Hugging Face's logo

Datasets:
FM4CS
/
THOR-Pretrain

Tasks:
Image Feature Extraction
Modalities:
Text
Formats:
parquet
Size:
10K - 100K
Tags:
climate
earth observation
pre-training
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
xet
 Community
1
tforgaard commited on
Commit
f145afa
·
verified ·
1 Parent(s): 50d8c82

Add files using upload-large-folder tool

Browse files
Files changed (50) hide show
  1. README.md +63 -0
  2. era5_land/metadata.parquet +3 -0
  3. era5_land/shards/era5_land-000000.tar +3 -0
  4. era5_land/shards/era5_land-000001.tar +3 -0
  5. era5_land/shards/era5_land-000002.tar +3 -0
  6. era5_land/shards/era5_land-000003.tar +3 -0
  7. era5_land/shards/era5_land-000004.tar +3 -0
  8. era5_land/shards/era5_land-000005.tar +3 -0
  9. era5_land/shards/era5_land-000006.tar +3 -0
  10. era5_land/shards/era5_land-000008.tar +3 -0
  11. era5_land/shards/era5_land-000009.tar +3 -0
  12. era5_land/shards/era5_land-000010.tar +3 -0
  13. era5_land/shards/era5_land-000011.tar +3 -0
  14. era5_land/shards/era5_land-000012.tar +3 -0
  15. era5_land/shards/era5_land-000013.tar +3 -0
  16. era5_land/shards/era5_land-000014.tar +3 -0
  17. era5_land/shards/era5_land-000015.tar +3 -0
  18. era5_land/shards/era5_land-000016.tar +3 -0
  19. era5_land/shards/era5_land-000017.tar +3 -0
  20. era5_land/shards/era5_land-000018.tar +3 -0
  21. era5_land/shards/era5_land-000019.tar +3 -0
  22. era5_land/shards/era5_land-000020.tar +3 -0
  23. era5_land/shards/era5_land-000021.tar +3 -0
  24. era5_land/shards/era5_land-000022.tar +3 -0
  25. era5_land/shards/era5_land-000023.tar +3 -0
  26. era5_land/shards/era5_land-000024.tar +3 -0
  27. era5_land/shards/era5_land-000025.tar +3 -0
  28. era5_land/shards/era5_land-000026.tar +3 -0
  29. era5_land/shards/era5_land-000027.tar +3 -0
  30. era5_land/shards/era5_land-000028.tar +3 -0
  31. era5_land/shards/era5_land-000029.tar +3 -0
  32. era5_land/shards/era5_land-000030.tar +3 -0
  33. era5_land/shards/era5_land-000031.tar +3 -0
  34. era5_land/shards/era5_land-000032.tar +3 -0
  35. era5_land/shards/era5_land-000033.tar +3 -0
  36. era5_land/shards/era5_land-000034.tar +3 -0
  37. era5_land/shards/era5_land-000035.tar +3 -0
  38. era5_land/shards/era5_land-000036.tar +3 -0
  39. era5_land/shards/era5_land-000037.tar +3 -0
  40. era5_land/shards/era5_land-000038.tar +3 -0
  41. era5_land/shards/era5_land-000039.tar +3 -0
  42. era5_land/shards/era5_land-000040.tar +3 -0
  43. era5_land/shards/era5_land-000042.tar +3 -0
  44. era5_land/shards/era5_land-000043.tar +3 -0
  45. era5_land/shards/era5_land-000044.tar +3 -0
  46. era5_land/shards/era5_land-000045.tar +3 -0
  47. era5_land/shards/era5_land-000046.tar +3 -0
  48. era5_land/shards/era5_land-000047.tar +3 -0
  49. era5_land/shards/era5_land-000049.tar +3 -0
  50. satellite/metadata.parquet +3 -0
README.md ADDED
@@ -0,0 +1,63 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: cc-by-sa-4.0
3
+ tags:
4
+ - climate
5
+ - earth observation
6
+ - pre-training
7
+ pretty_name: THOR-Pretrain
8
+ size_categories:
9
+ - 10K<n<100K
10
+ task_categories:
11
+ - image-feature-extraction
12
+ configs:
13
+ - config_name: default
14
+ data_files:
15
+ - split: train
16
+ path: satellite/metadata.parquet
17
+ ---
18
+
19
+ # THOR-Pretrain
20
+
21
+ Code to load data and details to come soon...
22
+
23
+
24
+ ## Release Notes
25
+
26
+ - `global_availability_index.parquet` -> `satellite/metadata.parquet`
27
+
28
+ ## Layout
29
+
30
+ - `satellite/metadata.parquet`: satellite sample metadata.
31
+ - `satellite/shards/`: WebDataset tar shards.
32
+ - `satellite/tar_index/`: byte-offset sidecar JSON for each satellite tar.
33
+ - `era5_land/metadata.parquet`: ERA5-Land daily metadata.
34
+ - `era5_land/shards/`: ERA5-Land daily WebDataset tar shards.
35
+ - `era5_land/tar_index/`: byte-offset sidecar JSON for each ERA5-Land tar.
36
+
37
+ ## ERA5-Land
38
+
39
+ ERA5-Land samples are date-only files with global coverage. This release covers
40
+ all daily input files from 2016-01-01 through 2023-12-31: 2,921 dates.
41
+
42
+ ## Sidecar Byte Ranges
43
+
44
+ Each tar shard has a matching JSON sidecar under `tar_index/`. Sidecars contain
45
+ tar member byte offsets and sizes so readers can fetch individual samples without
46
+ downloading whole tar files.
47
+
48
+
49
+ ### Attribution
50
+
51
+ THOR-Pretrain is part of the FM4CS project funded by the European Space Agency Φ-Lab (contract #4000143489/24/I-DT).
