cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14536611
title: Hackathon 2025: Streamflow Forecasting and Water Resource Regulation

description: I. Data

The objective of this challenge is to develop a model to predict streamflow levels across different river basins, aiding in sustainable water management strategies. The provided dataset includes time-series observations of water flow at specific stations within the selected watersheds, with a prediction horizon of 4 weeks.

Spatial dimension:



Covers key French river basins (Adour-Garonne, Rhône-Mediterranean) and the Doce River basin in Brazil.

Data is available for 30 stations for training and 39 stations for evaluation for France and for Brazil we have 9 stations for training, 13 stations for evaluation.


Temporal dimension:



Training data spans from 1990 to 2003.

Evaluation/inference data spans from 2004 to 2009. The evaluation dataset consists of multiple time segments, including a 4-week historical period for streamflow and weather (temperature, ...), 1 week of weather forecast data, and a 4-week prediction horizon for streamflow.


Participants will have access to the following feature types:

Spatiotemporal Climate Variables:



Temperature at 2m above ground

Total precipitation

Evaporation rates

Soil moisture (volumetric soil water)


Geospatial Features:



Soil properties (bulk density, clay content, sand/silt ratio)

Hydrological divisions (watersheds and sub-basins)

Altitude Digital Elevation Model (NASA SRTM)

Dams positions in France


All features are provided in formats suitable for direct analysis and integration. You can download all the data below.

For more details about the hackathon see Here --> https://www.codabench.org/competitions/4335/
DOI: 10.5281/zenodo.14826458
title: Hackathon 2025: Streamflow Forecasting and Water Resource Regulation

description: I. Data

The objective of this challenge is to develop a model to predict streamflow levels across different river basins, aiding in sustainable water management strategies. The provided dataset includes time-series observations of water flow at specific stations within the selected watersheds, with a prediction horizon of 4 weeks.

Spatial dimension:



Covers key French river basins (Adour-Garonne, Rhône-Mediterranean) and the Doce River basin in Brazil.

Data is available for 30 stations for training and 39 stations for evaluation for France and for Brazil we have 9 stations for training, 13 stations for evaluation.


Temporal dimension:



Training data spans from 1990 to 2003.

Evaluation/inference data spans from 2004 to 2009. The evaluation dataset consists of multiple time segments, including a 4-week historical period for streamflow and weather (temperature, ...), 1 week of weather forecast data, and a 4-week prediction horizon for streamflow.


Participants will have access to the following feature types:

Spatiotemporal Climate Variables:



Temperature at 2m above ground

Total precipitation

Evaporation rates

Soil moisture (volumetric soil water)


Geospatial Features:



Soil properties (bulk density, clay content, sand/silt ratio). Source: Soilgrids

Hydrological divisions (watersheds and sub-basins). Source: BD Carthage for France and SNIRH for Brazil

Altitude Digital Elevation Model (NASA SRTM). Source: NASA SRTM 30m

Dams positions in France. Source: Hydrographic nodes


All features are provided in formats suitable for direct analysis and integration. You can download all the data below.

For more details about the hackathon see Here --> https://www.codabench.org/competitions/4335/
DOI: 10.15161/oar.it/212138
title: Carta Geologica d'Italia alla scala 1:50.000, F. 280 Fossombrone

description: Foglio geologico alla scala 1:50.000 basato su rilevamenti alla scala 1:10.000 (eseguiti tra il 1995 e il 2002) comprensivo di legenda, schemi a cornice, sezioni geologiche.
DOI: 10.15161/oar.it/212139
title: Carta Geologica d'Italia alla scala 1:50.000, F. 280 Fossombrone

description: Foglio geologico alla scala 1:50.000 basato su rilevamenti alla scala 1:10.000 (eseguiti tra il 1995 e il 2002) comprensivo di legenda, schemi a cornice, sezioni geologiche.
DOI: 10.15468/dl.fhaqqp
title: Occurrence Download

description: A dataset containing 2167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "TaxonKey is Digitaria longiflora (Retz.) Pers."
 ]
}

 The dataset includes 2167 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019661-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vyltvy
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abarema barnebyana Iganci & M.P.Lima",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 11 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007585-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d73q4k
title: Occurrence Download

description: A dataset containing 28573 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Nycticorax nycticorax (Linnaeus, 1758)"
 ]
}

 The dataset includes 28573 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052566-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ykeh9f
title: Occurrence Download

description: A dataset containing 1609 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is 人禾環境倫理發展基金會_2017-2019東北部獨流溪魚蝦蟹螺調查"
 ]
}

 The dataset includes 1609 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012446-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qzxxix
title: Occurrence Download

description: A dataset containing 3782 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-131.48437 46.30686,-111.09375 18.96571,-86.48437 3.85021,-66.79687 -1.77161,-74.53125 31.6414,-131.48437 46.30686))",
 "HasCoordinate is true",
 "TaxonKey is Abutilon Tourn. ex Mill.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3782 records from 138 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007585-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4z5m4
title: Occurrence Download

description: A dataset containing 1115754 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Ecuador",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1115754 records from 347 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061188-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggz7bx
title: Occurrence Download

description: A dataset containing 5653428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 5653428 records from 629 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007121-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqxr7r
title: Occurrence Download

description: A dataset containing 7112112 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is NMNH Extant Specimen Records (USNM, US)"
 ]
}

