simon-donike/geo2wf-models
Updated
sample_key string | sample_id string | processing_version string | storm_id string | asset_ids list | metadata_json string | geo_asset_id string | has_geo bool | sar_asset_id string | has_sar bool | era5_asset_id string | has_era5 bool | pmw_asset_id string | has_pmw bool | geo_timestamp timestamp[ns, tz=UTC] | sar_timestamp timestamp[ns, tz=UTC] | era5_timestamp timestamp[ns, tz=UTC] | pmw_timestamp timestamp[ns, tz=UTC] | center_lat float64 | center_lon float64 | ibtracs_msw_ms null | ibtracs_msw_kt null | ibtracs_mslp_hpa null | target_wind_ms float64 | target_delta_ms float64 | dt_minutes float64 | pmw_dt_minutes float64 | grid_resolution float64 | geo_channels list | sar_channels list | era5_channels list | pmw_channels list |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL062023_sar_geo_20230821092744_a96e6a3b:70807e265d2d | AL062023_sar_geo_20230821092744_a96e6a3b | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL062023 | [
"732be2bcedac9b537526780d6fd51e088347c7ce9b45f18c9e8bbe3fb164a64f"
] | {"sample_id": "AL062023_sar_geo_20230821092744_a96e6a3b", "source_sample_id": "AL062023_sar_geo_20230821092744_a96e6a3b", "storm_id": "AL062023", "split": "test", "observation_timestamp": "2023-08-21T09:27:44+00:00", "target_timestamp": "2023-08-21T09:27:44+00:00", "center_lat": "16.60957883710233", "center_lon": "-56.... | null | false | null | false | null | false | null | false | null | null | null | null | 16.609579 | -56.352092 | null | null | null | 16.738865 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL062023_sar_geo_20230903093220_f51bdac1:1fa30ed81e96 | AL062023_sar_geo_20230903093220_f51bdac1 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL062023 | [
"f5eb0b381bf85e45937ece23c148bed0391de2ab5e212b3bdcc039957a91676b"
] | {"sample_id": "AL062023_sar_geo_20230903093220_f51bdac1", "source_sample_id": "AL062023_sar_geo_20230903093220_f51bdac1", "storm_id": "AL062023", "split": "test", "observation_timestamp": "2023-09-03T09:32:20+00:00", "target_timestamp": "2023-09-03T09:32:20+00:00", "center_lat": "29.900341684531067", "center_lon": "-52... | null | false | null | false | null | false | null | false | null | null | null | null | 29.900342 | -52.649608 | null | null | null | 25.7222 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL062023_sar_geo_20230903211952_56df803e:0e00ee1d4bff | AL062023_sar_geo_20230903211952_56df803e | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL062023 | [
"05c68ee3386c2c44f1b83148e2facbb34f9495c92606644f8706016d33d708b7"
] | {"sample_id": "AL062023_sar_geo_20230903211952_56df803e", "source_sample_id": "AL062023_sar_geo_20230903211952_56df803e", "storm_id": "AL062023", "split": "test", "observation_timestamp": "2023-09-03T21:19:52+00:00", "target_timestamp": "2023-09-03T21:19:52+00:00", "center_lat": "32.912555061872666", "center_lon": "-51... | null | false | null | false | null | false | null | false | null | null | null | null | 32.912555 | -51.161511 | null | null | null | 23.149981 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL062023_sar_geo_20230904093729_4edd257d:37f88820d180 | AL062023_sar_geo_20230904093729_4edd257d | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL062023 | [
"b2a6edda4ffdcdf61b3d9b4e01d91ce70e4600aa549db67191b3fc1aa2f6d902"
] | {"sample_id": "AL062023_sar_geo_20230904093729_4edd257d", "source_sample_id": "AL062023_sar_geo_20230904093729_4edd257d", "storm_id": "AL062023", "split": "test", "observation_timestamp": "2023-09-04T09:37:29+00:00", "target_timestamp": "2023-09-04T09:37:29+00:00", "center_lat": "38.19724648720583", "center_lon": "-50.... | null | false | null | false | null | false | null | false | null | null | null | null | 38.197246 | -50.705789 | null | null | null | 21.799707 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL102023_sar_geo_20230828112657_5a94b1d0:1d9ba08127e5 | AL102023_sar_geo_20230828112657_5a94b1d0 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL102023 | [
"12b3188f0c5e66ae85e5c1c23a87dd7b8868666061f94b9370a6cefbb599582b"
