cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.xyhkx3
title: Occurrence Download

description: A dataset containing 17029 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Codonopsis, Codonopsis pilosula modesta)"
 ]
}

 The dataset includes 17029 records from 261 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017686-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5d53y
title: Occurrence Download

description: A dataset containing 420 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paspalum pectinatum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 420 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017688-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17745654
title: TRAX GPP: Global 0.05° Monthly GPP Dataset (2001–2024) Derived from a Hybrid LSTM Framework

description: 1. Overview

Gross primary production (GPP) represents the total amount of carbon fixed through photosynthesis and is a fundamental variable for understanding terrestrial carbon and energy cycles. Persistent discrepancies among existing global GPP products—particularly in their seasonal dynamics, interannual variability, and long-term trends—highlight the need for datasets with improved temporal robustness and spatial detail. To address this gap, we developed TRAX GPP, a global GPP dataset with 0.05° spatial resolution and monthly coverage from 2001 to 2024.

The dataset is derived using a hybrid LSTM-based modelling framework that incorporates Robust Seasonal–Trend decomposition (RSTL), an interannual-difference–enhanced loss function, and continuous XCO2 fields to better represent CO₂ fertilization effects. These components jointly improve the model’s ability to reproduce seasonal patterns, capture long-term trends, and ensure temporal consistency.

Evaluation against eddy-covariance flux tower measurements demonstrates that TRAX GPP achieves strong agreement with observed GPP and provides more reliable seasonal and interannual variations than standard LSTM baselines and several existing GPP products. As a result, TRAX GPP reduces known biases in global totals and trend behaviors.

2. Authors

Shaoyang Chen, Xinjie Liu, Qizhi Han, Yanhong Wu, Liangyun Liu

3. NetCDF Format

The dataset is provided at a 0.05° spatial resolution, corresponding to a global grid of 3600 rows × 7200 columns in latitude–longitude coordinates. The dataset covers the period from July 2001 to December 2024, with monthly temporal resolution.

Each NetCDF file contains a single GPP variable representing monthly gross primary production. Missing or invalid pixels are assigned a fill value of –9999. A scale factor of 0.01 is applied to the stored integer values, and users should multiply by this factor to obtain GPP in units of g C m⁻² d⁻¹.

The dataset follows a standard NetCDF structure, including spatial coordinates (lat, lon), a time dimension, and variable attributes documenting units, fill values, and scaling conventions.
DOI: 10.5281/zenodo.18632859
title: TRAX GPP: Global 0.05° Monthly GPP Dataset (2001–2024) Derived from a Hybrid LSTM Framework

description: 1. Overview

Gross primary production (GPP) represents the total amount of carbon fixed through photosynthesis and is a fundamental variable for understanding terrestrial carbon and energy cycles. Persistent discrepancies among existing global GPP products—particularly in their seasonal dynamics, interannual variability, and long-term trends—highlight the need for datasets with improved temporal robustness and spatial detail. To address this gap, we developed TRAX GPP, a global GPP dataset with 0.05° spatial resolution and monthly coverage from 2001 to 2024.

The dataset is derived using a hybrid LSTM-based modelling framework that incorporates Robust Seasonal–Trend decomposition (RSTL), an interannual-difference–enhanced loss function, and continuous XCO2 fields to better represent CO₂ fertilization effects. These components jointly improve the model’s ability to reproduce seasonal patterns, capture long-term trends, and ensure temporal consistency.

Evaluation against eddy-covariance flux tower measurements demonstrates that TRAX GPP achieves strong agreement with observed GPP and provides more reliable seasonal and interannual variations than standard LSTM baselines and several existing GPP products. As a result, TRAX GPP reduces known biases in global totals and trend behaviors.

2. Authors

Shaoyang Chen, Xinjie Liu, Qizhi Han, Yanhong Wu, Liangyun Liu

3. NetCDF Format

The dataset is provided at a 0.05° spatial resolution, corresponding to a global grid of 3600 rows × 7200 columns in latitude–longitude coordinates. The dataset covers the period from July 2001 to December 2024, with monthly temporal resolution.

Each NetCDF file contains a single GPP variable representing monthly gross primary production. Missing or invalid pixels are assigned a fill value of –9999. A scale factor of 0.01 is applied to the stored integer values, and users should multiply by this factor to obtain GPP in units of g C m⁻² d⁻¹.