 The dataset includes 7112112 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007585-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/csc2.obs.12057
title: Chandra X-ray Observatory ObsId 12057

description: CSC uses combined (i.e. overlapping) Chandra observations for detecting X-ray sources. This allows the catalog to include significantly fainter sources than CSC 1.1. The set of overlapping observations that have been combined in this way is known as a "stack".
DOI: 10.15468/dl.a8qbr8
title: Occurrence Download

description: A dataset containing 2189 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Didymodon acutus (Brid.) K.Saito"
 ]
}

 The dataset includes 2189 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028329-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ijr2zo
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stephanopodium engleri Baill."
 ]
}

 The dataset includes 49 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007874-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uo15jh
title: Occurrence Download

description: A dataset containing 178 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Bretschneidera sinensis Hemsl.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 178 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007585-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/csc2.obs.12058
title: Chandra X-ray Observatory ObsId 12058

description: CSC uses combined (i.e. overlapping) Chandra observations for detecting X-ray sources. This allows the catalog to include significantly fainter sources than CSC 1.1. The set of overlapping observations that have been combined in this way is known as a "stack".
DOI: 10.15468/dl.6ahznx
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Japan, China)",
 "OccurrenceStatus is Present",
 "TaxonKey is Spartina alterniflora Loisel.",
 "Year 2000-2024"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058020-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/csc2.obs.12059
title: Chandra X-ray Observatory ObsId 12059

description: CSC uses combined (i.e. overlapping) Chandra observations for detecting X-ray sources. This allows the catalog to include significantly fainter sources than CSC 1.1. The set of overlapping observations that have been combined in this way is known as a "stack".
DOI: 10.15468/dl.c42dc6
title: Occurrence Download

description: A dataset containing 1508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Hylopezus berlepschi (Hellmayr, 1903)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1508 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033618-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4bkyrv
title: Occurrence Download

description: A dataset containing 167515 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is KUBI Mammalogy Collection"
 ]
}

 The dataset includes 167515 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007874-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lyd71e
title: Occurrence Download

description: A dataset containing 11782226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen"
 ]
 },
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 11782226 records from 194 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007585-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bz1wmp
title: Occurrence Download

description: A dataset containing 1010 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Modiolus auriculatus (Krauss, 1848)"
 ]
}

 The dataset includes 1010 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023097-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcdjqr
title: Occurrence Download

description: A dataset containing 12195 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalus atrox Baird & Girard, 1853"
 ]
}

 The dataset includes 12195 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007874-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5q6u9q
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ferreyrella peruviana S.F.Blake"
 ]
}

 The dataset includes 37 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209867-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5gkkb
title: Occurrence Download

description: A dataset containing 2106 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Human Observation)",
 "OccurrenceStatus is Present",
 "TaxonKey is Hyalomma C.L.Koch, 1844"
 ]
}

 The dataset includes 2106 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007602-240425142415019/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4buern
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juncus dongchuanensis K.F.Wu"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257569-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v68ntn
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthropoda",
 "DatasetKey is Feuerlöschteich, Wald und Dünen in den Holmer Sandbergen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 43 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216653-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x9qsyp
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hylobius adachii Kôno, 1934",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226148-220831081235567/datasets/export for details.
DOI: 10.15468/dl.br7258
title: Occurrence Download

description: A dataset containing 2263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Hesperostipa comata (Trin. & Rupr.) Barkworth"
 ]
}

 The dataset includes 2263 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0257572-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2nnch7
title: Occurrence Download

description: A dataset containing 843 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Ara macao (Linnaeus, 1758)"
 ]
}

 The dataset includes 843 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209851-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ynakgz
title: Occurrence Download

description: A dataset containing 107 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cenchrus mutilatus Kuntze"
 ]
}

 The dataset includes 107 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068255-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.22p9x4
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fernandezia tortuosa (Foldats) M.W.Chase"
 ]
}

 The dataset includes 21 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0209833-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spxsq4
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sedum celatum Fröd."
 ]
}

 The dataset includes 66 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0122335-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j4r36w
title: Occurrence Download

description: A dataset containing 1884958 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthropoda",
 "DatasetKey is naturgucker",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 1884958 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0216668-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ryemhf
title: Occurrence Download

description: A dataset containing 332429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is Asia",
 "Country is India",
 "MediaType is Image"
 ]
}

 The dataset includes 332429 records from 289 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0245669-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9qw59v
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myriactis cabrerae J.Kost."
 ]
}

 The dataset includes 55 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044791-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q3d6km
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gongora aromatica Rchb.f."
 ]
}

 The dataset includes 31 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231739-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zaaen3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptogomphus yayeyamensis Matsumura, 1926",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226136-220831081235567/datasets/export for details.
DOI: 10.15468/dl.kt6zen
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Apatrobus ohtsukai Morita, 1993",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226139-220831081235567/datasets/export for details.
DOI: 10.15468/dl.gfhbcg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Megarthrus hemipterus (Illiger, 1794)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226152-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.je372w
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gongora bufonia Lindl."
 ]
}

 The dataset includes 137 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231745-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxbmy8
title: Occurrence Download

description: A dataset containing 75775 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Arbutus unedo L."
 ]
}

 The dataset includes 75775 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0226141-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.