] | {"sample_id": "AL102023_sar_geo_20230828112657_5a94b1d0", "source_sample_id": "AL102023_sar_geo_20230828112657_5a94b1d0", "storm_id": "AL102023", "split": "test", "observation_timestamp": "2023-08-28T11:26:57+00:00", "target_timestamp": "2023-08-28T11:26:57+00:00", "center_lat": "20.531373637091143", "center_lon": "-85... | null | false | null | false | null | false | null | false | null | null | null | null | 20.531374 | -85.200698 | null | null | null | 28.29442 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL102023_sar_geo_20230828234219_3a5c37c3:da8d758c78e7 | AL102023_sar_geo_20230828234219_3a5c37c3 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL102023 | [
"fd82d1e3a2a41671697e99f6b9ea5fa13b8702e7621a5f2a4de2e50cd4679476"
] | {"sample_id": "AL102023_sar_geo_20230828234219_3a5c37c3", "source_sample_id": "AL102023_sar_geo_20230828234219_3a5c37c3", "storm_id": "AL102023", "split": "test", "observation_timestamp": "2023-08-28T23:42:19+00:00", "target_timestamp": "2023-08-28T23:42:19+00:00", "center_lat": "21.766252487626083", "center_lon": "-85... | null | false | null | false | null | false | null | false | null | null | null | null | 21.766252 | -85.106098 | null | null | null | 30.86664 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL102023_sar_geo_20230829113357_488f905d:361601b5ddaf | AL102023_sar_geo_20230829113357_488f905d | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL102023 | [
"9bca4b271ea1e99e4eb4f546a1da591cc7c8e7f133ff5dc0b9e2bcfd9d978619"
] | {"sample_id": "AL102023_sar_geo_20230829113357_488f905d", "source_sample_id": "AL102023_sar_geo_20230829113357_488f905d", "storm_id": "AL102023", "split": "test", "observation_timestamp": "2023-08-29T11:33:57+00:00", "target_timestamp": "2023-08-29T11:33:57+00:00", "center_lat": "23.696239348902427", "center_lon": "-84... | null | false | null | false | null | false | null | false | null | null | null | null | 23.696239 | -84.809016 | null | null | null | 35.862179 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL102023_sar_geo_20230829235124_0814eb5c:89cd17e9aefc | AL102023_sar_geo_20230829235124_0814eb5c | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL102023 | [
"be0a697dcd3be95a35694779af94f2247376bc365c140de2f49b4564603d6e65"
] | {"sample_id": "AL102023_sar_geo_20230829235124_0814eb5c", "source_sample_id": "AL102023_sar_geo_20230829235124_0814eb5c", "storm_id": "AL102023", "split": "test", "observation_timestamp": "2023-08-29T23:51:24+00:00", "target_timestamp": "2023-08-29T23:51:24+00:00", "center_lat": "26.86372070697984", "center_lon": "-84.... | null | false | null | false | null | false | null | false | null | null | null | null | 26.863721 | -84.702501 | null | null | null | 46.177067 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL102023_sar_geo_20230830114039_79f055c9:84c61baffdf2 | AL102023_sar_geo_20230830114039_79f055c9 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL102023 | [
"6a3d6a65c7c98df714daac65911b26fd8fe6914669b6df3a66c562e96aca2821"
] | {"sample_id": "AL102023_sar_geo_20230830114039_79f055c9", "source_sample_id": "AL102023_sar_geo_20230830114039_79f055c9", "storm_id": "AL102023", "split": "test", "observation_timestamp": "2023-08-30T11:40:39+00:00", "target_timestamp": "2023-08-30T11:40:39+00:00", "center_lat": "29.871823359290403", "center_lon": "-83... | null | false | null | false | null | false | null | false | null | null | null | null | 29.871823 | -83.627319 | null | null | null | 51.647839 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL102023_sar_geo_20230831111535_310a4b77:adf800c53bf3 | AL102023_sar_geo_20230831111535_310a4b77 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL102023 | [
"99be6da25b5b7dc92b1aa6710d7d40bc7880583c366e090da9fcbb266a1f0a62"
