Datasets:

FM4CS
/

THOR-Pretrain

shard int64 0 7.55k	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	footprints unknown	footprint unknown	src_crs stringclasses 119 values	footprint_modalities listlengths 1 6.12k	footprint_s1_mode listlengths 1 6.12k	footprint_has_s2 listlengths 1 6.12k	footprint_has_s1:10m listlengths 1 6.12k	footprint_has_s1:60m listlengths 1 6.12k	footprint_has_s3:olci listlengths 1 6.12k	footprint_has_s3:slstr listlengths 1 6.12k	footprint_has_land_cover listlengths 1 6.12k	footprint_has_dem:10m listlengths 1 6.12k	footprint_has_dem:60m listlengths 1 6.12k	tile stringlengths 6 6	date stringdate 2016-01-01 00:00:00 2024-05-27 00:00:00	bbox dict
3,056	[ "s2", "s3:olci", "s3:slstr", "dem:10m", "dem:60m" ]	true	false	false	true	true	false	true	true	"AQcAAAB0AAAAAQMAAAABAAAAyQEAACub2lv8H2bASZ6IDuSXU8AGE9nNnh5mwPi8GQHkl1PAh7LwP0EdZsBQd1nZ45dTwOZeOrL(...TRUNCATED)	"AQMAAAABAAAAyQEAAOZeOrLjG2bAxdFHl+OXU8BF/c4khhpmwLjT5Drjl1PAqXLHlygZZsCEhzDE4pdTwOejPAvLF2bAb/oqM+K(...TRUNCATED)	EPSG:32701	[["s2"],["s3:olci"],["s3:olci"],["s3:olci"],["s3:olci"],["s3:slstr"],["s3:slstr"],["s3:slstr"],["s3:(...TRUNCATED)	[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null(...TRUNCATED)	[true,false,false,false,false,false,false,false,false,false,false,true,true,true,true,true,true,true(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[false,true,true,true,true,false,false,false,false,false,false,true,true,true,true,false,false,false(...TRUNCATED)	[false,false,false,false,false,true,true,true,true,true,false,false,false,false,false,true,true,true(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,true,false,false,false,false,false,fals(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,true,false,false,false,false,false,fals(...TRUNCATED)	T01CEN	2021-11-15	{"xmin":-176.99955551811703,"ymin":-79.35387652168642,"xmax":-171.70791938555064,"ymax":-78.33258925(...TRUNCATED)
7,130	[ "s2", "s3:olci", "s3:slstr", "dem:10m", "dem:60m" ]	true	false	false	true	true	false	true	true	"AQcAAAAMAAAAAQMAAAABAAAAMgAAALO9hAvjambA3bh5Lw6UUcBEijShhWpmwMR+JcIwlFHAsJB3aOtoZsDY85NbyJRRwDRIqdB(...TRUNCATED)	"AQMAAAABAAAABQAAAGYpDPcKGGbAq6VF0itaUcB3OPcTqRdmwHLkHIcvmVHAsw3xJWx1ZsCiBCkL8JdRwKEF/dKCcWbAMT4U2fx(...TRUNCATED)	EPSG:32701	[["s2"],["s3:olci"],["s3:slstr"],["s3:slstr"],["dem:10m","dem:60m"],["s3:olci","s3:slstr"],["s3:olci(...TRUNCATED)	[ null, null, null, null, null, null, null, null, null, null, null, null ]	[ true, false, false, false, false, false, false, false, false, false, false, false ]	[ false, false, false, false, false, false, false, false, false, false, false, false ]	[ false, false, false, false, false, false, false, false, false, false, false, false ]	[ false, true, false, false, false, true, true, true, false, false, true, true ]	[ false, false, true, true, false, true, true, false, true, true, true, true ]	[ false, false, false, false, false, false, false, false, false, false, false, false ]	[ false, false, false, false, true, false, false, true, true, true, true, true ]	[ false, false, false, false, true, false, false, true, true, true, true, true ]	T01DDC	2016-11-05	{"xmin":-179.669451685722,"ymin":-70.39352586576004,"xmax":-176.7393894032027,"ymax":-69.39043261505(...TRUNCATED)
