712,196.547492	a977d4	AAL1247	N709UW	A319	A3	adsb_icao	39.86594	-75.651367	10,300	10,675	322.7	278	328	0.5	275.87	288.11	-0.03	-0.7	1,856	256	2,722	8	9	1	3	-10.3	0	0	375	22.7	1,600	12.24	0.3742	0
26	null	1,780,712,196.547492	c03330	JZA520	C-FTJZ	CRJ9	A3	adsb_icao	40.068302	-75.59012	7,950	8,250	301.8	252	288	0.44	101.27	113.55	0	-0.53	-32	0	572	8	10	1	3	-16.8	0	0.274	300	37.8	32	12.28	0.2712	0
27	null	1,780,712,196.547492	a95104	N7MW	N7MW	BE58	A1	adsb_icao	41.560181	-75.579196	3,700	3,750	159.9	null	null	null	113.2	null	null	null	-704	null	241	9	null	2	null	-33	16.6	25.13	50	null	null	null	0.2563	0
28	null	1,780,712,196.547492	a1c935	RPA5594	N214JQ	E75L	A3	adsb_icao	40.480499	-75.519775	30,000	31,475	459.4	299	474	0.788	238.8	254.18	0	-0.7	-128	32	1,426	8	10	2	3	-8.5	0	0.301	1,475	13.4	160	15.38	0.3201	0
29	null	1,780,712,196.547492	a2fbec	UAL3929	N29124	B752	A4	adsb_icao	40.478986	-75.493053	20,000	20,925	368.8	287	394	0.628	239.89	254.18	0	0.53	-64	0	1,752	8	9	1	3	-14.1	0	0.101	925	8	64	14.29	0.3004	0
30	null	1,780,712,196.547492	a59d5f	AAL3295	N461AN	A21N	A3	adsb_icao	39.841128	-75.476135	7,875	8,175	269.9	250	284	0.432	276.81	288.28	0.06	0.53	3,328	3,552	2,676	8	9	1	3	-16.1	0	0.277	300	10.7	224	11.47	0.3255	0
31	null	1,780,712,196.547492	a37574	N32177	N32177	P28A	A1	adsb_icao	40.64859	-75.436401	300	250	52.7	null	null	null	303.39	null	null	null	null	-64	2,430	9	10	2	3	-20.7	27	27.247	50	null	null	null	0.2596	0
32	null	1,780,712,196.547492	a73a47	JBU144	N565JB	A320	A3	adsb_icao	39.824229	-75.43042	17,075	17,975	430.2	322	426	0.672	43.12	52.21	0	-0.35	-1,728	-1,792	6,057	8	10	2	3	-9.4	0	0.449	900	27	64	9.09	0.2854	0
33	null	1,780,712,196.547492	a77721	JIA5068	N580NN	CRJ9	A3	adsb_icao	39.6633	-75.35003	8,175	8,525	290.4	250	286	0.432	183.16	196.7	0	-0.35	2,624	2,368	1,106	8	10	1	3	-11.3	0.2	0.162	350	31.2	256	13.54	0.3043	0
34	null	1,780,712,196.547492	a94b2e	UAL1206	N69829	B739	A3	adsb_icao	41.409705	-75.328142	29,450	30,750	429	297	466	0.772	299.61	311.48	0	0.18	2,240	2,176	1,567	8	9	1	3	-8.5	0	0.39	1,300	34.2	64	11.87	0.3102	0
35	null	1,780,712,196.547492	a948a2	PDT5945	N698CB	E145	A2	adsb_icao	39.802597	-75.321788	3,775	3,925	218.3	null	null	null	213.03	null	null	null	3,200	null	1,622	8	10	1	3	-9.1	0.3	0.262	150	null	null	null	0.2792	0
36	null	1,780,712,196.547492	a48a8f	DAL1014	N392DN	A321	A3	adsb_icao	41.688492	-75.190929	27,350	28,575	424.4	301	458	0.752	303.95	315.35	0	-0.18	1,216	1,088	2,744	8	10	1	3	-18.9	0	0.042	1,225	26.8	128	11.4	0.2808	0
