Datasets:

FM4CS
/

THOR-Pretrain

shard int64 0 7.62k	modalities listlengths 1 8	has_s2 bool 2 classes	has_s1:10m bool 2 classes	has_s1:60m bool 2 classes	has_s3:olci bool 2 classes	has_s3:slstr bool 2 classes	has_land_cover bool 2 classes	has_dem:10m bool 2 classes	has_dem:60m bool 2 classes	tile stringlengths 6 6	date stringdate 2016-01-01 00:00:00 2024-05-27 00:00:00
3,116	[ "s2", "s3:olci", "s3:slstr" ]	true	false	false	true	true	false	false	false	T01CEN	2021-11-15
7,204	[ "s2", "s3:olci", "s3:slstr" ]	true	false	false	true	true	false	false	false	T01DDC	2016-11-05
2,147	[ "s2", "s3:olci", "s3:slstr" ]	true	false	false	true	true	false	false	false	T01DED	2019-02-28
5,310	[ "s3:olci", "s3:slstr" ]	false	false	false	true	true	false	false	false	T01DFB	2019-02-26
3,399	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m" ]	true	false	false	true	true	true	true	false	T01LBD	2019-11-05
5,436	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01LGJ	2019-02-17
2,033	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01VDK	2021-02-21
2,501	[ "s3:olci", "s3:slstr" ]	false	false	false	true	true	false	false	false	T01VFK	2023-04-14
3,899	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WDR	2019-04-04
3,899	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WDR	2020-06-12
3,899	[ "s2", "s3:slstr", "land_cover" ]	true	false	false	false	true	true	false	false	T01WDR	2021-02-10
5,355	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WDS	2017-09-21
4,271	[ "s1:10m", "s1:60m", "s3:olci", "s3:slstr" ]	false	true	true	true	true	false	false	false	T01WDU	2021-03-10
2,216	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WDV	2022-03-18
228	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WEP	2020-02-13
228	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WEP	2020-04-26
228	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WEP	2020-05-05
228	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WEP	2020-11-03
228	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WEP	2022-05-23
1,525	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WEQ	2019-06-18
1,525	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WEQ	2020-02-28
1,525	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WEQ	2020-06-08
1,525	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WEQ	2023-08-28
4,859	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WER	2020-04-11
4,859	[ "s3:slstr", "land_cover" ]	false	false	false	false	true	true	false	false	T01WER	2021-08-17
978	[ "s2", "s1:10m", "s1:60m", "s3:olci", "s3:slstr", "land_cover" ]	true	true	true	true	true	true	false	false	T01WFM	2018-06-19
5,025	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WFN	2018-04-05
5,025	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WFN	2020-02-22
5,025	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WFN	2020-04-20
3,250	[ "s3:slstr" ]	false	false	false	false	true	false	false	false	T01WFP	2022-05-23
1,560	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WFQ	2021-03-02
1,633	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WFQ	2021-03-02
2,460	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T01WFR	2019-07-10
467	[ "s2", "s3:olci", "s3:slstr" ]	true	false	false	true	true	false	false	false	T02CMU	2018-12-16
6,639	[ "s2", "s3:olci", "s3:slstr" ]	true	false	false	true	true	false	false	false	T02CNA	2021-10-04
3,837	[ "s2", "s1:10m", "s1:60m", "s3:slstr" ]	true	true	true	false	true	false	false	false	T02CND	2021-03-24
4,075	[ "s2", "s3:olci", "s3:slstr" ]	true	false	false	true	true	false	false	false	T02DMH	2019-02-26
3,645	[ "s2", "s3:olci", "s3:slstr" ]	true	false	false	true	true	false	false	false	T02DML	2019-02-28
6,130	[ "s2", "s3:olci", "s3:slstr" ]	true	false	false	true	true	false	false	false	T02DNG	2019-02-26
6,701	[ "s2", "land_cover" ]	true	false	false	false	false	true	false	false	T02KNE	2022-09-08
498	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T02UPF	2019-08-18
6,610	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T02VMR	2020-06-21
2,698	[ "s2", "s1:10m", "s1:60m", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	true	true	true	true	true	true	true	T02VPN	2022-01-28
5,540	[ "s2", "s3:olci", "s3:slstr", "land_cover" ]	true	false	false	true	true	true	false	false	T02WMA	2024-02-15
1,058	[ "s1:10m", "s1:60m" ]	false	true	true	false	false	false	false	false	T02WMT	2019-06-16
4,655	[ "s2", "s1:10m", "s1:60m", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	true	true	true	true	true	true	true	T02WMV	2020-02-10
4,655	[ "s2", "s1:10m", "s1:60m", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	true	true	true	true	true	true	true	T02WMV	2021-02-16
3,624	[ "s3:slstr" ]	false	false	false	false	true	false	false	false	T02WNU	2024-03-09
1,137	[ "s2", "s3:olci", "s3:slstr" ]	true	false	false	true	true	false	false	false	T03CVQ	2021-12-15
4,314	[ "s2", "s3:slstr" ]	true	false	false	false	true	false	false	false	T03CVR	2020-03-11
3,787	[ "s3:olci", "s3:slstr" ]	false	false	false	true	true	false	false	false	T03CVT	2021-11-01
6,015	[ "s1:10m", "s1:60m" ]	false	true	true	false	false	false	false	false	T03CWN	2018-12-18
5,532	[ "s2", "s1:10m", "s1:60m", "s3:olci", "s3:slstr" ]	true	true	true	true	true	false	false	false	T03CWU	2023-10-04
3,372	[ "s2", "s1:10m", "s1:60m", "s3:olci", "s3:slstr" ]	true	true	true	true	true	false	false	false	T03DVF	2019-03-05
4,083	[ "s2", "s3:olci", "s3:slstr" ]	true	false	false	true	true	false	false	false	T03DWD	2019-03-02