] | {"sample_id": "AL102023_sar_geo_20230831111535_310a4b77", "source_sample_id": "AL102023_sar_geo_20230831111535_310a4b77", "storm_id": "AL102023", "split": "test", "observation_timestamp": "2023-08-31T11:15:35+00:00", "target_timestamp": "2023-08-31T11:15:35+00:00", "center_lat": "33.705892562554226", "center_lon": "-77... | null | false | null | false | null | false | null | false | null | null | null | null | 33.705893 | -77.267281 | null | null | null | 28.040533 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL102023_sar_geo_20230831230519_8201faf4:63b6939d200b | AL102023_sar_geo_20230831230519_8201faf4 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL102023 | [
"1f7c1cb16f2ab992b7e659fe61906fecf051ad5528740dbc95ab3c27608c2589"
] | {"sample_id": "AL102023_sar_geo_20230831230519_8201faf4", "source_sample_id": "AL102023_sar_geo_20230831230519_8201faf4", "storm_id": "AL102023", "split": "test", "observation_timestamp": "2023-08-31T23:05:19+00:00", "target_timestamp": "2023-08-31T23:05:19+00:00", "center_lat": "33.44382248818416", "center_lon": "-72.... | null | false | null | false | null | false | null | false | null | null | null | null | 33.443822 | -72.612591 | null | null | null | 28.29442 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL102023_sar_geo_20230831230526_03299faa:5e599319f6c5 | AL102023_sar_geo_20230831230526_03299faa | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL102023 | [
"077938f38afa806686b009b4b44e7e4b03f3c9b7187165053e20a3dab35a7f17"
] | {"sample_id": "AL102023_sar_geo_20230831230526_03299faa", "source_sample_id": "AL102023_sar_geo_20230831230526_03299faa", "storm_id": "AL102023", "split": "test", "observation_timestamp": "2023-08-31T23:05:26+00:00", "target_timestamp": "2023-08-31T23:05:26+00:00", "center_lat": "33.44374900775157", "center_lon": "-72.... | null | false | null | false | null | false | null | false | null | null | null | null | 33.443749 | -72.611899 | null | null | null | 28.29442 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL102023_sar_geo_20230901224100_3cb126a0:fd1ddfec3f29 | AL102023_sar_geo_20230901224100_3cb126a0 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL102023 | [
"426b8df91ed3fa9414c6f6eb4656b3f3d6b5576f06afb85f4f0bfb0fb408368c"
] | {"sample_id": "AL102023_sar_geo_20230901224100_3cb126a0", "source_sample_id": "AL102023_sar_geo_20230901224100_3cb126a0", "storm_id": "AL102023", "split": "test", "observation_timestamp": "2023-09-01T22:41:00+00:00", "target_timestamp": "2023-09-01T22:41:00+00:00", "center_lat": "31.94628579641546", "center_lon": "-65.... | null | false | null | false | null | false | null | false | null | null | null | null | 31.946286 | -65.939168 | null | null | null | 25.7222 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL102023_sar_geo_20230902102749_abb87e5c:3584a7f6cc13 | AL102023_sar_geo_20230902102749_abb87e5c | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL102023 | [
"3a57daa5e2813594ceba68c0c083fa47c05e26d50eef77a54d6c9b32033dbcec"
] | {"sample_id": "AL102023_sar_geo_20230902102749_abb87e5c", "source_sample_id": "AL102023_sar_geo_20230902102749_abb87e5c", "storm_id": "AL102023", "split": "test", "observation_timestamp": "2023-09-02T10:27:49+00:00", "target_timestamp": "2023-09-02T10:27:49+00:00", "center_lat": "31.798831721044184", "center_lon": "-64... | null | false | null | false | null | false | null | false | null | null | null | null | 31.798832 | -64.106932 | null | null | null | 25.7222 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL102023_sar_geo_20230902221623_63eae8d2:afb6579170f8 | AL102023_sar_geo_20230902221623_63eae8d2 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL102023 | [
"fca4e5721648b3fe2096be495fca2f72059f89a19339ac12c02ae7eb43b5a65b"
] | {"sample_id": "AL102023_sar_geo_20230902221623_63eae8d2", "source_sample_id": "AL102023_sar_geo_20230902221623_63eae8d2", "storm_id": "AL102023", "split": "test", "observation_timestamp": "2023-09-02T22:16:23+00:00", "target_timestamp": "2023-09-02T22:16:23+00:00", "center_lat": "31.939081977720523", "center_lon": "-62... | null | false | null | false | null | false | null | false | null | null | null | null | 31.939082 | -62.49815 | null | null | null | 25.7222 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL112025_sar_geo_20251009083005_eb8f04b9:42f66deebd2e | AL112025_sar_geo_20251009083005_eb8f04b9 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL112025 | [