37	null	1,780,712,196.547492	a854d0	JBU706	N636JB	A320	A3	adsb_icao	40.050845	-75.156846	11,825	12,400	379.9	310	376	0.58	43.19	52.21	-0.06	0.35	-1,280	-1,664	1,311	8	10	2	3	-7.4	0	0.231	575	31.9	384	9.02	0.2886	0
38	null	1,780,712,196.547492	aa9fe3	FDX1254	N784FD	B752	A4	adsb_icao	40.650112	-75.149169	34,000	35,575	457.4	279	474	0.804	239.23	254.88	0	0.18	0	0	3,516	8	9	1	3	-18	0.2	0.2	1,575	25	0	15.65	0.3181	0
39	null	1,780,712,196.547492	4bb146	THY8	TC-LJF	B77W	A5	adsb_icao	39.84555	-75.138428	33,000	34,525	499.6	294	488	0.828	48.81	57.3	null	0.53	0	-32	2,137	8	9	1	3	-18.5	0.1	0.094	1,525	2.8	32	8.49	0.33	0
40	null	1,780,712,196.547492	ac3030	SWA2469	N8848Q	B38M	A3	adsb_icao	40.920721	-75.135498	19,375	20,175	391.4	315	424	0.672	267.36	282.13	-0.44	-8.79	1,856	1,568	1,546	8	10	2	3	-10.3	0	0.021	800	11.8	288	14.77	0.41	0
41	null	1,780,712,196.547492	a320a6	EDV5417	N300PQ	CRJ9	A3	adsb_icao	41.511189	-75.09085	22,000	22,925	379.8	298	418	0.672	306.33	313.24	0	0	32	0	7,155	8	10	1	3	-18.7	0.1	0.446	925	23.4	32	6.91	0.2707	0
42	null	1,780,712,196.547492	a4c527	RPA4336	N406YX	E75L	A3	adsb_icao	40.161346	-75.009583	18,000	18,875	330	265	354	0.556	263.74	277.56	0	-0.18	0	-32	3,376	8	10	2	3	-11.2	0	0	875	3.6	32	13.82	0.29	0
43	null	1,780,712,196.547492	aab9a3	N790SP	N790SP	C172	A2	adsb_icao	40.092133	-74.998779	175	100	60.2	null	null	null	228.37	null	null	null	-384	null	1,200	9	10	2	3	-16.8	0	0.426	75	null	null	null	0.2638	0
44	null	1,780,712,196.547492	a9b4a4	RPA3477	N724YX	E75L	A3	adsb_icao	40.77706	-74.963212	17,325	18,050	350.4	290	378	0.596	272.78	294.43	-0.03	-0.53	1,792	32	3,040	8	10	2	3	-22.5	0	0.031	725	7.2	1,760	21.65	0.4268	0
45	null	1,780,712,196.547492	a97310	JBU376	N708JB	A320	A3	adsb_icao	39.267151	-74.928489	10,275	10,800	315.8	269	320	0.492	8.93	18.63	0	0.18	-640	-1,216	1,342	8	10	2	3	-21.3	0.2	0.184	525	20.6	576	9.7	0.2868	0
46	null	1,780,712,196.547492	a19d59	MXY559	N203BZ	BCS3	A3	adsb_icao	39.225861	-74.862631	31,000	32,500	464.9	280	454	0.756	38.27	47.29	0	0	0	0	2,437	8	10	1	3	-26.6	0	0.04	1,500	11.3	0	9.02	0.3014	0
47	null	1,780,712,196.547492	aa477b	RPA3643	N761YX	E75L	A3	adsb_icao	41.379868	-74.853333	21,225	22,175	383.4	298	414	0.66	306.3	316.93	0	-0.35	1,088	1,088	3,033	8	10	2	3	-15	0	0.292	950	12.6	0	10.63	0.2791	0
48	null	1,780,712,196.547492	aa6ed1	AAL1664	N771XF	A319	A3	adsb_icao	39.781952	-74.841076	13,575	14,125	394.2	304	376	0.584	82.71	93.34	0	-0.35	2,624	2,176	1,703	8	9	1	3	-15.5	0	0.069	550	43.8	448	10.63	0.3335	0
49	null	1,780,712,196.547492	a83782	UAL782	N62884	B739	A3	adsb_icao	40.813092	-74.825509	16,875	17,575	382.8	320	414	0.652	292.75	304.63	0	0.53	1,344	2,176	1,131	8	9	1	3	-7.4	0	0.089	700	8.4	832	11.88	0.3323	0
