cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25505/fiz.icsd.cc2ptx4l
title: CSD 2497550: Experimental Crystal Structure Determination

description: Related Article: C. Lake, R. Von Dreele|2025|Acta Crystallogr.,Sect.B:Struct.Sci.,Cryst.Eng. and Mat.|81|572|doi:10.1107/S2052520625009175
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25505/fiz.icsd.cc2ptx5m
title: CSD 2497551: Experimental Crystal Structure Determination

description: Related Article: C. Lake, R. Von Dreele|2025|Acta Crystallogr.,Sect.B:Struct.Sci.,Cryst.Eng. and Mat.|81|572|doi:10.1107/S2052520625009175
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.18739/a2p843z1x
title: Millimeter Cloud Radar measurements taken at Summit Station, Greenland, 2025

description: This data set contains measurements from a Millimeter Cloud Radar (MMCR) that is deployed at Summit Station, Greenland as part of the Integrated Characterization of Energy, Clouds, Atmospheric state, and Precipitation at Summit (ICECAPS) Project. The MMCR points near-vertically and provides estimates of radar reflectivity, mean Doppler velocity, and Doppler spectrum width, as well as full Doppler spectra. Detailed information on these parameters and other aspects of the dataset are included in the netCDF header information for each file. The MMCR is owned by the National Oceanic and Atmospheric Administration, Earth System Research Laboratory. Field operations support is provided by the National Science Foundation's Arctic Observing Network (AON) Program.
DOI: 10.25505/fiz.icsd.cc2ptx6n
title: CSD 2497552: Experimental Crystal Structure Determination

description: Related Article: C. Lake, R. Von Dreele|2025|Acta Crystallogr.,Sect.B:Struct.Sci.,Cryst.Eng. and Mat.|81|572|doi:10.1107/S2052520625009175
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.18739/a2t14tr5p
title: Micropulse lidar (MPL) measurements taken at Summit Station, Greenland, 2022

description: This data set contains measurements from a MicroPulse LIDAR (MPL) that is deployed at Summit Station, Greenland as part of the Integrated Characterization of Energy, Clouds, Atmospheric state, and Precipitation at Summit (ICECAPS) Project. Detailed information on these parameters and other aspects of the dataset are included in the netCDF header information for each file. The LIDAR is owned by the US Department of Energy's Atmospheric Radiation Measurement (ARM) Program. Field operations support is provided by the National Science Foundation's Arctic Observing Network (AON) Program. Together these products will augment similar data sets that are produced at other locations across the Arctic.
DOI: 10.15468/dl.byq4s3
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poa pratensis",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2014",
 "Month is greater than or equal to January",
 "Month is less than or equal to December"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026494-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdsbyu
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tintelnotia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026493-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mp64hs
title: Occurrence Download

description: A dataset containing 289 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cabassous unicinctus",
 "Year 1975-2025"
 ]
}

 The dataset includes 289 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026495-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6nav4
title: Occurrence Download

description: A dataset containing 1739 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Poaceae",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2014",
 "Month is greater than or equal to January",
 "Month is less than or equal to December"
 ]
}

 The dataset includes 1739 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026496-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29972029
title: Data Material for "AI-assisted protein design to rapidly convert antibody sequences to intrabodies targeting diverse peptides and histone modifications"

description: Data Material for "AI-assisted protein design to rapidly convert antibody sequences to intrabodies targeting diverse peptides and histone modifications"
DOI: 10.6084/m9.figshare.29972029.v1
title: Data Material for "AI-assisted protein design to rapidly convert antibody sequences to intrabodies targeting diverse peptides and histone modifications"

description: Data Material for "AI-assisted protein design to rapidly convert antibody sequences to intrabodies targeting diverse peptides and histone modifications"
DOI: 10.15468/dl.7yz228
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Capsulospora",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026497-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5067/aura/omi/data3408
title: OMI/Aura Sulfur Dioxide (SO2) Total Column Daily L3 1 Day Best Pixel in 0.25 degree x 0.25 degree
DOI: 10.34965/i60508
title: 20244097
DOI: 10.5281/zenodo.17808332
title: Supplementary dataset for "Disentangling the roles of future scenarios and climate/hydrological models in global water gap projections"

description: The folder contains the output data relative to the paper:Citrini, A., Sangiorgio, M., and Rosa, L. Disentangling the roles of future scenarios and climate/hydrological models in global water gap projections

Contact: lrosa@carnegiescience.edu

 

##List of files - Figure_3.xlsx: Seasonal water gap spreads (in km³/month) for North Temperate, Tropics, and South Temperate zones across scenario combinations: historical period (1985–2014), and future projections for mid-century (2035–2064) and end-century (2071–2100) under SSP1-2.6 and SSP5-8.5. 