2,090	[ "s2", "s3:olci", "s3:slstr", "dem:60m" ]	true	false	false	true	true	false	false	true	"AQcAAAAjAAAAAQMAAAABAAAAIgEAAONzwIp2CGbAbnJGzYFfUcCP29+jNAlmwEHNJmGDX1HABFvLxP0JZsBOdl3+hF9RwAwmNub(...TRUNCATED)	"AQMAAAABAAAAIgEAAAwmNubGCmbAjF8WjYZfUcDasRsIkAtmwG95UQ2IX1HAj3N3KlkMZsD9tA5/iV9RwD/gRE0iDWbAygNO4op(...TRUNCATED)	EPSG:32701	[["s2"],["s3:olci"],["s3:olci"],["s3:slstr"],["s3:slstr"],["dem:60m"],["s2","s3:olci"],["s2","s3:olc(...TRUNCATED)	[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null(...TRUNCATED)	[true,false,false,false,false,false,true,true,true,true,true,false,false,false,false,false,false,fal(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[false,true,true,false,false,false,true,true,false,false,false,true,true,true,true,true,true,false,f(...TRUNCATED)	[false,false,false,true,true,false,false,false,true,true,false,true,true,true,true,false,false,true,(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[false,false,false,false,false,true,false,false,false,false,true,false,false,false,false,true,true,t(...TRUNCATED)	T01DED	2019-02-28	{"xmin":-176.99975537389457,"ymin":-69.49384790687662,"xmax":-174.5109521632057,"ymax":-68.493920787(...TRUNCATED)
5,244	[ "s3:olci", "s3:slstr", "dem:60m" ]	false	false	false	true	true	false	false	true	"AQcAAAARAAAAAQMAAAABAAAADQAAAET61T9aeWTAMNNEDTN5UcAL16NwPTpmQJAPejarylHAm24Sg8BSZkABTYQNT+9RwN75fmq(...TRUNCATED)	"AQMAAAABAAAABQAAANW+dzgHbmXAxIv6vBSOUcDQyU+xF2VlwOw9RGbHzFHAYX+vT6/GZcAFmAYcRdFRwI173+D5ymXAe01eClW(...TRUNCATED)	EPSG:32701	[["s3:olci"],["s3:olci"],["s3:slstr"],["s3:slstr"],["dem:60m"],["s3:olci","s3:slstr"],["s3:olci","s3(...TRUNCATED)	[ null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null, null ]	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[ true, true, false, false, false, true, true, true, true, true, true, false, false, true, true, true, true ]	[ false, false, true, true, false, true, true, true, true, false, false, true, true, true, true, true, true ]	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[ false, false, false, false, true, false, false, false, false, true, true, true, true, true, true, true, true ]	T01DFB	2019-02-26	{"xmin":-174.34300273560476,"ymin":-71.26984310764244,"xmax":-171.15914216598185,"ymax":-70.22001575(...TRUNCATED)
3,339	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	"AQcAAAAPAAAAAQMAAAABAAAAyQEAAMsf/YcKeWbAc9G264bpLMApwLGlwXhmwJueuq+U6SzAk/0/w3h4ZsCp0n1ooukswHP3p+A(...TRUNCATED)	"AQMAAAABAAAAyQEAAHP3p+AveGbAklIAFrDpLMAwzen95ndmwFUDQri96SzANZ4FG553ZsATykJPy+kswOiJ+zdVd2bA/osC29j(...TRUNCATED)	EPSG:32701	[["s2"],["s3:olci"],["s3:slstr"],["land_cover","dem:10m","dem:60m"],["s2","s3:olci"],["s2","s3:slstr(...TRUNCATED)	[ null, null, null, null, null, null, null, null, null, null, null, null, null, null, null ]	[ true, false, false, false, true, true, true, false, false, false, true, true, true, false, true ]	[ false, false, false, false, false, false, false, false, false, false, false, false, false, false, false ]	[ false, false, false, false, false, false, false, false, false, false, false, false, false, false, false ]	[ false, true, false, false, true, false, false, true, true, false, true, true, false, true, true ]	[ false, false, true, false, false, true, false, true, false, true, true, false, true, true, true ]	[ false, false, false, true, false, false, true, false, true, true, false, true, true, true, true ]	[ false, false, false, true, false, false, true, false, true, true, false, true, true, true, true ]	[ false, false, false, true, false, false, true, false, true, true, false, true, true, true, true ]	T01LBD	2019-11-05	{"xmin":-179.795311115908,"ymin":-15.454916927377901,"xmax":-178.76787566163074,"ymax":-14.456107488(...TRUNCATED)
