cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.9nchjc
title: Occurrence Download

description: A dataset containing 1104588 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Arecaceae"
 ]
}

 The dataset includes 1104588 records from 1919 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0073962-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rj2tkz
title: Occurrence Download

description: A dataset containing 43021 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-73.78867 5.43658,-73.7023 5.43658,-73.7023 5.53847,-73.78867 5.53847,-73.78867 5.43658))",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata"
 ]
}

 The dataset includes 43021 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010889-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14990115
title: Index data for "Lomax et al. (2025), The relative productivity index: Mapping human impacts on rangeland vegetation productivity with quantile regression forests. Ecological Indicators 171 (113208)".

description: This record contains the final processed data for the four rangeland condition indices assessed in the following paper:



Lomax, Guy A., Thomas W.R. Powell, Timothy M. Lenton, and Andrew M. Cunliffe. ‘The Relative Productivity Index: Mapping Human Impacts on Rangeland Vegetation Productivity with Quantile Regression Forests’. Ecological Indicators 171 (February 2025): 113208. https://doi.org/10.1016/j.ecolind.2025.113208.

 

Description of the data records

 





rue_all.tif - a raster file with 19 layers containing annual rain use efficiency values (annual GPP divided by annual precipitation) for each pixel in the study area.

restrend_resids.tif - a raster file with 25 layers. Layers 1-6 contain the parameters of the pixel-wise linear regression relating annual GPP to annual precipitation and temperature; layers 7-25 contain the annual GPP residuals calculated from this relationship according to the RESTREND method:



yint, ppt_slope, t_slope - the intercept, GPP-precipitation slope and GPP-temperature slope of the pixel-wise linear regression model.

rsq - the overall R-squared of the pixel-wise linear regression model.

ppt_p_value and t_p_value - the pixel-wise p-values of the  containing the annual residuals from a pixelwise linear precipitation-GPP relationship as calculated using the RESTREND method.

resid_20XX - the annual GPP residuals from the GPP-precipitation-temperature linear relationship.



rpi.zip - an archive containing 19 annual raster files. Each raster represents a year in the dataset and contains four layers:



GPP - the observed total gross primary productivity.

quantile_pred - the predicted potential GPP given the biophysical conditions experienced by each pixel in that year (i.e., the 90th percentile prediction of the quantile regression forest model).

mean_pred - the predicted mean GPP given the biophysical conditions experienced by each pixel in that year.

rpi - the estimated relative productivity index for each pixel in that year, calculated as the observed GPP divided by the predicted potential GPP.



rpi_mean.tif - a raster file with a single layer giving the mean RPI per pixel across the study period.

lgs.zip - an archive containing three raster files. Each raster file represents the results of the LGS analysis with a different value of k (the number of clusters) and contains four layers:



cluster - the assigned cluster of each pixel.

GPP - the mean annual GPP of each pixel over the study period.

mean - the mean annual GPP of all pixels in the assigned cluster

potential - the estimated potential annual GPP of pixels in the assigned cluster, given by the 90th percentile of observed mean annual GPP values.

lgs_ratio - the estimated LGS ratio, calculated as the observed mean annual GPP divided by the estimated potential annual GPP.
DOI: 10.5281/zenodo.14990116
title: Index data for "Lomax et al. (2025), The relative productivity index: Mapping human impacts on rangeland vegetation productivity with quantile regression forests. Ecological Indicators 171 (113208)".

description: This record contains the final processed data for the four rangeland condition indices assessed in the following paper:



Lomax, Guy A., Thomas W.R. Powell, Timothy M. Lenton, and Andrew M. Cunliffe. ‘The Relative Productivity Index: Mapping Human Impacts on Rangeland Vegetation Productivity with Quantile Regression Forests’. Ecological Indicators 171 (February 2025): 113208. https://doi.org/10.1016/j.ecolind.2025.113208.

 

Description of the data records

 





rue_all.tif - a raster file with 19 layers containing annual rain use efficiency values (annual GPP divided by annual precipitation) for each pixel in the study area.

restrend_resids.tif - a raster file with 25 layers. Layers 1-6 contain the parameters of the pixel-wise linear regression relating annual GPP to annual precipitation and temperature; layers 7-25 contain the annual GPP residuals calculated from this relationship according to the RESTREND method:



yint, ppt_slope, t_slope - the intercept, GPP-precipitation slope and GPP-temperature slope of the pixel-wise linear regression model.

rsq - the overall R-squared of the pixel-wise linear regression model.

ppt_p_value and t_p_value - the pixel-wise p-values of the  containing the annual residuals from a pixelwise linear precipitation-GPP relationship as calculated using the RESTREND method.

resid_20XX - the annual GPP residuals from the GPP-precipitation-temperature linear relationship.



rpi.zip - an archive containing 19 annual raster files. Each raster represents a year in the dataset and contains four layers:



GPP - the observed total gross primary productivity.

quantile_pred - the predicted potential GPP given the biophysical conditions experienced by each pixel in that year (i.e., the 90th percentile prediction of the quantile regression forest model).

mean_pred - the predicted mean GPP given the biophysical conditions experienced by each pixel in that year.

rpi - the estimated relative productivity index for each pixel in that year, calculated as the observed GPP divided by the predicted potential GPP.



rpi_mean.tif - a raster file with a single layer giving the mean RPI per pixel across the study period.

lgs.zip - an archive containing three raster files. Each raster file represents the results of the LGS analysis with a different value of k (the number of clusters) and contains four layers:



cluster - the assigned cluster of each pixel.