"55bd34cb23d6a08b1b5348914f54291e2936850f904f9e8b691a40d0f514d99b"
] | {"sample_id": "AL112025_sar_geo_20251009083005_eb8f04b9", "source_sample_id": "AL112025_sar_geo_20251009083005_eb8f04b9", "storm_id": "AL112025", "split": "test", "observation_timestamp": "2025-10-09T08:30:05+00:00", "target_timestamp": "2025-10-09T08:30:05+00:00", "center_lat": "43.14119035800668", "center_lon": "-34.... | null | false | null | false | null | false | null | false | null | null | null | null | 43.14119 | -34.924752 | null | null | null | 22.292097 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL112025_sar_geo_20251010082054_356db5b8:2379ffece669 | AL112025_sar_geo_20251010082054_356db5b8 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL112025 | [
"62b2f779b96aa4a1ffca9297dec5c865459e3d453c36eccab97d7afe309eb4cc"
] | {"sample_id": "AL112025_sar_geo_20251010082054_356db5b8", "source_sample_id": "AL112025_sar_geo_20251010082054_356db5b8", "storm_id": "AL112025", "split": "test", "observation_timestamp": "2025-10-10T08:20:54+00:00", "target_timestamp": "2025-10-10T08:20:54+00:00", "center_lat": "45.22915212501116", "center_lon": "-32.... | null | false | null | false | null | false | null | false | null | null | null | null | 45.229152 | -32.125298 | null | null | null | 20.577761 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL122024_sar_geo_20240930205100_7ea52e71:ebd28f0b1455 | AL122024_sar_geo_20240930205100_7ea52e71 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL122024 | [
"280af465efebb85aca342d00096e6eb575abd7389e8a4d427bcf6d41235e3ffd"
] | {"sample_id": "AL122024_sar_geo_20240930205100_7ea52e71", "source_sample_id": "AL122024_sar_geo_20240930205100_7ea52e71", "storm_id": "AL122024", "split": "test", "observation_timestamp": "2024-09-30T20:51:00+00:00", "target_timestamp": "2024-09-30T20:51:00+00:00", "center_lat": "13.88696787912568", "center_lon": "-35.... | null | false | null | false | null | false | null | false | null | null | null | null | 13.886968 | -35.77562 | null | null | null | 25.7222 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL122024_sar_geo_20241001081557_3d9b99bf:007d24adbe4e | AL122024_sar_geo_20241001081557_3d9b99bf | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL122024 | [
"e10c0888aadf2802177752847ef292b1d1c0ea67679f9dbf42b21659a811b8e2"
] | {"sample_id": "AL122024_sar_geo_20241001081557_3d9b99bf", "source_sample_id": "AL122024_sar_geo_20241001081557_3d9b99bf", "storm_id": "AL122024", "split": "test", "observation_timestamp": "2024-10-01T08:15:57+00:00", "target_timestamp": "2024-10-01T08:15:57+00:00", "center_lat": "14.84839663430382", "center_lon": "-37.... | null | false | null | false | null | false | null | false | null | null | null | null | 14.848397 | -37.950888 | null | null | null | 27.66494 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL122024_sar_geo_20241001205921_45df5e29:1b4c40469513 | AL122024_sar_geo_20241001205921_45df5e29 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL122024 | [
"eb60a7b76840ce3bece18578d61e9b91bfd43a9986487eebb2f4d5515cfebf41"
] | {"sample_id": "AL122024_sar_geo_20241001205921_45df5e29", "source_sample_id": "AL122024_sar_geo_20241001205921_45df5e29", "storm_id": "AL122024", "split": "test", "observation_timestamp": "2024-10-01T20:59:21+00:00", "target_timestamp": "2024-10-01T20:59:21+00:00", "center_lat": "16.19897881068468", "center_lon": "-40.... | null | false | null | false | null | false | null | false | null | null | null | null | 16.198979 | -40.19843 | null | null | null | 33.438862 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:AL122024_sar_geo_20241002083649_c8228fb1:75577bd48c8e | AL122024_sar_geo_20241002083649_c8228fb1 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | AL122024 | [
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logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:IO012023_sar_geo_20230513120137_9e0a2159:273445777825 | IO012023_sar_geo_20230513120137_9e0a2159 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | IO012023 | [