5,370	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	"AQcAAAAPAAAAAQMAAAABAAAAdAEAAOhYYvYF4GXArec4LuzjI8AeRspCvt9lwB+Z+E7l4yPAZkdMj3bfZcCiFgxo3uMjwMt56Ns(...TRUNCATED)	"AQMAAAABAAAAdAEAAMt56Nsu32XAlG1zedfjI8Ba+p4o595lwGCrLoPQ4yPAHeZvdZ/eZcB/3T2FyeMjwCJaW8JX3mXAeRGhf8L(...TRUNCATED)	EPSG:32701	[["s2"],["s3:olci"],["s3:slstr"],["land_cover","dem:10m","dem:60m"],["s2","s3:olci"],["s2","s3:slstr(...TRUNCATED)	[ null, null, null, null, null, null, null, null, null, null, null, null, null, null, null ]	[ true, false, false, false, true, true, true, false, false, false, true, true, true, false, true ]	[ false, false, false, false, false, false, false, false, false, false, false, false, false, false, false ]	[ false, false, false, false, false, false, false, false, false, false, false, false, false, false, false ]	[ false, true, false, false, true, false, false, true, true, false, true, true, false, true, true ]	[ false, false, true, false, false, true, false, true, false, true, true, false, true, true, true ]	[ false, false, false, true, false, false, true, false, true, true, false, true, true, true, true ]	[ false, false, false, true, false, false, true, false, true, true, false, true, true, true, true ]	[ false, false, false, true, false, false, true, false, true, true, false, true, true, true, true ]	T01LGJ	2019-02-17	{"xmin":-175.17153713640687,"ymin":-10.935466761413903,"xmax":-174.16929231467813,"ymax":-9.93923429(...TRUNCATED)
1,976	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	"AQcAAAAjAAAAAQMAAAABAAAAAgEAAN5ZO0piHGbA4VXayYmQT0AaPc331xtmwHFcpFCJkE9Ag07SBDwbZsD/DcaziJBPQP055xG(...TRUNCATED)	"AQMAAAABAAAA5gAAAP055xGgGmbA3d57AYiQT0BCBg4fBBpmwG3TxTmHkE9ArpI+kwQaZsCUP+bkbI9PQHU8WwcFGmbABPXvj1K(...TRUNCATED)	EPSG:32601	[["s2"],["s3:olci"],["s3:olci"],["s3:slstr"],["s3:slstr"],["land_cover","dem:10m","dem:60m"],["s2","(...TRUNCATED)	[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null(...TRUNCATED)	[true,false,false,false,false,false,true,true,true,true,true,false,false,false,false,false,false,fal(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[false,true,true,false,false,false,true,true,false,false,false,true,true,true,true,true,true,false,f(...TRUNCATED)	[false,false,false,true,true,false,false,false,true,true,false,true,true,true,true,false,false,true,(...TRUNCATED)	[false,false,false,false,false,true,false,false,false,false,true,false,false,false,false,true,true,t(...TRUNCATED)	[false,false,false,false,false,true,false,false,false,false,true,false,false,false,false,true,true,t(...TRUNCATED)	[false,false,false,false,false,true,false,false,false,false,true,false,false,false,false,true,true,t(...TRUNCATED)	T01VDK	2021-02-21	{"xmin":-178.7156151177638,"ymin":62.136315048358284,"xmax":-176.81300308932447,"ymax":63.1292049709(...TRUNCATED)
2,442	[ "s3:olci", "s3:slstr", "dem:60m" ]	false	false	false	true	true	false	false	true	"AQcAAAAFAAAAAQYAAAACAAAAAQMAAAABAAAAPwAAABRYwQgUYWbAu5TgMQVUT0DaAD+ynTdmwG5Asa3YR09A9v1kEFgNZsDBSss(...TRUNCATED)	"AQYAAAACAAAAAQMAAAABAAAABgAAAGE50CLbuWXAqMjPRNgYT0Aum8gYPeJlwJFul6ekKU9AL6684ZDgZcA6uR9Azo5PQGznHMA(...TRUNCATED)	EPSG:32601	[ [ "s3:olci" ], [ "s3:slstr" ], [ "dem:60m" ], [ "s3:olci", "dem:60m" ], [ "s3:slstr", "dem:60m" ] ]	[ null, null, null, null, null ]	[ false, false, false, false, false ]	[ false, false, false, false, false ]	[ false, false, false, false, false ]	[ true, false, false, true, false ]	[ false, true, false, false, true ]	[ false, false, false, false, false ]	[ false, false, false, false, false ]	[ false, false, true, true, true ]	T01VFK	2023-04-14	{"xmin":-175.08235485692728,"ymin":62.08558654568177,"xmax":-172.84616094250975,"ymax":63.1156692652(...TRUNCATED)