The dataset follows a standard NetCDF structure, including spatial coordinates (lat, lon), a time dimension, and variable attributes documenting units, fill values, and scaling conventions.
DOI: 10.15468/dl.apgru2
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mimosa echinocaula",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 51 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017689-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5uqk9
title: Occurrence Download

description: A dataset containing 89936 species occurrences available in GBIF matching the query:
{
 "and" : [
 "KingdomKey is Plantae",
 "Country is Belize",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Human Observation, Machine Observation)"
 ]
}

 The dataset includes 89936 records from 179 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017673-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e38ha5
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Physocalyx major",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 165 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017690-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxcb5h
title: Occurrence Download

description: A dataset containing 2752 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mimosa somnians",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2752 records from 166 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017691-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t45p4e
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pilosocereus aurisetus",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 158 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017692-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmhs2w
title: Occurrence Download

description: A dataset containing 1473 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pleroma stenocarpum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1473 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017693-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyv57t
title: Occurrence Download

description: A dataset containing 721 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pleroma candolleanum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 721 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017694-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14837228
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18301740
title: Supplementary material: NMR data of Quercetagetin-3'-methyl ether-7-O-(6''-O-caffeoyl)-β-D-glucoside isolated from Matricaria chamomilla flowers

description: NMR data (1H, 13C, HSQC, HMBC, COSY, NOESY) of Quercetagetin-3’-methyl ether-7-O-(6’’-O-caffeoyl)-β-D-glucoside from Matricaria chamomilla flowers
DOI: 10.5281/zenodo.18301741
title: Supplementary material: NMR data of Quercetagetin-3'-methyl ether-7-O-(6''-O-caffeoyl)-β-D-glucoside isolated from Matricaria chamomilla flowers

description: NMR data (1H, 13C, HSQC, HMBC, COSY, NOESY) of Quercetagetin-3’-methyl ether-7-O-(6’’-O-caffeoyl)-β-D-glucoside from Matricaria chamomilla flowers
DOI: 10.15468/dl.rbst9d
title: Occurrence Download

description: A dataset containing 4964 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alternanthera brasiliana",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 4964 records from 259 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017695-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.67gnuf
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citrullus lanatus",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048023-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epjpu6
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gambusia vittata)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 137 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048025-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epcff9
title: Occurrence Download

description: A dataset containing 320 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bathypterois dubius"
 ]
}

 The dataset includes 320 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048026-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwkftn
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passiflora foetida",
 "Country is Myanmar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048027-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktcesf
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citrullus lanatus",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 149 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048028-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99rum5
title: Occurrence Download

description: A dataset containing 558858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Fulica atra)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 558858 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047995-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9au4u7
title: Occurrence Download

description: A dataset containing 808 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bathyraja brachyurops"
 ]
}

 The dataset includes 808 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048030-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4gd6fw
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Melanorivulus imperatrizensis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048029-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p724wr
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passiflora foetida",
 "Country is Nauru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048031-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2nxfx
title: Occurrence Download

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

 The dataset includes 19 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048032-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qduhk8
title: Occurrence Download

description: A dataset containing 395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Uganda, Congo, Democratic Republic of the, Kenya, Rwanda, Tanzania, United Republic of)",
 "TaxonKey is Myonycteris angolensis",
 "Year 1990-2020"
 ]
}

 The dataset includes 395 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048033-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmyys7
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passiflora foetida",
 "Country is Nigeria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 50 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048034-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5m7h6a
title: Occurrence Download

description: A dataset containing 747 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bathysaurus ferox"
 ]
}

 The dataset includes 747 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048035-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76yvt3
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-119.68178 49.0335,-119.5806 49.06038,-119.59159 49.13824,-119.72239 49.13184,-119.68178 49.0335))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Speyeria atlantis"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048036-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxdw9z
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Stenogobius kenyae)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048037-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnpw3s
title: Occurrence Download

description: A dataset listing the 5 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ateles geoffroyi vellerosus"
 ]
}

 The dataset's 5 records were derived from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048018-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6bekwf
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citrullus lanatus",
 "Country is Ecuador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 82 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048039-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mztm79
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passiflora foetida",
 "Country is Niue",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048040-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfb2tn
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passiflora foetida",
 "Country is Palau",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048042-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xs7h9f
title: Occurrence Download

description: A dataset containing 17493 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Belone belone"
 ]
}

 The dataset includes 17493 records from 181 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048041-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzajyg
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Citrullus lanatus",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048043-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f4kr4r
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nannocharax elongatus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048044-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.