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] | {"sample_id": "IO012023_sar_geo_20230513120137_9e0a2159", "source_sample_id": "IO012023_sar_geo_20230513120137_9e0a2159", "storm_id": "IO012023", "split": "test", "observation_timestamp": "2023-05-13T12:01:37+00:00", "target_timestamp": "2023-05-13T12:01:37+00:00", "center_lat": "16.904550592592944", "center_lon": "90.... | null | false | null | false | null | false | null | false | null | null | null | null | 16.904551 | 90.803418 | null | null | null | 69.463799 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:IO012023_sar_geo_20230513235531_b0ea5323:67eb1d154982 | IO012023_sar_geo_20230513235531_b0ea5323 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | IO012023 | [
"aee2b5dfffc53d15b0bbdcb46d4020826adfac387d74cdc0cd2a2874bedecf95"
] | {"sample_id": "IO012023_sar_geo_20230513235531_b0ea5323", "source_sample_id": "IO012023_sar_geo_20230513235531_b0ea5323", "storm_id": "IO012023", "split": "test", "observation_timestamp": "2023-05-13T23:55:31+00:00", "target_timestamp": "2023-05-13T23:55:31+00:00", "center_lat": "18.68767516172123", "center_lon": "91.6... | null | false | null | false | null | false | null | false | null | null | null | null | 18.687675 | 91.691459 | null | null | null | 74.568756 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:IO012023_sar_geo_20230513235757_90c19b1e:5b897d01e115 | IO012023_sar_geo_20230513235757_90c19b1e | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | IO012023 | [
"b1e111559ef38c1807f21b9eaeacd0f38ab2d43f618bf72a45572378b4487197"
] | {"sample_id": "IO012023_sar_geo_20230513235757_90c19b1e", "source_sample_id": "IO012023_sar_geo_20230513235757_90c19b1e", "storm_id": "IO012023", "split": "test", "observation_timestamp": "2023-05-13T23:57:57+00:00", "target_timestamp": "2023-05-13T23:57:57+00:00", "center_lat": "18.69434042521032", "center_lon": "91.6... | null | false | null | false | null | false | null | false | null | null | null | null | 18.69434 | 91.69609 | null | null | null | 74.582664 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:IO012024_sar_geo_20240525121740_58bec819:f1a34d8c218b | IO012024_sar_geo_20240525121740_58bec819 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | IO012024 | [
"4bfbbb01bbc18c627cfc51ae5184158fdd5ce05c0f3860dd47f4d66182bc01c1"
] | {"sample_id": "IO012024_sar_geo_20240525121740_58bec819", "source_sample_id": "IO012024_sar_geo_20240525121740_58bec819", "storm_id": "IO012024", "split": "test", "observation_timestamp": "2024-05-25T12:17:40+00:00", "target_timestamp": "2024-05-25T12:17:40+00:00", "center_lat": "18.72327749702847", "center_lon": "89.2... | null | false | null | false | null | false | null | false | null | null | null | null | 18.723277 | 89.283214 | null | null | null | 15.43332 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:IO042023_sar_geo_20230731234853_62d214a2:6b35e8f13a00 | IO042023_sar_geo_20230731234853_62d214a2 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | IO042023 | [
"c3a9158e00021449a3bbda62f6d6da7f138c0db4a14e6d6ccb6fbcd9eb3acce6"
] | {"sample_id": "IO042023_sar_geo_20230731234853_62d214a2", "source_sample_id": "IO042023_sar_geo_20230731234853_62d214a2", "storm_id": "IO042023", "split": "test", "observation_timestamp": "2023-07-31T23:48:53+00:00", "target_timestamp": "2023-07-31T23:48:53+00:00", "center_lat": "19.963496473907465", "center_lon": "91.... | null | false | null | false | null | false | null | false | null | null | null | null | 19.963496 | 91.925914 | null | null | null | 20.577761 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:SH012024_sar_geo_20231023183427_cbadf834:66de622e1d7a | SH012024_sar_geo_20231023183427_cbadf834 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | SH012024 | [
"4459f13156936f07876e350cce1d41420e23dce959c85ecdd1a5ff69a88cb207"
