Datasets:
auxiliary.json dict | images.pth listlengths 12 12 | text.json dict | __key__ stringlengths 2 7 | __url__ stringclasses 5 values |
|---|---|---|---|---|
{
"aspect": 358,
"bio01": 92,
"bio02": 79,
"bio03": 50,
"bio04": 2897,
"bio05": 159,
"bio06": 1,
"bio07": 158,
"bio08": 118,
"bio09": 66,
"bio10": 123,
"bio11": 52,
"bio12": 3593,
"bio13": 606,
"bio14": 48,
"bio15": 67,
"bio16": 1703,
"bio17": 196,
"bio18": 1434,
"bio19": 291,
"elevation": 2710,
"latitude": 23.480061002976235,
"longitude": 120.8928914558916,
"sample_id": 341494,
"slope": 27,
"soil_moisture_0_5cm": 223,
"soil_moisture_15_30cm": 223,
"soil_moisture_5_15cm": 223
} | [
[
[
[
1,
1,
1,
1,
1
],
[
1,
1,
1,
1,
1
],
[
1,
1,
1,
1,
1
],
[
1,
1,
1,
1,
7
],
[
1,
... | {
"level0": "Deciduous Broadleaf",
"level1_family": "Rosaceae",
"level2_genus": "Prunus",
"level3_species": "Prunus obtusata"
} | 341494 | hf://datasets/cindycui/GlobalGeoTree@7e52d2d379c5343cc0c4f1872bf9df160fb8a4ac/GlobalGeoTree-10kEval/GGT-10kEval-300.tar |
{
"aspect": 288,
"bio01": 124,
"bio02": 73,
"bio03": 45,
"bio04": 2958,
"bio05": 210,
"bio06": 51,
"bio07": 159,
"bio08": 87,
"bio09": 161,
"bio10": 162,
"bio11": 87,
"bio12": 1284,
"bio13": 144,
"bio14": 63,
"bio15": 22,
"bio16": 420,
"bio17": 234,
"bio18": 238,
"bio19": 420,
"elevation": 94,
"latitude": -41.28321370020419,
"longitude": 174.76309508212492,
"sample_id": 5723240,
"slope": 9,
"soil_moisture_0_5cm": null,
"soil_moisture_15_30cm": null,
"soil_moisture_5_15cm": null
} | [
[
[
[
4132,
4264,
4408,
4408,
4468
],
[
4176,
4300,
4532,
4532,
4652
],
[
4280,
4452,
4652,
4652,
4752
],
[
4372,
4556,
4724,
... | {
"level0": "Evergreen Broadleaf",
"level1_family": "Araliaceae",
"level2_genus": "Schefflera",
"level3_species": "Schefflera macrophylla"
} | 5723240 | hf://datasets/cindycui/GlobalGeoTree@7e52d2d379c5343cc0c4f1872bf9df160fb8a4ac/GlobalGeoTree-10kEval/GGT-10kEval-300.tar |
{
"aspect": 51,
"bio01": 154,
"bio02": 101,
"bio03": 52,
"bio04": 3179,
"bio05": 260,
"bio06": 69,
"bio07": 191,
"bio08": 115,
"bio09": 193,
"bio10": 196,
"bio11": 115,
"bio12": 786,
"bio13": 118,
"bio14": 26,
"bio15": 48,
"bio16": 316,
"bio17": 79,
"bio18": 84,
"bio19": 316,
"elevation": 132,
"latitude": -34.78324006290983,
"longitude": 117.69651417965947,
"sample_id": 5286788,
"slope": 1,
"soil_moisture_0_5cm": 109,
"soil_moisture_15_30cm": 105,
"soil_moisture_5_15cm": 109
} | [
[
[
[
450,
243,
175,
201,
209
],
[
501,
480,
363,
272,
216
],
[
378,
467,
550,
539,
422
],
[
274,
301,
369,
490,
... | {
"level0": "Evergreen Broadleaf",
"level1_family": "Proteaceae",
"level2_genus": "Adenanthos",
"level3_species": "Adenanthos obovatus"
} | 5286788 | hf://datasets/cindycui/GlobalGeoTree@7e52d2d379c5343cc0c4f1872bf9df160fb8a4ac/GlobalGeoTree-10kEval/GGT-10kEval-300.tar |
{
"aspect": 239,
"bio01": 82,
"bio02": 82,
"bio03": 33,
"bio04": 5548,
"bio05": 220,
"bio06": -26,
"bio07": 246,
"bio08": 19,
"bio09": 154,
"bio10": 154,
"bio11": 14,
"bio12": 1525,
"bio13": 238,
"bio14": 42,
"bio15": 52,
"bio16": 667,
"bio17": 155,
"bio18": 155,
"bio19": 617,
"elevation": 379,
"latitude": 49.328216802405976,
"longitude": -122.84561207101451,
"sample_id": 2984798,
"slope": 32,
"soil_moisture_0_5cm": 227,
"soil_moisture_15_30cm": 227,
"soil_moisture_5_15cm": 227
} | [
[
[
[
null,
null,
null,
null,
null
],
[
null,
null,
null,
null,
null
],
[
null,
null,
null,
null,
null
],
[
null,
null,
null,