50	null	1,780,712,196.547492	abff62	N872SP	N872SP	C172	A2	adsb_icao	40.262332	-74.809341	1,050	1,075	102.9	null	null	null	55.69	null	null	null	256	null	2,040	9	10	2	3	-13.1	0.4	0.467	25	null	null	null	0.2625	0
51	null	1,780,712,196.547492	a7fae4	N613LG	N613LG	C172	A2	adsb_icao	39.366015	-74.791687	4,950	5,125	96.8	null	null	null	13.75	null	null	null	0	null	2,163	9	10	2	3	-11.3	0.1	0.691	175	null	null	null	0.2521	0
52	null	1,780,712,196.547492	a5b923	UPS7897	N468UP	B752	A4	adsb_icao	40.429594	-74.747855	6,000	6,175	280.7	68	276	0.492	29.21	70.31	0.03	0.53	64	256	2,147	8	10	1	3	-24	0	0.101	175	14.5	192	41.1	0.3231	0
53	null	1,780,712,196.547492	a12b07	UAL2796	N17441	null	A3	adsb_icao	39.58388	-74.740417	25,275	26,450	397.4	280	408	0.66	225.61	241.35	0	0.53	1,792	128	1,156	8	10	2	3	-21.7	0	0	1,175	1.4	1,664	15.74	0.4326	0
54	null	1,780,712,196.547492	aa5657	RPA3713	N765YX	E75L	A3	adsb_icao	40.521652	-74.689819	14,025	14,600	344.5	291	364	0.564	244.92	259.45	0	0	-64	1,440	2,651	8	10	2	3	-13.7	0	0.141	575	6.1	1,504	14.53	0.3677	0
55	null	1,780,712,196.547492	ad0074	JBU624	N937JB	A321	A3	adsb_icao	40.973976	-74.677505	23,000	24,000	416	null	null	null	98.85	null	null	null	128	null	1,153	8	10	1	3	-7.2	0	0.04	1,000	null	null	null	0.2566	0
56	null	1,780,712,196.547492	aa7ec2	UAL1784	N77558	B39M	A3	adsb_icao	40.629024	-74.58949	15,725	16,325	323	274	348	0.54	277.83	289.51	0.03	1.05	3,072	2,848	2,615	8	10	2	3	-8	0.2	0.373	600	1	224	11.68	0.3256	0
57	null	1,780,712,196.547492	a5d28e	UAL404	N47414	B739	A3	adsb_icao	40.9319	-74.52124	5,200	5,350	285.6	249	274	0.412	67.57	80.68	-0.03	-0.18	-576	-608	4,030	8	9	1	3	-8.5	0	0	150	38.4	32	13.11	0.2742	0
58	null	1,780,712,196.547492	a83c4f	OPN63	N63KL	SF50	A1	adsb_icao	40.577072	-74.514958	3,825	3,875	269.1	240	262	0.396	35.17	46.23	null	-1.41	-960	null	5,666	9	10	2	3	-16.2	0.2	0.352	50	31.5	null	11.06	0.2831	0
59	null	1,780,712,196.547492	aadf08	N8VB	N8VB	GLEX	A3	adsb_icao	39.569356	-74.500427	25,000	26,225	461	301	442	0.716	56.41	65.39	0	0	0	-64	3,656	8	11	1	3	-20.2	0	0	1,225	31.4	64	8.98	0.3037	0
60	null	1,780,712,196.547492	acf841	PDT6093	N935AE	E145	A2	adsb_icao	39.822227	-74.497559	16,950	17,800	358.8	null	null	null	64.93	null	null	null	1,216	null	2,720	8	9	1	3	-15.5	0	0	850	null	null	null	0.2687	0
61	null	1,780,712,196.547492	a3472f	DAL1071	N310DU	BCS3	A3	adsb_icao	40.540715	-74.498853	17,000	17,750	331.1	271	354	0.556	251.51	265.96	0.31	5.1	-64	0	1,102	8	10	1	3	-12.3	0	0	750	2.5	64	14.45	0.3624	0
62	null	1,780,712,196.547492	348249	IBE03YY	EC-OLE	A21N	A3	adsb_icao	41.261436	-74.450413	5,800	6,000	272	248	274	0.416	179.37	196.52	-1.16	-16.17	-960	-960	757	8	10	2	3	-7.6	0.3	0.347	200	22.4	0	17.15	0.4273	0
