cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.rmt9x7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maylandia zebra",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035055-251025141854904/datasets/export for details.
DOI: 10.6084/m9.figshare.30384445
title: CarbaDetector: A Machine Learning Model for Detecting Carbapenemase-Producing Enterobacterales from Disk Diffusion Tests

description: Internal Dataset for training the model, external dataset A and B used for validation, including inhibition zone measurements, species and presence of carbapenemases and the prediction outcomes of EUCAST, CA-SFM algorithm as well as CarbaDetector
DOI: 10.6084/m9.figshare.30384445.v1
title: CarbaDetector: A Machine Learning Model for Detecting Carbapenemase-Producing Enterobacterales from Disk Diffusion Tests

description: Internal Dataset for training the model, external dataset A and B used for validation, including inhibition zone measurements, species and presence of carbapenemases and the prediction outcomes of EUCAST, CA-SFM algorithm as well as CarbaDetector
DOI: 10.15468/dl.jhvddj
title: Occurrence Download

description: A dataset containing 25130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Plantae",
 "BasisOfRecord is one of (Fossil)"
 ]
}

 The dataset includes 25130 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035056-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3nda3n
title: Occurrence Download

description: A dataset containing 193 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-110.2188 24.29913, -110.0688 24.29913, -110.0688 24.44913, -110.2188 24.44913, -110.2188 24.29913))"
 ]
}

 The dataset includes 193 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035057-251025141854904/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.30018049
title: A three-decade lake dataset on the Mongolian plateau tracking water area and quality dynamics (1990 – 2020)

description: The dataset is organized into two main directories. The first directory, "Data Value File", contains three subdirectories: "Lake maximum extents inventory SHP": This subdirectory stores the inventory data for the maximum water extents of lakes. "Annual Water body dynamic range SHP": This subdirectory contains the annual dynamic range data of lake water extents. "Annual water quality CSV": This subdirectory includes statistical data on lake areas and water quality from 1990 to 2020. The second directory, "Supplement", contains validation data for lake areas and water quality, as well as scripts for calculating water quality indicators, implemented on the GEE platform.
DOI: 10.6084/m9.figshare.30018049.v1
title: A three-decade lake dataset on the Mongolian plateau tracking water area and quality dynamics (1990 – 2020)

description: The dataset is organized into two main directories. The first directory, "Data Value File", contains three subdirectories: "Lake maximum extents inventory SHP": This subdirectory stores the inventory data for the maximum water extents of lakes. "Annual Water body dynamic range SHP": This subdirectory contains the annual dynamic range data of lake water extents. "Annual water quality CSV": This subdirectory includes statistical data on lake areas and water quality from 1990 to 2020. The second directory, "Supplement", contains validation data for lake areas and water quality, as well as scripts for calculating water quality indicators, implemented on the GEE platform.
DOI: 10.6084/m9.figshare.29648819
title: Balancing in-plane pores and interlayer channels of porous MXene nanosheet membranes for scalable hydrogen purification

description: The source data have been provided in a single Excel file. Source Data file conclude the raw data of bar charts, dot plots/scatter plots, line graphs, 3D stacked plots and tables from manuscript and SI
DOI: 10.6084/m9.figshare.29648819.v1
title: Balancing in-plane pores and interlayer channels of porous MXene nanosheet membranes for scalable hydrogen purification

description: The source data have been provided in a single Excel file. Source Data file conclude the raw data of bar charts, dot plots/scatter plots, line graphs, 3D stacked plots and tables from manuscript and SI
DOI: 10.6084/m9.figshare.28235681
title: CO2 emission and socioeconomic inventories of Guangdong-Hong Kong-Macao Greater Bay Area and surrounding cities 2000-2022

description: The dataset provided CO2 emission inventories of the Guangdong-Hong Kong-Macao Greater Bay Area (GBA) cities and their surrounding 12 Guangdong cities from 2000 to 2022. The inventories were compiled by 47 economic sectors, 17 types of fossil fuels, and four industrial processes.
DOI: 10.6084/m9.figshare.28235681.v1
title: CO2 emission and socioeconomic inventories of Guangdong-Hong Kong-Macao Greater Bay Area and surrounding cities 2000-2022

description: The dataset provided CO2 emission inventories of the Guangdong-Hong Kong-Macao Greater Bay Area (GBA) cities and their surrounding 12 Guangdong cities from 2000 to 2022. The inventories were compiled by 47 economic sectors, 17 types of fossil fuels, and four industrial processes.
DOI: 10.6084/m9.figshare.29849765
title: Hyperconnected amorphous oxide networks under compression

description: All data needed to evaluate the conclusion of the paper are included
DOI: 10.6084/m9.figshare.29849765.v1
title: Hyperconnected amorphous oxide networks under compression

description: All data needed to evaluate the conclusion of the paper are included
DOI: 10.15468/dl.a4yym6
title: Occurrence Download