3,839	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	"AQcAAAAXAAAAAQMAAAABAAAAoAAAANGnhC2fP2bASGjXMncaUUA+8XemvUFmwG9Sg/XCF1FArbw4sFFCZsDRbKeq3hZRQC9q8T7(...TRUNCATED)	"AQMAAAABAAAA+gAAAEY0THHiNmbAfoZIrxkXUUBePPakxjVmwPCjm53IFlFADd0n5wcyZsBsFy6ctRVRQGEfQqTJL2bAAEl/LCw(...TRUNCATED)	EPSG:32601	[["s2"],["s2"],["s3:olci"],["s3:slstr"],["land_cover","dem:10m","dem:60m"],["s2","s3:olci"],["s2","s(...TRUNCATED)	[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null(...TRUNCATED)	[true,true,false,false,false,true,true,true,true,true,true,false,false,false,true,true,true,true,tru(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[false,false,true,false,false,true,true,false,false,false,false,true,true,false,true,true,true,true,(...TRUNCATED)	[false,false,false,true,false,false,false,true,true,false,false,true,false,true,true,true,false,fals(...TRUNCATED)	[false,false,false,false,true,false,false,false,false,true,true,false,true,true,false,false,true,tru(...TRUNCATED)	[false,false,false,false,true,false,false,false,false,true,true,false,true,true,false,false,true,tru(...TRUNCATED)	[false,false,false,false,true,false,false,false,false,true,true,false,true,true,false,false,true,tru(...TRUNCATED)	T01WDR	2019-04-04	{"xmin":-179.34368990037336,"ymin":67.5138068583812,"xmax":-176.77218315697817,"ymax":68.44655358085(...TRUNCATED)
3,839	[ "s2", "s3:olci", "s3:slstr", "land_cover", "dem:10m", "dem:60m" ]	true	false	false	true	true	true	true	true	"AQcAAAAXAAAAAQMAAAABAAAAjQAAAOBaBoAkPGbAcIBJD1UgUUDfVJ9rqjxmwPXhxECJH1FAkoqO4GQ9ZsAC35YTbR5RQKhRdww(...TRUNCATED)	"AQMAAAABAAAACAEAABINaqNeGWbAdlxkdsggUUBKgFhCnhhmwAnx/PXHIFFA6eXF+p4YZsB94TrlOiBRQB+FDLOfGGbA4DFv1K0(...TRUNCATED)	EPSG:32601	[["s2"],["s2"],["s3:olci"],["s3:slstr"],["land_cover","dem:10m","dem:60m"],["s2","s3:olci"],["s2","s(...TRUNCATED)	[null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null(...TRUNCATED)	[true,true,false,false,false,true,true,true,true,true,true,false,false,false,true,true,true,true,tru(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,false,fal(...TRUNCATED)	[false,false,true,false,false,true,true,false,false,false,false,true,true,false,true,true,true,true,(...TRUNCATED)	[false,false,false,true,false,false,false,true,true,false,false,true,false,true,true,true,false,fals(...TRUNCATED)	[false,false,false,false,true,false,false,false,false,true,true,false,true,true,false,false,true,tru(...TRUNCATED)	[false,false,false,false,true,false,false,false,false,true,true,false,true,true,false,false,true,tru(...TRUNCATED)	[false,false,false,false,true,false,false,false,false,true,true,false,true,true,false,false,true,tru(...TRUNCATED)	T01WDR	2020-06-12	{"xmin":-179.34368990037336,"ymin":67.5138068583812,"xmax":-176.76931874547364,"ymax":68.51228960017(...TRUNCATED)

End of preview. Expand in Data Studio

THOR-Pretrain

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

Release Notes

global_availability_index.parquet -> satellite/metadata.parquet

Layout

satellite/metadata.parquet: satellite sample metadata.
satellite/shards/: WebDataset tar shards.
satellite/tar_index/: byte-offset sidecar JSON for each satellite tar.
era5_land/metadata.parquet: ERA5-Land daily metadata.
era5_land/shards/: ERA5-Land daily WebDataset tar shards.
era5_land/tar_index/: byte-offset sidecar JSON for each ERA5-Land tar.

ERA5-Land

ERA5-Land samples are date-only files with global coverage. This release covers all daily input files from 2016-01-01 through 2023-12-31: 2,921 dates.

Sidecar Byte Ranges

Each tar shard has a matching JSON sidecar under tar_index/. Sidecars contain tar member byte offsets and sizes so readers can fetch individual samples without downloading whole tar files.

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).

DEM data include products produced using Copernicus WorldDEM-30 © DLR e.V. 2010-2014 and © Airbus Defence and Space GmbH 2014-2018 provided under COPERNICUS by the European Union and ESA; all rights reserved.

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Models trained or fine-tuned on FM4CS/THOR-Pretrain