] | {"sample_id": "SH012024_sar_geo_20231023183427_cbadf834", "source_sample_id": "SH012024_sar_geo_20231023183427_cbadf834", "storm_id": "SH012024", "split": "test", "observation_timestamp": "2023-10-23T18:34:27+00:00", "target_timestamp": "2023-10-23T18:34:27+00:00", "center_lat": "-14.041261999575276", "center_lon": "16... | null | false | null | false | null | false | null | false | null | null | null | null | -14.041262 | 169.18204 | null | null | null | 62.028656 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:SH012024_sar_geo_20231024070249_249ad024:edcdf4cd4f94 | SH012024_sar_geo_20231024070249_249ad024 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | SH012024 | [
"7211b202c7663d63b214775e21851d1cd54ba5a72bee3630a8cc6edaf3f5979d"
] | {"sample_id": "SH012024_sar_geo_20231024070249_249ad024", "source_sample_id": "SH012024_sar_geo_20231024070249_249ad024", "storm_id": "SH012024", "split": "test", "observation_timestamp": "2023-10-24T07:02:49+00:00", "target_timestamp": "2023-10-24T07:02:49+00:00", "center_lat": "-15.170907820998323", "center_lon": "16... | null | false | null | false | null | false | null | false | null | null | null | null | -15.170908 | 168.744047 | null | null | null | 60.835625 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:SH012024_sar_geo_20231024071418_511b76de:e5e47a762a05 | SH012024_sar_geo_20231024071418_511b76de | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | SH012024 | [
"bfd5b4da57104d4bf8aed123219933e2b529901ee9abaf3ffe08250ad0579dd9"
] | {"sample_id": "SH012024_sar_geo_20231024071418_511b76de", "source_sample_id": "SH012024_sar_geo_20231024071418_511b76de", "storm_id": "SH012024", "split": "test", "observation_timestamp": "2023-10-24T07:14:18+00:00", "target_timestamp": "2023-10-24T07:14:18+00:00", "center_lat": "-15.18244314049471", "center_lon": "168... | null | false | null | false | null | false | null | false | null | null | null | null | -15.182443 | 168.729954 | null | null | null | 60.671524 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:SH012024_sar_geo_20231025071025_a6a04e0a:06cfc7957e61 | SH012024_sar_geo_20231025071025_a6a04e0a | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | SH012024 | [
"9f487250a3a3a81115fd9654eb5dbdfb1d7bdda16a0923c152369a6a92c3e8c7"
] | {"sample_id": "SH012024_sar_geo_20231025071025_a6a04e0a", "source_sample_id": "SH012024_sar_geo_20231025071025_a6a04e0a", "storm_id": "SH012024", "split": "test", "observation_timestamp": "2023-10-25T07:10:25+00:00", "target_timestamp": "2023-10-25T07:10:25+00:00", "center_lat": "-16.779360581829415", "center_lon": "16... | null | false | null | false | null | false | null | false | null | null | null | null | -16.779361 | 167.331293 | null | null | null | 27.288158 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:SH012024_sar_geo_20231025182000_7c8e4e5f:330043d1e4aa | SH012024_sar_geo_20231025182000_7c8e4e5f | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | SH012024 | [
"d40ecb0aceaad5d83854f2e841b9c1503bd656ab8e5614a037262cb76e88fd40"
] | {"sample_id": "SH012024_sar_geo_20231025182000_7c8e4e5f", "source_sample_id": "SH012024_sar_geo_20231025182000_7c8e4e5f", "storm_id": "SH012024", "split": "test", "observation_timestamp": "2023-10-25T18:20:00+00:00", "target_timestamp": "2023-10-25T18:20:00+00:00", "center_lat": "-17.311305095026245", "center_lon": "16... | null | false | null | false | null | false | null | false | null | null | null | null | -17.311305 | 166.243709 | null | null | null | 17.605417 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:SH032024_sar_geo_20231206075954_2d77cbc3:01953d4f098b | SH032024_sar_geo_20231206075954_2d77cbc3 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | SH032024 | [
"cdf5099b6b1a91171eae57e02952fb7dfbabede76864784b9c8ad7b01eb0b0e8"
] | {"sample_id": "SH032024_sar_geo_20231206075954_2d77cbc3", "source_sample_id": "SH032024_sar_geo_20231206075954_2d77cbc3", "storm_id": "SH032024", "split": "test", "observation_timestamp": "2023-12-06T07:59:54+00:00", "target_timestamp": "2023-12-06T07:59:54+00:00", "center_lat": "-11.23889723194477", "center_lon": "157... | null | false | null | false | null | false | null | false | null | null | null | null | -11.238897 | 157.190673 | null | null | null | 37.039112 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:SH032024_sar_geo_20231206190643_c9da1cd1:0dc3dc5cf6cc | SH032024_sar_geo_20231206190643_c9da1cd1 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | SH032024 | [