63	null	1,780,712,196.547492	a0aa2b	AAL1576	N142AN	A321	A3	adsb_icao	39.838165	-74.411833	21,200	22,225	459.4	340	468	0.748	216.77	232.21	0.25	4.75	1,152	1,248	2,735	8	9	1	3	-9.1	0	0	1,025	10.6	96	15.44	0.3696	0
64	null	1,780,712,196.547492	a12f08	UAL1047	N17565	B39M	A3	adsb_icao	40.831201	-74.409526	3,975	4,075	276.6	249	268	0.404	49.4	60.64	0.09	0.35	64	96	6,120	8	10	2	3	-12.4	0	0.454	100	34.2	32	11.24	0.2747	0
65	null	1,780,712,196.547492	ac8d68	N908FG	N908FG	C172	A1	adsb_icao	41.495865	-74.393297	4,000	4,075	102.6	null	null	null	240.19	null	null	null	0	null	3,454	9	10	2	3	-22.8	0.2	0.227	75	null	null	null	0.2517	0
66	null	1,780,712,196.547492	aaa5ae	UAL2275	N78511	B738	A3	adsb_icao	41.119266	-74.375569	19,000	19,775	408	329	440	0.696	293.55	305.68	0	0.35	2,048	2,112	7,145	8	9	1	3	-6.3	0.1	0.125	775	9.6	64	12.13	0.3014	0
67	null	1,780,712,196.547492	a4cb64	N408LS	N408LS	F2TH	A2	adsb_icao	41.086853	-74.359863	3,000	3,025	275	250	270	0.4	85.2	97.73	-0.03	0.35	64	-64	1,750	8	10	2	3	-22	0	0.021	25	35	128	12.53	0.273	0
68	null	1,780,712,196.547492	a9d4b5	RPA3412	N732YX	E75L	A3	adsb_icao	40.809265	-74.327087	9,950	10,375	296.5	250	294	0.448	348.92	4.39	-0.28	-4.39	832	2,656	3,305	8	10	2	3	-8.7	0.1	0.195	425	27.7	1,824	15.47	0.4421	0
69	null	1,780,712,196.547492	a2228b	ASA84	N237AK	B739	A3	adsb_icao	40.93031	-74.314707	19,525	20,375	414.3	280	382	0.604	99.17	112.15	0	-0.18	-960	-960	3,543	8	10	2	3	-3	0	0.042	850	51.9	0	12.98	0.2896	0
70	null	1,780,712,196.547492	a73dfe	JBU1990	N566JB	A320	A3	adsb_icao	40.063787	-74.307091	6,000	6,275	269.5	609	278	0.376	313.95	70.31	0.03	0	0	384	7,446	8	9	1	3	-7.1	0.2	0.36	275	43.9	384	116.36	0.3549	0
71	null	1,780,712,196.547492	a38c66	DAL2426	N328DU	BCS3	A3	adsb_icao	40.36498	-74.289988	8,000	8,300	292.8	250	286	0.436	44.17	53.96	-0.03	-0.35	0	-64	2,557	8	10	1	3	-10.3	0.4	0.39	300	31.2	64	9.79	0.2587	0
72	null	1,780,712,196.547492	a39243	JBU2322	N3291J	null	A3	adsb_icao	39.982693	-74.287928	35,000	36,575	472.4	139	468	0.764	36.05	70.31	0	-0.18	0	0	1,346	8	10	1	3	-9.9	0	0.029	1,575	14	0	34.26	0.3655	0
73	null	1,780,712,196.547492	a2fe86	N292SP	N292SP	C172	A1	adsb_icao	39.809193	-74.275146	2,350	2,325	107.2	null	null	null	351.42	null	null	null	null	-128	1,200	9	10	2	3	-27.2	0.2	0.36	25	null	null	null	0.2547	0
74	null	1,780,712,196.547492	a8e1f6	DAL781	N6711M	B752	A4	adsb_icao	40.321733	-74.251036	13,300	13,825	360.1	301	372	0.576	237.59	253.12	0.03	0.18	2,816	2,688	3,007	8	10	2	3	-13.2	0	0.454	525	14.5	128	15.53	0.3041	0