... | {
"level0": "Deciduous Broadleaf",
"level1_family": "Rosaceae",
"level2_genus": "Rubus",
"level3_species": "Rubus bifrons"
} | 2984798 | hf://datasets/cindycui/GlobalGeoTree@7e52d2d379c5343cc0c4f1872bf9df160fb8a4ac/GlobalGeoTree-10kEval/GGT-10kEval-300.tar |
{
"aspect": null,
"bio01": 0,
"bio02": 96,
"bio03": 26,
"bio04": 9897,
"bio05": 197,
"bio06": -171,
"bio07": 368,
"bio08": 113,
"bio09": -1,
"bio10": 131,
"bio11": -120,
"bio12": 727,
"bio13": 113,
"bio14": 32,
"bio15": 45,
"bio16": 309,
"bio17": 105,
"bio18": 262,
"bio19": 130,
"elevation": null,
"latitude": 62.7472348530986,
"longitude": -150.11752762310215,
"sample_id": 3458759,
"slope": null,
"soil_moisture_0_5cm": 310,
"soil_moisture_15_30cm": 290,
"soil_moisture_5_15cm": 304
} | [
[
[
[
3412,
3356,
3172,
2997,
2961
],
[
3345,
3139,
3139,
3260,
3451
],
[
3437,
3699,
3699,
3942,
3942
],
[
3378,
3685,
3685,
... | {
"level0": "Deciduous Broadleaf",
"level1_family": "Viburnaceae",
"level2_genus": "Viburnum",
"level3_species": "Viburnum edule"
} | 3458759 | hf://datasets/cindycui/GlobalGeoTree@7e52d2d379c5343cc0c4f1872bf9df160fb8a4ac/GlobalGeoTree-10kEval/GGT-10kEval-300.tar |
{
"aspect": 288,
"bio01": 93,
"bio02": 89,
"bio03": 30,
"bio04": 7087,
"bio05": 250,
"bio06": -44,
"bio07": 294,
"bio08": 148,
"bio09": 15,
"bio10": 182,
"bio11": 0,
"bio12": 821,
"bio13": 93,
"bio14": 39,
"bio15": 28,
"bio16": 259,
"bio17": 125,
"bio18": 255,
"bio19": 126,
"elevation": 729,
"latitude": 45.79519077394184,
"longitude": 10.76253535270856,
"sample_id": 1826911,
"slope": 23,
"soil_moisture_0_5cm": 87,
"soil_moisture_15_30cm": 82,
"soil_moisture_5_15cm": 87
} | [
[
[
[
38,
38,
283,
455,
455
],
[
56,
56,
314,
301,
301
],
[
67,
67,
201,
191,
191
],
[
132,
132,
179,
107,
139... | {
"level0": "Deciduous Broadleaf",
"level1_family": "Rosaceae",
"level2_genus": "Sorbus",
"level3_species": "Sorbus aucuparia"
} | 1826911 | hf://datasets/cindycui/GlobalGeoTree@7e52d2d379c5343cc0c4f1872bf9df160fb8a4ac/GlobalGeoTree-10kEval/GGT-10kEval-300.tar |
{
"aspect": 232,
"bio01": 140,
"bio02": 128,
"bio03": 36,
"bio04": 8044,
"bio05": 315,
"bio06": -35,
"bio07": 350,
"bio08": 235,
"bio09": 34,
"bio10": 242,
"bio11": 34,
"bio12": 1093,
"bio13": 112,
"bio14": 77,
"bio15": 12,
"bio16": 314,
"bio17": 249,
"bio18": 312,
"bio19": 249,
"elevation": 51,
"latitude": 37.51710154147435,
"longitude": -77.4705711756315,
"sample_id": 3798746,
"slope": 7,
"soil_moisture_0_5cm": 143,
"soil_moisture_15_30cm": 143,
"soil_moisture_5_15cm": 131
} | [
[
[
[
335,
330,
330,
319,
312
],
[
357,
361,
361,
341,
280
],
[
326,
326,
351,
370,
361
],
[
226,
226,
311,
376,
... | {
"level0": "Deciduous Broadleaf",
"level1_family": "Fabaceae",
"level2_genus": "Lespedeza",
"level3_species": "Lespedeza procumbens"
} | 3798746 | hf://datasets/cindycui/GlobalGeoTree@7e52d2d379c5343cc0c4f1872bf9df160fb8a4ac/GlobalGeoTree-10kEval/GGT-10kEval-300.tar |
{
"aspect": 180,
"bio01": 76,
"bio02": 67,
"bio03": 27,
"bio04": 6091,
"bio05": 199,
"bio06": -46,
"bio07": 245,
"bio08": 84,
"bio09": 23,
"bio10": 154,
"bio11": 0,
"bio12": 615,
"bio13": 65,
"bio14": 34,
"bio15": 21,
"bio16": 190,
"bio17": 107,
"bio18": 172,
"bio19": 119,
"elevation": 31,
"latitude": 56.13075828258084,
"longitude": 10.203114370947452,
"sample_id": 1253385,
"slope": 1,
"soil_moisture_0_5cm": 173,
"soil_moisture_15_30cm": 144,
"soil_moisture_5_15cm": 166
} | [
[
[
[
null,
null,
null,