"f543cf15edb51a57b60d22debe89d03d0d945b35fa7cc42367db24aadb223a14"
] | {"sample_id": "SH032024_sar_geo_20231206190643_c9da1cd1", "source_sample_id": "SH032024_sar_geo_20231206190643_c9da1cd1", "storm_id": "SH032024", "split": "test", "observation_timestamp": "2023-12-06T19:06:43+00:00", "target_timestamp": "2023-12-06T19:06:43+00:00", "center_lat": "-11.765684750650951", "center_lon": "15... | null | false | null | false | null | false | null | false | null | null | null | null | -11.765685 | 156.989765 | null | null | null | 41.727554 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:SH032024_sar_geo_20231207080730_ce3b786d:daa181e288fa | SH032024_sar_geo_20231207080730_ce3b786d | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | SH032024 | [
"0246d0e360dec16493de38c1aa534f1cbdbee17b835616ae1c5dc98c3f78a540"
] | {"sample_id": "SH032024_sar_geo_20231207080730_ce3b786d", "source_sample_id": "SH032024_sar_geo_20231207080730_ce3b786d", "storm_id": "SH032024", "split": "test", "observation_timestamp": "2023-12-07T08:07:30+00:00", "target_timestamp": "2023-12-07T08:07:30+00:00", "center_lat": "-12.737058288311118", "center_lon": "15... | null | false | null | false | null | false | null | false | null | null | null | null | -12.737058 | 156.827535 | null | null | null | 50.694168 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:SH032024_sar_geo_20231207191459_3ea2f9a5:b679c8e8a3be | SH032024_sar_geo_20231207191459_3ea2f9a5 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | SH032024 | [
"6662948e6d088a9b260280683708284ce16c9e2feaceca0ca5e928fb899620a1"
] | {"sample_id": "SH032024_sar_geo_20231207191459_3ea2f9a5", "source_sample_id": "SH032024_sar_geo_20231207191459_3ea2f9a5", "storm_id": "SH032024", "split": "test", "observation_timestamp": "2023-12-07T19:14:59+00:00", "target_timestamp": "2023-12-07T19:14:59+00:00", "center_lat": "-13.726999129465971", "center_lon": "15... | null | false | null | false | null | false | null | false | null | null | null | null | -13.726999 | 156.768698 | null | null | null | 59.80397 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:SH032024_sar_geo_20231208081451_bc4d18e5:0de8b39be809 | SH032024_sar_geo_20231208081451_bc4d18e5 | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | SH032024 | [
"9d1537e218d7a4d81e38f1df3bcd096b704c67b244f033d75cb922dd8726057e"
] | {"sample_id": "SH032024_sar_geo_20231208081451_bc4d18e5", "source_sample_id": "SH032024_sar_geo_20231208081451_bc4d18e5", "storm_id": "SH032024", "split": "test", "observation_timestamp": "2023-12-08T08:14:51+00:00", "target_timestamp": "2023-12-08T08:14:51+00:00", "center_lat": "-14.723474043400527", "center_lon": "15... | null | false | null | false | null | false | null | false | null | null | null | null | -14.723474 | 156.519815 | null | null | null | 57.234039 | null | null | null | null | [] | [] | [] | [] |
logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache:SH032024_sar_geo_20231208191904_a7d81a6f:d0287daa2ec5 | SH032024_sar_geo_20231208191904_a7d81a6f | logs-intensity-comparisons-20260820T144011Z-with-era5-unet-intensity-cache | SH032024 | [
"3c98d2704bc7f106b3e4ad8761b749775d4e3cfe6febb7dfa167035b3dd70162"
] | {"sample_id": "SH032024_sar_geo_20231208191904_a7d81a6f", "source_sample_id": "SH032024_sar_geo_20231208191904_a7d81a6f", "storm_id": "SH032024", "split": "test", "observation_timestamp": "2023-12-08T19:19:04+00:00", "target_timestamp": "2023-12-08T19:19:04+00:00", "center_lat": "-15.298588007464993", "center_lon": "15... | null | false | null | false | null | false | null | false | null | null | null | null | -15.298588 | 156.10084 | null | null | null | 48.420231 | null | null | null | null | [] | [] | [] | [] |
End of preview. Expand in Data Studio
geo2wf-data: StormSense scientific dataset
Scientific inputs, complete indexes and reference outputs for tropical-cyclone wind-field reconstruction, intensity estimation and storm case studies.