- Figure_5.xlsx: Monthly water gap spreads (in km³/month) for India across scenario combinations: historical period (1985–2014), and future projections for mid-century (2035–2064) and end-century (2071–2100) under SSP1-2.6 and SSP5-8.5. 

- Figure_6.xlsx: Monthly water gap spreads (in km³/month) for USA across scenario combinations: historical period (1985–2014), and future projections for mid-century (2035–2064) and end-century (2071–2100) under SSP1-2.6 and SSP5-8.5. 

- Figure_7.xlsx: Monthly water gap spreads (in km³/month) for China across scenario combinations: historical period (1985–2014), and future projections for mid-century (2035–2064) and end-century (2071–2100) under SSP1-2.6 and SSP5-8.5. 

-Figure_8.xlsx: Monthly irrigation water consumption (km³/month) for the whole globe, India, USA, and China simulated by the two Global Hydrological Models for the historical baseline period (1985–2014) from ISIMIP project. The dates are reported in YYYYMM format.

-GHM_diff_baseline.tif: Raster layer of spatially explicit difference in median annual irrigation water gap (H08 – WaterGAP2-2e, in km³/year) for the baseline period (1985-2014). EPSG:4326.

-H08_baseline.tif: Raster layer of median annual water gap simulated by H08 (km³/year) for the baseline period (1985-2014). EPSG:4326.

-WaterGAP_baseline.tif: Raster layer of median annual water gap simulated by WaterGAP2-2e (km³/year) for the baseline period (1985-2014). EPSG:4326.
DOI: 10.5281/zenodo.17808333
title: Supplementary dataset for "Disentangling the roles of future scenarios and climate/hydrological models in global water gap projections"

description: The folder contains the output data relative to the paper:Citrini, A., Sangiorgio, M., and Rosa, L. Disentangling the roles of future scenarios and climate/hydrological models in global water gap projections

Contact: lrosa@carnegiescience.edu

 

##List of files - Figure_3.xlsx: Seasonal water gap spreads (in km³/month) for North Temperate, Tropics, and South Temperate zones across scenario combinations: historical period (1985–2014), and future projections for mid-century (2035–2064) and end-century (2071–2100) under SSP1-2.6 and SSP5-8.5. 

- Figure_5.xlsx: Monthly water gap spreads (in km³/month) for India across scenario combinations: historical period (1985–2014), and future projections for mid-century (2035–2064) and end-century (2071–2100) under SSP1-2.6 and SSP5-8.5. 

- Figure_6.xlsx: Monthly water gap spreads (in km³/month) for USA across scenario combinations: historical period (1985–2014), and future projections for mid-century (2035–2064) and end-century (2071–2100) under SSP1-2.6 and SSP5-8.5. 

- Figure_7.xlsx: Monthly water gap spreads (in km³/month) for China across scenario combinations: historical period (1985–2014), and future projections for mid-century (2035–2064) and end-century (2071–2100) under SSP1-2.6 and SSP5-8.5. 

-Figure_8.xlsx: Monthly irrigation water consumption (km³/month) for the whole globe, India, USA, and China simulated by the two Global Hydrological Models for the historical baseline period (1985–2014) from ISIMIP project. The dates are reported in YYYYMM format.

-GHM_diff_baseline.tif: Raster layer of spatially explicit difference in median annual irrigation water gap (H08 – WaterGAP2-2e, in km³/year) for the baseline period (1985-2014). EPSG:4326.

-H08_baseline.tif: Raster layer of median annual water gap simulated by H08 (km³/year) for the baseline period (1985-2014). EPSG:4326.

-WaterGAP_baseline.tif: Raster layer of median annual water gap simulated by WaterGAP2-2e (km³/year) for the baseline period (1985-2014). EPSG:4326.
DOI: 10.15468/dl.fsgdyz
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Populus deltoides",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2014",
 "Month is greater than or equal to January",
 "Month is less than or equal to December"
 ]
}

 The dataset includes 66 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026500-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e29rhv
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Limacinula",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026501-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ba2bx
title: Occurrence Download

description: A dataset containing 1347 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation, Material citation)",
 "Country is Türkiye",
 "DatasetKey is one of (EOD – eBird Observation Dataset, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (e2e717bf-551a-4917-bdc9-4fa0f342c530, 28eb1a3f-1c15-4a95-931a-4af90ecb574d, c8d737e0-2ff8-42e8-b8fc-6b805d26fc5f)",
 "TaxonKey is Mergus serrator",
 "Year 2000-2025"
 ]
}

 The dataset includes 1347 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026502-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.95b9jd
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Portulaca oleracea",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2014",
 "Month is greater than or equal to January",
 "Month is less than or equal to December"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026503-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yyabq3
title: Occurrence Download

description: A dataset containing 279 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Caluromys lanatus",
 "Year 1975-2025"
 ]
}

 The dataset includes 279 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026504-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17379308
title: GhanaMining-Sat: A Multi-Site Benchmark Dataset for Artisanal Mining Detection in Ghana

description: A labeled satellite imagery dataset for detecting artisanal small-scale mining sites in Ghana using deep learning. The dataset contains 300 manually labeled patches (256×256 pixels) extracted from Sentinel-2 satellite imagery across three major mining regions: Prestea, Tarkwa, and Obuasi.