description: A dataset containing 1035695 records in GBIF matching the query:
SELECT specieskey, COUNT(specieskey), continent
 FROM occurrence
 WHERE
 continent IS NOT NULL
 AND continent IS NOT NULL
 AND occurrencestatus = 'PRESENT'
 AND (
 basisofrecord = 'HUMAN_OBSERVATION'
 OR basisofrecord = 'MACHINE_OBSERVATION'
 OR basisofrecord = 'OCCURRENCE'
 OR basisofrecord = 'LIVING_SPECIMEN'
 OR basisofrecord = 'MATERIAL_SAMPLE'
 )
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE') AND datasetkey NOT IN ('ebd01d3e-5e9a-4e80-8ae2-1dfe9a032bf7', '6276fa08-f762-11e1-a439-00145eb45e9a', 'c8fb4ced-0374-46f7-8c03-5eb5a6b70640', '12464931-e8ea-4437-b6df-c280e063b107', 'b7ef1d60-b0a0-11dd-aa14-b8a03c50a862', '10fe7809-00b8-45ed-b743-963520ea7680', '5bc157a5-d52f-4be1-918b-c2950c5e742c', '00cbf1a4-5437-4902-84c8-17643eac3c8c', '0360c673-20fc-420a-845a-05d20f185dcf', '2ddded16-5565-45ee-8aa1-1b8118fa361f') 
 GROUP BY specieskey, continent

 The dataset's 1035695 records were derived from 41188 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035040-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18739/a2rr1pp44
title: DARTS: Multi-year database of AI detected retrogressive thaw slumps (RTS) and active layer detachment slides (ALD) in hotspots of the circum-arctic permafrost region - v1

description: This dataset, called DARTS, comprises footprints of retrogressive thaw slump (RTS) and active layer detachments slides (ALD) identified and quantified using an automated deep learning approach in RTS hotspots across the Arctic and Subarctic permafrost regions. We utilized multispectral PlanetScope imagery with a spatial resolution of 3 meters (m), complemented by ArcticDEM (Digital Elevation Models) and derived datasets, including slope, relative elevation, and Landsat-derived change trends.
 The dataset covers an area of 1.6 million square-kilometers (km²), with at least one coverage between 2021 and 2023, and provides annual coverage for approximately 900,000 km². In several highly active key sites, such as Banks Island, Peel Plateau, and Novaya Zemlya, we extended the data frequency and temporal coverage to 2018-2023. We mapped a total of more than 43,000 individual RTS and ALD, many of them multiple times. We offer two levels of datasets; Level 1: RTS footprints per image with timestamps; and Level 2: annually aggregated RTS footprints. Essential metadata includes image footprints, dataset coverage, timestamps, and model-specific information.
 To enhance reproducibility and further use, the training labels, processing code, and model checkpoints are publicly available. This version, v1, is the first openly accessible release. The dataset will be maintained and continuously updated in both spatial and temporal extent. It can be used for mapping and quantifying RTS, analyzing spatio-temporal patterns of RTS dynamics, or serving as input for landscape dynamics models.
DOI: 10.15468/dl.5m8ruz
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Crax globulosa Spix, 1825"
 ]
}

 The dataset includes 102 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016297-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7kvde9
title: Occurrence Download

description: A dataset containing 1121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Euphorbia seguieriana Neck.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1121 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012077-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kx4x4d
title: Occurrence Download

description: A dataset containing 1078 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zephyranthes carinata Herb."
 ]
}

 The dataset includes 1078 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012075-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5merpj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Talismania antillarum (Goode & Bean, 1896)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((47.7498 -11.7869,47.7727 -11.4035,47.4196 -11.0667,47.0031 -11.1387,46.8237 -11.3675,46.8362 -11.7955,47.1096 -12.0382,47.5164 -12.0227,47.7498 -11.7869))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012078-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.28102916
title: Redfield revisited: insights into freshwater seston C:N:P stoichiometry

description: Seston carbon (C), nitrogen (N), and phosphorus (P) stoichiometry plays a fundamental role in aquatic ecosystems, influencing nutrient cycling, primary and secondary production, and trophic interactions. In freshwater systems such as lakes, P limitation is more common, whereas in marine environments, N more frequently limits primary production, reflecting different nutrient limitation patterns across aquatic ecosystems. The Redfield ratio (C<sub>106</sub>:N<sub>16</sub>:P<sub>1</sub> molar), developed from marine seston, has long been considered a benchmark for nutrient composition and a predictor of nutrient limitation across aquatic ecosystems. A later global freshwater and marine seston survey proposed the Sterner ratio (C<sub>166</sub>:N<sub>20</sub>:P<sub>1</sub> molar) as a broader global seston average. We present the results of a fully replicated, multi-annual freshwater mesocosm experiment testing the effect of variable resource N:P stoichiometry on seston stoichiometry. We found that the seston C:N:P ratio aligned with the Redfield ratio under N-limited conditions, while P-limited conditions aligned with the Sterner global survey of freshwater ecosystems. Ternary plots offered visual insight into stoichiometric shifts, showing a trend toward P depletion relative to C and N as N:P supply increases. The average seston C:N:P ratio observed from our experimental data was C<sub>141</sub>:N<sub>22</sub>:P<sub>1</sub> (molar) and variation in seston C:N:P was small compared to the resource ratio gradient. Our mesocosm experiment showed that the Redfield ratio provides a useful description of seston stoichiometry in N-limited freshwater ecosystems. These findings advance the understanding of bottom-up controls on seston C:N:P stoichiometry and highlight the need to refine ecological theories regarding the application of the Redfield ratio in freshwater ecosystems.
DOI: 10.6084/m9.figshare.28102916.v1
title: Redfield revisited: insights into freshwater seston C:N:P stoichiometry