75	null	1,780,712,196.547492	a16e7d	UAL144	N19117	B752	A4	adsb_icao	40.687225	-74.24646	5,900	6,025	280.9	250	276	0.412	42.84	29.18	1.59	22.85	2,688	2,752	1,662	8	9	1	3	-16.1	0	0.101	125	33.7	64	13.66	0.4905	0
76	null	1,780,712,196.547492	040048	ETH515	ET-AOR	B788	A5	adsb_icao	40.599609	-74.234741	2,700	2,750	251.6	245	260	0.388	210.85	226.05	0	-0.18	1,632	1,408	7,176	8	9	1	3	-14	0	0.251	50	18.8	224	15.2	0.3022	0
77	null	1,780,712,196.547492	a9741d	AAL2666	N708UW	A319	A3	adsb_icao	40.54097	-74.198486	34,975	36,525	433.7	54	446	0.844	14.42	70.31	0	0	0	2,016	2,307	8	9	1	3	-10.5	0	0.159	1,550	72.7	2,016	55.89	0.4999	0
78	null	1,780,712,196.547492	a703e4	null	N551HU	EC35	A7	adsb_icao	41.642349	-74.174881	2,475	null	null	null	null	null	null	null	null	null	null	null	null	8	8	null	2	-23.9	0.2	0.227	null	null	null	null	0.3255	0
79	null	1,780,712,196.547492	a9ad36	RPA3627	N722YX	E75L	A3	adsb_icao	40.69848	-74.164769	0	-100	59.9	null	null	null	205.71	null	null	null	0	null	null	8	10	2	3	-18.9	7.8	7.8	100	null	null	null	0.2611	0
80	null	1,780,712,196.547492	a523c6	GTI8602	N430GT	B744	A5	adsb_icao	41.254035	-74.152721	20,850	21,650	440.5	343	468	0.744	314.72	324.84	-0.06	-0.35	1,472	1,792	3,303	8	10	2	3	-6.4	0	0.089	800	5.9	320	10.12	0.3065	0
81	null	1,780,712,196.547492	a6f482	UAL499	N54711	B737	A3	adsb_icao	40.929977	-74.147095	4,000	4,150	235.7	208	226	0.34	129.84	139.92	1.5	17.93	-64	-96	2,765	8	9	1	3	-9.8	0	0.075	150	31.7	32	10.08	0.4377	0
82	null	1,780,712,196.547492	a3761c	DAL1390	N322DU	BCS3	A3	adsb_icao	40.534515	-74.143799	7,575	7,850	291.3	255	290	0.44	70.76	82.62	-0.03	-0.18	-896	-768	7,256	8	10	1	3	-8.1	0	0.301	275	27.3	128	11.86	0.2609	0
83	null	1,780,712,196.547492	a3627d	ENY3752	N317TB	E75L	A3	adsb_icao	41.660614	-74.14317	9,875	10,250	310.4	250	294	0.452	138.92	154.51	0	0.18	-1,216	-1,248	1,352	8	10	2	3	-17.8	0	0.29	375	39.2	32	15.59	0.293	0
84	null	1,780,712,196.547492	a46462	FTO382	N382TA	C208	A1	adsb_icao	40.8452	-74.11908	1,400	1,375	119.4	null	null	null	285.55	null	null	null	704	null	323	9	10	2	3	-16.2	0.4	0.373	25	null	null	null	0.2715	0
85	null	1,780,712,196.547492	a48125	N39HF	N39HF	S76	A7	adsb_icao	40.716934	-74.118713	200	125	94.4	null	null	null	344.64	null	null	null	null	-128	4,372	8	10	1	3	-7.4	0.3	0.262	75	null	null	null	0.2578	0
86	null	1,780,712,196.547492	aa7c64	JBU884	N775JB	A320	A3	adsb_icao	39.724654	-74.114441	15,575	16,325	390.8	299	390	0.612	40.54	49.57	0	0.35	-1,472	-1,408	773	8	10	2	3	-17.9	0.4	0.36	750	23.6	64	9.03	0.2765	0
87	null	1,780,712,196.547492	c02e91	JZA884	C-FRQM	E75S	A3	adsb_icao	40.777222	-74.11084	1,675	1,675	178.9	180	190	0.28	205.85	222.54	-0.09	-0.35	-832	-960	552	8	10	2	3	-15.8	0	0.141	0	10.9	128	16.69	0.3198	0