52
+
53
+ Contains modified Copernicus Sentinel data (2016-2024).
54
+
55
+ © ESA WorldCover project 2020 / Contains modified Copernicus Sentinel data (2020) processed by the ESA WorldCover consortium.
56
+
57
+ © ESA 2010 and Université catholique de Louvain (UCLouvain) - GlobCover.
58
+
59
+ 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).
60
+
61
+ DEM data from European Union's Copernicus Land Monitoring Service information (EU-DEM v1.0).
62
+
63
+ 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.
era5_land/metadata.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:aa6dfdaa3ba4a092840f0eaaa5991250ac5d16dcefd9a55f0cadc354228d7f93
3
+ size 54660
era5_land/shards/era5_land-000000.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7e2fa204fa287497d1ff88ddd0c48dfc1de3feb61d77cbe4011c61bf8faecfe8
3
+ size 85432320
era5_land/shards/era5_land-000001.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9656bda8a3f027c92829dc6950e78ec545c3d42fe1d27d51e2da1a645b704d41
3
+ size 85360640
era5_land/shards/era5_land-000002.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cf2d8647237ea26883d03424bf79655575014a7b02968c5ff95085e934d24686
3
+ size 85913600
era5_land/shards/era5_land-000003.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3be7b64c7b49cad21bc227fd05e372cfac8c2beac6cd4995ec464b682642ec55
3
+ size 85370880
era5_land/shards/era5_land-000004.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:f8390e90d46cf93864f6680cf55ea09089197defbfc02b87d5dc7cdebc758de0
3
+ size 85309440
era5_land/shards/era5_land-000005.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:cf5215a32a20509a9a5654fcecb8f0a68a6d45fd8ec6457a881b23e3558f700d
3
+ size 85514240
era5_land/shards/era5_land-000006.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:61b0e03fc4d26d4a3523af6833cd653491bd1c0373b3443c99485ee3ed12f6a4
3
+ size 85688320
era5_land/shards/era5_land-000008.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4ad367fc5fc5cd53e18343253bc03546a13ace8446d3aa35467bce095accd626
3
+ size 86251520
era5_land/shards/era5_land-000009.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:61caa680c82c9b37a0229c59bc2dd53df3540715ca5b6d538ae3828ba6970a41
3
+ size 85749760
era5_land/shards/era5_land-000010.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:1f27840ce070e4d09b7113c73b56b53c529bf1965203ed534c16bf95a10169dc
3
+ size 85217280
era5_land/shards/era5_land-000011.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b0a5328c75896950a0b32064bb07deafb4c953592277f9e4152a7b9422c52960
3
+ size 85852160
era5_land/shards/era5_land-000012.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e37d28bc8aeaa861bba033329e39b2c56f926cdad64d4431c230e03622644d54
3
+ size 85862400
era5_land/shards/era5_land-000013.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:11aa1d70904672a64ce318476efbce32b715639dd6f330dd71b6ce6d82c3d77e
3
+ size 85350400
era5_land/shards/era5_land-000014.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e1fb5eb877a49ede3792dfd078b31abc0840f26a8dd9ec1534ae1f789b7cc870
3
+ size 85811200
era5_land/shards/era5_land-000015.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2b0183aea979d55e60c0aff549a8276b99e768e0cdfd052569e3b36b4524f32b
3
+ size 85719040
era5_land/shards/era5_land-000016.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:2bc76c7e7756a6e009b74ba9e7a1425ca3738e1c82f1273839af18a4b62797ed
3
+ size 85288960
era5_land/shards/era5_land-000017.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c7a9a5fdd9812d2a141f5a7662abdb8e9adafea11e6c0a0fcc4f589a432850eb
3
+ size 85729280
era5_land/shards/era5_land-000018.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e45cffb3249fbab397d130700894fe2ba370c2606237c8edd66d208fb4092752
3
+ size 85350400
era5_land/shards/era5_land-000019.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:b4a00917e311f1a8784535d7a736fe9250ed654f8a641a43c6c50b63d7679dc8
3
+ size 85166080
era5_land/shards/era5_land-000020.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ee64ff5a7de5a1cd926ed1aee88fbdcea7aba0c503d2da2dfbf83358687fe90f
3
+ size 85678080
era5_land/shards/era5_land-000021.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5fd4ec2ade838a0ac9925d5cb81814b2db557c949cd4fb7858ae2276bef138d9
3
+ size 85944320
era5_land/shards/era5_land-000022.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:c84611e06b8bfafdb300c476f2a39a3393be823c60a145f8a7a7fc914740828a
3
+ size 86036480