null,
null
],
[
null,
null,
null,
null,
null
],
[
null,
null,
null,
null,
null
],
[
null,
null,
null,
... | {
"level0": "Deciduous Broadleaf",
"level1_family": "Ulmaceae",
"level2_genus": "Ulmus",
"level3_species": "Ulmus glabra"
} | 1253385 | hf://datasets/cindycui/GlobalGeoTree@7e52d2d379c5343cc0c4f1872bf9df160fb8a4ac/GlobalGeoTree-10kEval/GGT-10kEval-300.tar |
{
"aspect": 0,
"bio01": 71,
"bio02": 72,
"bio03": 34,
"bio04": 4837,
"bio05": 186,
"bio06": -23,
"bio07": 209,
"bio08": 21,
"bio09": 90,
"bio10": 137,
"bio11": 11,
"bio12": 993,
"bio13": 112,
"bio14": 54,
"bio15": 21,
"bio16": 313,
"bio17": 183,
"bio18": 213,
"bio19": 289,
"elevation": 208,
"latitude": 56.64538759426009,
"longitude": -3.764324059207423,
"sample_id": 1965278,
"slope": 6,
"soil_moisture_0_5cm": 152,
"soil_moisture_15_30cm": 140,
"soil_moisture_5_15cm": 135
} | [
[
[
[
540,
522,
522,
619,
619
],
[
502,
520,
520,
469,
469
],
[
543,
588,
588,
469,
469
],
[
448,
518,
518,
480,
... | {
"level0": "Deciduous Broadleaf",
"level1_family": "Rosaceae",
"level2_genus": "Malus",
"level3_species": "Docynia delavayi"
} | 1965278 | hf://datasets/cindycui/GlobalGeoTree@7e52d2d379c5343cc0c4f1872bf9df160fb8a4ac/GlobalGeoTree-10kEval/GGT-10kEval-300.tar |
{"aspect":241,"bio01":164,"bio02":129,"bio03":39,"bio04":7206,"bio05":324,"bio06":-1,"bio07":325,"bi(...TRUNCATED) | [[[[146.0,194.0,194.0,238.0,229.0],[168.0,201.5,201.5,253.0,220.0],[190.0,201.5,201.5,204.5,216.0],[(...TRUNCATED) | {"level0":"Deciduous Broadleaf","level1_family":"Fabaceae","level2_genus":"Lespedeza","level3_specie(...TRUNCATED) | 3798887 | "hf://datasets/cindycui/GlobalGeoTree@7e52d2d379c5343cc0c4f1872bf9df160fb8a4ac/GlobalGeoTree-10kEval(...TRUNCATED) |
End of preview. Expand
in Data Studio
GlobalGeoTree Dataset
GlobalGeoTree is a comprehensive global dataset for tree species classification, comprising 6.3 million geolocated tree occurrences spanning 275 families, 2,734 genera, and 21,001 species across hierarchical taxonomic levels. Each sample is paired with Sentinel-2 image time series and 27 auxiliary environmental variables.
Dataset Structure
This repository contains three main components:
1. GlobalGeoTree-6M
- Training dataset with around 6M samples
- Each sample includes:
- Sentinel-2 time series (12 monthly composites)
- 27 auxiliary environmental variables
- Hierarchical taxonomic labels (Family, Genus, Species)
- Format: WebDataset (.tar)
2. GlobalGeoTree-10kEval
- Evaluation dataset with carefully curated samples
- Three versions available:
- 90 species (30 each from Rare, Common, and Frequent categories)
- 300 species (100 each from Rare, Common, and Frequent categories)
- 900 species (300 each from Rare, Common, and Frequent categories)
- Format: WebDataset (.tar)
3. checkpoints
- Pre-trained GeoTreeCLIP model weights
- File:
GGT_6M.pth - Trained on the full GlobalGeoTree-6M dataset for 25 epochs
4. files
- Complete sample information file:
GlobalGeoTree.csv - Contains metadata for all samples including:
- Sample ID
- Taxonomic information (Family, Genus, Species)
- Geographic location (latitude, longitude)
- Source and year of observation
- Location description
- Format: CSV
Related Repository
For detailed usage instructions, model implementation, and training scripts, please check our GitHub repository: GlobalGeoTree
License
This dataset is released under CC BY 4.0.
- Downloads last month
- 263