- Models and pretrained initializers: simon-donike/geo2wf-models
- Code: geo2wf. A matching conference source snapshot is also distributed in the model repository under
code/. - Documentation and StormSense: tcd.hyperalis.com
- Exact data contract:
schema.json; release inventory and checksums:release.jsonandSHA256SUMS.
Contents
The release includes 96,109 catalog samples, 14,471 observation representations, 22 source cohorts and 18,940 native assets (32,884,973,800 bytes). These are heterogeneous catalogs, not 96,109 independent satellite images. Assets include original GeoTIFF imagery, NetCDF storm sources, derived NPZ fields, forecast caches, labels and reference outputs. Optional modalities are absent when unavailable.
| Directory | Purpose |
|---|---|
index/ |
Samples, observations, assets and storms in typed Parquet and downloadable CSV |
cohorts/ |
Original ordered experiment manifests, without duplicating assets |
effective-cohorts/ |
Validated loader eligibility, RI labels and historical training membership |
assets/ |
Scientific files grouped by processing version, storm and producer |
normalization/ |
Original fixed statistics; never recompute automatically |
labels/ |
Track and intensity references |
reference-results/ |
Paper, case-study and dashboard outputs |
provenance/ |
Original indexes, processing metadata and reversible path mapping |
Channel order, units, shapes, CRS, source/producer identifiers, byte sizes and SHA-256 digests are recorded in the asset index where applicable. Shared timestamps, lists, booleans and nulls are typed; original fields remain in documented JSON extensions. Asset identity is based on exact bytes. Processing versions retain distinct sample identities.
Browse without downloading imagery
from datasets import load_dataset
# Replace with an immutable commit from the model repo's dataset-links.json.
revision = "FULL_DATA_COMMIT"
samples = load_dataset("simon-donike/geo2wf-data", "samples",
split="catalog", revision=revision)
print(samples[0])
The samples, observations, assets and storms configurations expose catalog metadata. Named experiment configurations expose only available splits. Inventory configurations describe source exports, not published evaluation cohorts.
Download and reproduce
Use the matching source snapshot from geo2wf-models/code/ and follow its release/hosting/README.md. Install with uv sync --frozen --group dev --group docs.
uv run python scripts/release_hub.py download --repo-id simon-donike/geo2wf-data --revision FULL_DATA_COMMIT --root artifacts/data --profile paper-eval
Profiles are index-only, paper-eval, train, storms and all. Select a cohort/split or storm to restrict imagery downloads. Prefetch before training; local loading supports --offline and verifies hashes. The shared catalog reader retains original Rasterio decoding, normalization, masks, cropping and augmentation contracts. Full evaluation and training commands are in the model card and bundled guide.
Scientific scope and limitations
The original architecture test results and latent-ablation validation results use different cohorts. There is no universal split. Historical training/test overlap for the auxiliary field model is recorded explicitly; do not interpret this as a new strictly held-out benchmark. Later table_2 reevaluations are outside this release.
The exact processed training GeoTIFFs are included. Upstream raw training granules are not bundled; rebuilding those exports requires acquiring the source products. Source NetCDFs for Humberto, Kiko and Otis are included. Observation representations distinguish processed products from included raw sources.
Original paper tables and full-precision reports are retained. Fresh CPU evaluation has two documented last-digit rounding crossings; see model provenance and validation reports. Missing external ViT/ConvLSTM dashboard weights remain documented; their available exported results are included.
Attribution and licensing
Release maintainer: Simon Donike. Original source/producer metadata is preserved alongside assets, including IBTrACS and ERA5 references. See ATTRIBUTION.md; redistribution does not replace the attribution or terms of upstream scientific products. License metadata reflects the maintainer's explicit selection; if absent, no new reuse license is asserted by this card.
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Models trained or fine-tuned on simon-donike/geo2wf-data