description: Seston carbon (C), nitrogen (N), and phosphorus (P) stoichiometry plays a fundamental role in aquatic ecosystems, influencing nutrient cycling, primary and secondary production, and trophic interactions. In freshwater systems such as lakes, P limitation is more common, whereas in marine environments, N more frequently limits primary production, reflecting different nutrient limitation patterns across aquatic ecosystems. The Redfield ratio (C<sub>106</sub>:N<sub>16</sub>:P<sub>1</sub> molar), developed from marine seston, has long been considered a benchmark for nutrient composition and a predictor of nutrient limitation across aquatic ecosystems. A later global freshwater and marine seston survey proposed the Sterner ratio (C<sub>166</sub>:N<sub>20</sub>:P<sub>1</sub> molar) as a broader global seston average. We present the results of a fully replicated, multi-annual freshwater mesocosm experiment testing the effect of variable resource N:P stoichiometry on seston stoichiometry. We found that the seston C:N:P ratio aligned with the Redfield ratio under N-limited conditions, while P-limited conditions aligned with the Sterner global survey of freshwater ecosystems. Ternary plots offered visual insight into stoichiometric shifts, showing a trend toward P depletion relative to C and N as N:P supply increases. The average seston C:N:P ratio observed from our experimental data was C<sub>141</sub>:N<sub>22</sub>:P<sub>1</sub> (molar) and variation in seston C:N:P was small compared to the resource ratio gradient. Our mesocosm experiment showed that the Redfield ratio provides a useful description of seston stoichiometry in N-limited freshwater ecosystems. These findings advance the understanding of bottom-up controls on seston C:N:P stoichiometry and highlight the need to refine ecological theories regarding the application of the Redfield ratio in freshwater ecosystems.
DOI: 10.15468/dl.aadwek
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Peru",
 "OccurrenceStatus is Present",
 "TaxonKey is Lycalopex culpaeus (Molina, 1782)"
 ]
}

 The dataset includes 69 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012079-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aesqk2
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Euphorbia serrula Engelm.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 177 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012080-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jrgtuy
title: Occurrence Download

description: A dataset containing 4441 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "TaxonKey is Sturnira Gray, 1842"
 ]
}

 The dataset includes 4441 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012081-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zyncgb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Talismania antillarum (Goode & Bean, 1896)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((45.6579 11.3446,44.9648 11.0757,44.9648 10.8496,51.6539 10.8496,51.6211 10.9131,51.7357 12.0497,51.4872 12.2937,50.7681 12.4846,50.3292 12.3424,50.0295 12.0332,49.0651 11.773,47.2785 11.6543,46.4751 11.2145,45.6579 11.3446))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012083-250525065834625/datasets/export for details.
DOI: 10.15468/dl.gvzkf7
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalus morulus Klauber, 1952"
 ]
}

 The dataset includes 158 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012085-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jez25
title: Occurrence Download

description: A dataset containing 1526 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Euphrasia minima Jacq. ex DC.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1526 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012086-250525065834625/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.29205704
title: Developing Women Leaders.xlsx

description: This is the anonymized raw dataset of the Developing Women Leaders research.
DOI: 10.15468/dl.kfye5w
title: Occurrence Download

description: A dataset containing 3579 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hedychium J.Koenig"
 ]
}

 The dataset includes 3579 records from 259 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012084-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.482crq
title: Occurrence Download

description: A dataset containing 41797 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pontederia crassipes Mart."
 ]
}

 The dataset includes 41797 records from 716 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012082-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.syekag
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Talismania antillarum (Goode & Bean, 1896)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((51.9067 10.3601,51.6539 10.8496,44.9648 10.8496,44.9648 1.8496,45.9851 1.8496,46.3652 2.0796,48.3314 4.1285,49.4027 5.7662,49.6642 6.5145,51.2543 9.1551,51.377 9.8685,51.7452 10.0272,51.9067 10.3601))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012087-250525065834625/datasets/export for details.
DOI: 10.15468/dl.srs4ej
title: Occurrence Download

description: A dataset containing 459 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Euphrasia pectinata Ten.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 459 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012088-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6rxw5w
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ovachlamys fulgens (Gude, 1900)"
 ]
}

 The dataset includes 154 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012089-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.