88	null	1,780,712,196.547492	a12ae3	UAL1043	N17430	null	A3	adsb_icao	40.846796	-74.080374	3,075	3,150	210.2	191	204	0.304	152.22	166.29	0.25	2.46	-576	-640	2,775	8	10	2	3	-6.7	0.1	0.184	75	27.8	64	14.07	0.3086	0
89	null	1,780,712,196.547492	a2d728	YEL82	N282TX	E55P	A1	adsb_icao	40.859665	-74.058838	125	25	117.2	null	null	null	182.94	null	null	null	-704	null	6,751	9	10	2	3	-15.2	0	0.121	100	null	null	null	0.2649	0
90	null	1,780,712,196.547492	a1dd2d	RPA5809	N219YX	E75L	A3	adsb_icao	40.972046	-74.020203	12,200	12,725	309.2	272	330	0.508	301.38	314.3	-0.03	-0.18	1,856	2,304	3,057	8	10	2	3	-7.9	0.3	0.404	525	4.4	448	12.92	0.309	0
91	null	1,780,712,196.547492	a12731	UAL2036	N17335	B38M	A3	adsb_icao	39.842697	-74.010414	6,300	6,550	265.9	246	276	0.416	314.09	325.9	0	-0.53	-1,088	-960	3,304	8	10	2	3	-19.1	0.1	0.076	250	16.3	128	11.81	0.2716	0
92	null	1,780,712,196.547492	ad340b	N95TV	N95TV	B06	A7	adsb_icao	40.753006	-74.007446	2,100	2,075	71.3	null	null	null	34.14	null	null	null	null	256	306	10	10	2	3	-16.5	0.1	0.446	25	null	null	null	0.2837	0
93	null	1,780,712,196.547492	a22ee9	N24NY	N24NY	B407	A7	adsb_icao	40.754608	-73.99939	2,000	2,000	5.7	null	null	null	225	null	null	null	null	448	305	10	10	2	3	-12.3	0.1	0.534	0	null	null	null	0.3013	0
94	null	1,780,712,196.547492	a4f830	N4192C	N4192C	DV20	null	mlat	42.010127	-73.9972	5,400	null	null	null	null	null	null	null	null	null	130	null	1,674	0	null	null	null	-12	1	19.892	null	null	null	null	0.337	0
95	null	1,780,712,196.547492	ac308f	AAL744	N885BP	B788	A5	adsb_icao	39.927155	-73.954895	22,050	23,075	445.7	314	436	0.696	54.31	63.63	0.03	0.35	3,552	2,752	3,064	8	9	2	3	-10.3	0	0.39	1,025	28.1	800	9.32	0.3499	0
96	null	1,780,712,196.547492	a7da5f	FFT4347	N605FR	A21N	A3	adsb_icao	40.881958	-73.931091	9,950	10,300	276	245	288	0.44	255.31	270.35	-0.09	-1.41	1,792	2,016	1,170	8	10	2	3	-11.1	0.2	0.327	350	12	224	15.04	0.3192	0
97	null	1,780,712,196.547492	acb963	N919PD	N919PD	B429	A7	adsb_icao	40.63475	-73.895104	500	475	104.4	null	null	null	156.87	null	null	null	null	-128	364	9	10	2	3	-19	0.1	1.086	25	null	null	null	0.2594	0
98	null	1,780,712,196.547492	a1e1d8	RPA5603	N220JQ	E75L	A3	adsb_icao	40.77734	-73.877376	0	-75	68.8	null	null	null	212.54	null	null	null	0	null	1,522	8	10	2	3	-10.8	0.3	1.486	75	null	null	null	0.261	0
99	null	1,780,712,196.547492	a22ac6	RPA5743	N239JQ	E75L	A3	adsb_icao	40.513229	-73.8703	5,075	5,300	265.1	252	276	0.416	236.07	250.49	0.59	8.09	2,944	3,008	1,717	8	10	2	3	-17.3	0.2	0.161	225	15.5	64	14.42	0.3845	0