7,019	[ "s2", "s3:olci", "s3:slstr" ]	true	false	false	true	true	false	false	false	T03DWF	2019-02-27
684	[ "s2", "s3:olci", "s3:slstr" ]	true	false	false	true	true	false	false	false	T03DXC	2019-02-28
5,387	[ "s2", "s1:10m", "s1:60m" ]	true	true	true	false	false	false	false	false	T03DXE	2019-03-05
1,441	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	T03VUK	2023-03-09
6,506	[ "s2", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	false	true	true	true	true	T03VVG	2020-02-23
6,506	[ "s1:10m", "s1:60m", "land_cover", "dem:10m", "dem:60m" ]	false	true	true	false	false	true	true	true	T03VVG	2020-04-27
6,506	[ "s2", "s1:10m", "s1:60m", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	true	true	true	true	true	true	true	T03VVG	2020-08-11
6,171	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	T03VVH	2017-03-24
6,171	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	T03VVH	2018-04-03
6,171	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	T03VVH	2021-05-28
6,171	[ "s2", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	false	true	true	true	true	T03VVH	2022-11-28
6,862	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	T03VWH	2022-05-25
5,626	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	T03VXC	2017-01-10
5,626	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	T03VXC	2019-02-04
5,626	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	T03VXC	2020-03-19
5,626	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	T03VXC	2022-04-09
1,835	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	T03VXG	2019-03-31
1,007	[ "s1:10m", "s1:60m" ]	false	true	true	false	false	false	false	false	T03WVN	2021-05-28
4,998	[ "s2", "s1:10m", "s1:60m", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	true	true	true	true	true	true	true	T03WVS	2017-03-13
4,998	[ "s2", "s1:10m", "s1:60m", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	true	true	true	true	true	true	true	T03WVS	2018-10-04
4,998	[ "s2", "s1:10m", "s1:60m", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	true	true	true	true	true	true	true	T03WVS	2019-05-30
4,999	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	T03WVS	2019-09-21
4,914	[ "s1:10m", "s1:60m" ]	false	true	true	false	false	false	false	false	T03WWN	2020-05-31
4,914	[ "s3:olci", "s3:slstr" ]	false	false	false	true	true	false	false	false	T03WWN	2022-03-11
3,741	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	T03WWP	2018-06-02
7,371	[ "s1:10m", "s1:60m" ]	false	true	true	false	false	false	false	false	T03WWR	2017-07-14
7,371	[ "s1:10m", "s1:60m" ]	false	true	true	false	false	false	false	false	T03WWR	2022-05-04
3,214	[ "s2", "s1:10m", "s1:60m", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	true	true	true	true	true	true	true	T03WWT	2021-02-26
3,214	[ "s2", "s1:10m", "s1:60m", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	true	true	true	true	true	true	true	T03WWT	2021-08-04
6,315	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	T03WWU	2022-06-11
1,692	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:60m" ]	true	false	false	true	true	true	false	true	T03WWV	2020-07-21
5,754	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	T03WXP	2018-09-30
2,469	[ "s1:10m", "s1:60m" ]	false	true	true	false	false	false	false	false	T03WXQ	2023-05-11
5,186	[ "s2", "s1:10m", "s1:60m", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	true	true	true	true	true	true	true	T03WXR	2018-10-21
5,342	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	T03WXU	2020-02-29
5,065	[ "s2", "s1:60m", "s3:olci", "s3:slstr", "land_cover", "dem:60m" ]	true	false	true	true	true	true	false	true	T03WXV	2020-02-27
6,449	[ "s2", "s1:10m", "s3:slstr", "land_cover", "dem:60m" ]	true	true	false	false	true	true	false	true	T03XVA	2018-02-27
5,142	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:60m" ]	true	false	false	true	true	true	false	true	T03XXA	2022-03-10
4,214	[ "s2", "s3:olci", "s3:slstr" ]	true	false	false	true	true	false	false	false	T04CDV	2024-02-15
2,432	[ "s2", "s1:10m", "s1:60m", "s3:olci", "s3:slstr" ]	true	true	true	true	true	false	false	false	T04CES	2020-11-21
4,440	[ "s2", "s3:olci", "s3:slstr" ]	true	false	false	true	true	false	false	false	T04DDJ	2019-03-06
4,795	[ "s2", "s3:olci", "s3:slstr" ]	true	false	false	true	true	false	false	false	T04DDL	2019-02-27
1,495	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:60m" ]	true	false	false	true	true	true	false	true	T04KBD	2021-07-18
7,036	[ "s2", "s1:10m", "s1:60m", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	true	true	true	true	true	true	true	T04QEJ	2021-06-04
1,133	[ "s2", "s1:10m", "s1:60m", "land_cover", "dem:10m", "dem:60m" ]	true	true	true	false	false	true	true	true	T04QEK	2021-11-19

End of preview. Expand in Data Studio

THOR Pretraining dataset

Code to load data and details to come soon...

Attribution

THOR-Pretrain is part of the FM4CS project funded by the European Space Agency Φ‑Lab (contract #4000143489/24/I-DT).

Contains modified Copernicus Sentinel data (2016–2024).

We acknowledge the use of data products from NASA’s Land Processes Distributed Active Archive Center (LP DAAC), USGS/EROS (DOI: 10.5067/MODIS/MCD12Q1.061).

DEM data from European Union’s Copernicus Land Monitoring Service information (EU-DEM v1.0).

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Size of downloaded dataset files:

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Size of the auto-converted Parquet files:

211 kB

Number of rows:

18,332