era5_land/shards/era5_land-000023.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:a71bcc3a7fbc74ee34c6abdbf21afbea6ce840154811a83bb6a5b0034f9f41e1
3
+ size 85790720
era5_land/shards/era5_land-000024.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:34fefbe069172ea96b98df1e25628aa260c329a3c024bb04c42536356f36815d
3
+ size 85288960
era5_land/shards/era5_land-000025.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:5434d68b7eaa564cd595b6d23b70586a3e3e40a40c1be7bd01b64b049399a67a
3
+ size 85995520
era5_land/shards/era5_land-000026.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e62c5bf0bf5acc43ec83ba733ce89a957ec6b730946d74b9232b0f3fa05ae8d7
3
+ size 85739520
era5_land/shards/era5_land-000027.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:4d5e9d122b633e5536b7947c385d2519682a3cf9763a326f55081144e41f1691
3
+ size 85145600
era5_land/shards/era5_land-000028.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bafed1921e59194ba47a1f53171a9a3ca32c8ff66ccef5475e852fb317e39b9c
3
+ size 84787200
era5_land/shards/era5_land-000029.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:bb11442d11eb64d21aef5ea15e019b3686582416519f0aa69ea1d72f61547c7c
3
+ size 85647360
era5_land/shards/era5_land-000030.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d1182ad8d05387a8975226bdfc00328cbe35c07396efa4b626d2ac40a39e27d5
3
+ size 85463040
era5_land/shards/era5_land-000031.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:d03a5228d38c113928ea79046f03052b7ed00008a7f89fae0e67cd415346e2d5
3
+ size 84807680
era5_land/shards/era5_land-000032.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:3e407bcaaa17877aca84bff9aef44a1bbaf7cc3242720292f40a217d2a9dcd59
3
+ size 85217280
era5_land/shards/era5_land-000033.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:879c7cf73520e74cda1b04aeaee565c4cf5fc1385618712fd1ef66d4dc4c0eb0
3
+ size 84899840
era5_land/shards/era5_land-000034.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:9564a78e437bcc3fb70d3ccace6ff8b35dba26f573616d9d28b485d0f149623a
3
+ size 85647360
era5_land/shards/era5_land-000035.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:eec30babf3b03dd610a6e7af507f40a2b80d676c694efd16112f5abc127cff2d
3
+ size 85258240
era5_land/shards/era5_land-000036.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:0894db6332a29efd9fb61037ec5694541aa78132ce4b94c9a124143dd1632543
3
+ size 85422080
era5_land/shards/era5_land-000037.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:7299b46258fb70c1a3d97f9711f83a4a0cf11df1c259dc0acd27e2f290b3709c
3
+ size 85350400
era5_land/shards/era5_land-000038.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:87bc1e692a2e3ccf4df1df09fcc69566d3d1aa73c64fdaa2b8bdbdea68be11b4
3
+ size 85544960
era5_land/shards/era5_land-000039.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ab501fecaa4ef8b384ed9ce8448d7e4c95547ef6caf8bb4e39a8fff199ca7964
3
+ size 85893120
era5_land/shards/era5_land-000040.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:839de949095e81b2a076a6bd86a8024134d8989520de263e836f14376573da0d
3
+ size 85616640
era5_land/shards/era5_land-000042.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:ec5e281ed1472f0b99ae736f46127342ce3ddcba1544e2bd838ecb206885f594
3
+ size 85422080
era5_land/shards/era5_land-000043.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:e73898320a3d05a37f4ff119154580f5e167504eff438528f54e006ed1ce5cd7
3
+ size 86067200
era5_land/shards/era5_land-000044.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:8e565f60d10fc9567b9b5e68d8bce3b08e08c804fb0d296bc42fb22d70405712
3
+ size 86005760
era5_land/shards/era5_land-000045.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:549f5ef0ca624800eefbe7f288f569f9d3362665a5efe4901dbccd93706fb179
3
+ size 85585920
era5_land/shards/era5_land-000046.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:20821866c2a33ba357a06debfc82d66dea03fcf6e298d4a218df5e0b6685ad5d
3
+ size 85934080
era5_land/shards/era5_land-000047.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:64521b8bc00204969a71850db558be91e3a530728754368b96677a832db002e3
3
+ size 85401600
era5_land/shards/era5_land-000049.tar ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:86070fd5cf0e865452d4ad9ff7f430905740b9b16b951b8d6542edb652b3a74f
3
+ size 85616640
satellite/metadata.parquet ADDED
@@ -0,0 +1,3 @@
 
 
 
 
1
+ version https://git-lfs.github.com/spec/v1
2
+ oid sha256:901dd9d879e94e718fb2c6074b992b09d5fefdaff3bb43305f706b71a6077e16
3
+ size 163418514