Key Features:- 300 high-quality labeled patches (244 mining, 56 non-mining)- Multi-site coverage (3 geographically diverse locations)- Manual labeling with false-color validation methodology- Stratified 80/20 train/test splits with reproducible seed (seed=42)- Baseline models: ResNet-50 (93.33% accuracy) and EfficientNet-B0 (93.33% accuracy)- Cross-site generalization analysis (75.7% average on unseen locations)- Complete documentation (README, METADATA, LICENSE, CITATION)

Note: The detection methodology identifies mining sites based on satellite imagery characteristics. Legal status determination requires cross-referencing with mining permit databases. Study sites are documented galamsey (illegal mining) hotspots. This dataset provides a community resource for developing automated mining detection systems and supports research in land use monitoring and environmental assessment across West Africa.
DOI: 10.5281/zenodo.17379307
title: GhanaMining-Sat: A Multi-Site Benchmark Dataset for Artisanal Mining Detection in Ghana

description: A labeled satellite imagery dataset for detecting artisanal small-scale mining sites in Ghana using deep learning. The dataset contains 300 manually labeled patches (256×256 pixels) extracted from Sentinel-2 satellite imagery across three major mining regions: Prestea, Tarkwa, and Obuasi.

Key Features:- 300 high-quality labeled patches (244 mining, 56 non-mining)- Multi-site coverage (3 geographically diverse locations)- Manual labeling with false-color validation methodology- Stratified 80/20 train/test splits with reproducible seed (seed=42)- Baseline models: ResNet-50 (93.33% accuracy) and EfficientNet-B0 (93.33% accuracy)- Cross-site generalization analysis (75.7% average on unseen locations)- Complete documentation (README, METADATA, LICENSE, CITATION)

Note: The detection methodology identifies mining sites based on satellite imagery characteristics. Legal status determination requires cross-referencing with mining permit databases. Study sites are documented galamsey (illegal mining) hotspots. This dataset provides a community resource for developing automated mining detection systems and supports research in land use monitoring and environmental assessment across West Africa.
DOI: 10.15468/dl.j2buu2
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudofabraea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026505-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zehrv
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abrocoma boliviensis",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026506-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wcfx4r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Potamogeton crispus",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Year is greater than or equal to 2004",
 "Year is less than or equal to 2014",
 "Month is greater than or equal to January",
 "Month is less than or equal to December"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026507-251120083545085/datasets/export for details.
DOI: 10.15468/dl.ox0xcl
title: Occurrence Download

description: A dataset containing 7916 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-103.89359 19.87187,-103.62991 19.87187,-103.62991 20.12738,-103.89359 20.12738,-103.89359 19.87187))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7916 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034224-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22008/fk2/rtfm0k/2uze2i
title: SICEv3.0_AlaskaYukon_500m_2023-05-29.nc

description: EDC SICE output: SICEv3.0_AlaskaYukon_500m_2023-05-29.nc, date: 2023-05-29
DOI: 10.15468/dl.5jx347
title: Occurrence Download

description: A dataset listing the 80 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-4.61 40.88,-4.56 40.88,-4.56 40.92,-4.61 40.92,-4.61 40.88))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 80 records were derived from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0322690-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fn6x0x
title: Occurrence Download

description: A dataset containing 965 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 {
 "or" : [
 "Country is Japan",
 "Country is China",
 "Country is Chinese Taipei"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Diplazium hachijoense Nakai",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 965 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032598-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v9jt64
title: Occurrence Download

description: A dataset containing 4591 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Observation.org, Nature data from around the World",
 "GadmGid is NLD",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Martes martes (Linnaeus, 1758)",
 "Year 2000-2021"
 ]
}

 The dataset includes 4591 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042529-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22008/fk2/rtfm0k/x5oy6o
title: SICEv3.0_AlaskaYukon_500m_2023-05-30.nc

description: EDC SICE output: SICEv3.0_AlaskaYukon_500m_2023-05-30.nc, date: 2023-05-30
DOI: 10.15468/dl.yrs26y
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coralliozetus rosenblatti Stephens, 1963"
 ]
}

 The dataset includes 26 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000182-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.22008/fk2/rtfm0k/psgcpm
title: SICEv3.0_AlaskaYukon_500m_2023-05-31.nc

description: EDC SICE output: SICEv3.0_AlaskaYukon_500m_2023-05-31.nc, date: 2023-05-31