End of preview. Expand in Data Studio

AeroScope ADS-B Anomaly Benchmark v1

A free, openly-licensed benchmark for evaluating ADS-B anomaly and spoofing detectors. It pairs real airborne ADS-B traffic with synthetically injected attacks following the standard taxonomy in the ADS-B security literature, so detectors can be compared on a shared, labelled, reproducible dataset.

918 rows — 459 real / 459 injected (balanced)
38 documented columns — raw ADS-B fields, integrity fields (NIC/NACp/NACv/SIL), and derived self-consistency features
Baseline included — every row carries the score from a deployed scikit-learn IsolationForest (ROC-AUC 0.8943; 54.24% detection at a 2.54% false-positive rate, threshold calibrated on held-out real traffic)
License: CC-BY 4.0
Project: aeroscope.live · dataset card: aeroscope.live/research · attack reference: aeroscope.live/ads-b-security

How it was built

Real airborne ADS-B traffic was captured live from crowdsourced 1090 MHz receiver feeds across multiple regions and de-duplicated by ICAO 24-bit address. An equal number of attack records were then synthetically injected following the standard taxonomy (cf. Habler & Shabtai, Computers & Security, 2018):

attack_type	rows	what it perturbs
`altitude_tamper`	115	barometric/geometric altitude (clamped to the Mode-S floor so rows stay physically transmittable)
`velocity_tamper`	115	ground speed / Mach / airspeed consistency
`ghost_kinematics`	115	fabricated kinematics for non-existent (ghost) aircraft
`integrity_downgrade`	114	NIC/NACp/SIL integrity-field downgrade
(none — real traffic)	459	—

Usage

from datasets import load_dataset

# replace Muhammaduazir69 with your Hugging Face username
ds = load_dataset("Muhammaduazir69/aeroscope-adsb-anomaly-benchmark")
df = ds["train"].to_pandas()

X = df.drop(columns=["record_id", "label", "attack_type", "iforest_score", "iforest_is_anomaly"])
y = df["label"]          # 0 = real, 1 = injected attack
print(df["attack_type"].value_counts(dropna=False))

A JSONL version (aeroscope-adsb-anomaly-benchmark-v1.jsonl, one object per row, same fields) is included.

Columns (38)

record_id, label, attack_type, capture_ts_utc, hex, callsign, registration, aircraft_type, category, source, lat, lon, alt_baro_ft, alt_geom_ft, gs_kts, ias_kts, tas_kts, mach, track_deg, mag_heading_deg, track_rate_dps, roll_deg, baro_rate_fpm, geom_rate_fpm, squawk, nic, nac_p, nac_v, sil, rssi_dbfs, seen_s, seen_pos_s, geom_baro_alt_diff_ft, gs_mach_resid_kts, baro_geom_rate_diff_fpm, track_hdg_diff_deg, iforest_score, iforest_is_anomaly.

Full per-column reference is in DATASET_CARD.md.

Honest limitations

Synthetic injection is a proxy for real attacks, not the real thing.
Coverage is biased toward busy terminal areas in the capture regions.
Single-snapshot kinematics (no trajectories) — a trajectory release is planned.
Enhanced-surveillance fields (ias_kts/tas_kts/mach/mag_heading_deg/track_rate_dps/roll_deg) are broadcast by only ~25–40% of aircraft, so those columns are intentionally sparse — expected, not data loss.
nac_v is recorded as-broadcast; some encoders exceed the DO-260B nominal 0–4 range.
ADS-B is public broadcast data; no anonymisation is applied (hex/callsign/registration as broadcast).

Citation

@misc{uzair2026aeroscopebenchmark,
  author       = {Uzair, Muhammad},
  title        = {AeroScope ADS-B Anomaly Benchmark v1},
  year         = {2026},
  publisher    = {aeroscope.live},
  note         = {CC-BY 4.0},
  url          = {https://aeroscope.live/research}
}

Plain text: Uzair, M. (2026). AeroScope ADS-B Anomaly Benchmark v1. aeroscope.live. CC-BY 4.0. Maintained by Muhammad Uzair, Department of Computer Science, COMSATS University Islamabad (ORCID 0009-0002-4104-2680).

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