GPP - the mean annual GPP of each pixel over the study period.

mean - the mean annual GPP of all pixels in the assigned cluster

potential - the estimated potential annual GPP of pixels in the assigned cluster, given by the 90th percentile of observed mean annual GPP values.

lgs_ratio - the estimated LGS ratio, calculated as the observed mean annual GPP divided by the estimated potential annual GPP.
DOI: 10.15468/dl.x2ew3x
title: Occurrence Download

description: A dataset containing 463313 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Capsella bursa-pastoris (L.) Medik."
 ]
}

 The dataset includes 463313 records from 1920 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0425090-210914110416597/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.28545141
title: Additional file 1 of Integrative taxonomy in helminth analysis: protocols and limitations in the twenty-first century

description: Additional file 1.
DOI: 10.6084/m9.figshare.28545141.v1
title: Additional file 1 of Integrative taxonomy in helminth analysis: protocols and limitations in the twenty-first century

description: Additional file 1.
DOI: 10.6084/m9.figshare.28545142
title: Additional file 2 of Experience sampling method studies in physical activity research: the relevance of causal reasoning

description: Supplementary Material 2.
DOI: 10.6084/m9.figshare.28545142.v1
title: Additional file 2 of Experience sampling method studies in physical activity research: the relevance of causal reasoning

description: Supplementary Material 2.
DOI: 10.6084/m9.figshare.28545148
title: Additional file 4 of Experience sampling method studies in physical activity research: the relevance of causal reasoning

description: Supplementary Material 4.
DOI: 10.6084/m9.figshare.28545148.v1
title: Additional file 4 of Experience sampling method studies in physical activity research: the relevance of causal reasoning

description: Supplementary Material 4.
DOI: 10.15468/dl.kn2bp8
title: Occurrence Download

description: A dataset containing 43175 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galeocerdo cuvier (Péron & Lesueur, 1822)"
 ]
}

 The dataset includes 43175 records from 213 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006663-250227182400228/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.28545156
title: Additional file 2 of Head and neck tumor organoid biobank for modelling individual responses to radiation therapy according to the TP53/HPV status

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.28545156.v1
title: Additional file 2 of Head and neck tumor organoid biobank for modelling individual responses to radiation therapy according to the TP53/HPV status

description: Supplementary Material 2
DOI: 10.6084/m9.figshare.28545183
title: Additional file 2 of tRF-5028c disrupts trophoblast function in recurrent spontaneous abortion by inhibiting CRKL-mediated Rap1 signaling pathway

description: Supplementary Material 2: Table S3. Prediction of target genes of 10 tsRNA candidates based on miRanda and TargetScan.
DOI: 10.6084/m9.figshare.28545183.v1
title: Additional file 2 of tRF-5028c disrupts trophoblast function in recurrent spontaneous abortion by inhibiting CRKL-mediated Rap1 signaling pathway

description: Supplementary Material 2: Table S3. Prediction of target genes of 10 tsRNA candidates based on miRanda and TargetScan.
DOI: 10.6084/m9.figshare.28545192
title: Additional file 1 of Generalizable deep learning framework for 3D medical image segmentation using limited training data

description: Supplementary Material 1.
DOI: 10.6084/m9.figshare.28545192.v1
title: Additional file 1 of Generalizable deep learning framework for 3D medical image segmentation using limited training data

description: Supplementary Material 1.
DOI: 10.5281/zenodo.14977802
title: THE EFFECT OF CHITOSAN AND WHEY POWDER ON BROILER JOINTS.
DOI: 10.5281/zenodo.14977803
title: THE EFFECT OF CHITOSAN AND WHEY POWDER ON BROILER JOINTS.
DOI: 10.15468/dl.hwxk5b
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pinguicula ehlersiae Speta & F.Fuchs"
 ]
}

 The dataset includes 61 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006686-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.azbdgw
title: Occurrence Download

description: A dataset containing 56791 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Chromolaena odorata (L.) R.M.King & H.Rob."
 ]
}

 The dataset includes 56791 records from 549 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006685-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rcrjx
title: Occurrence Download

description: A dataset containing 4891 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Brassica oleracea var. capitata L."
 ]
}

 The dataset includes 4891 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006665-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sj7mxx
title: Occurrence Download

description: A dataset containing 2535743771 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2000-2025"
 ]
}

 The dataset includes 2535743771 records from 49510 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006519-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6wyjs
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Specimen)"
 ]
 }
 },
 "TaxonKey is Saiga tatarica (Linnaeus, 1766)"
 ]
}

 The dataset includes 115 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000433-250225085111116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18150/oanh7u
title: A note on natural gas price transmission from TTF to other European hubs. Replication codes.

description: This dataset contains both time series as well as R scripts that allows to replicate the results described in the article "A note on natural gas price transmission from TTF to other European hubs" published in Econometric Research in Finance. They allow to estimate both ADL and GARCH models from the article. The detailed instruction on how to use the attached codes is presented in the `readme.txt` file.
DOI: 10.5281/zenodo.14923729
title: Supplementary_material_appendix_1

description: Dataset from Scopus
DOI: 10.5281/zenodo.14923730
title: Supplementary_material_appendix_1

description: Dataset from Scopus
DOI: 10.15468/dl.vqm3jg
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coffea myrtifolia (A.Rich. ex DC.) J.-F.Leroy"
 ]
}

 The dataset includes 87 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000431-250225085111116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.68tts8
title: Occurrence Download

description: A dataset containing 2535 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Symphyotrichum ciliatum (Ledeb.) G.L.Nesom"
 ]
}

 The dataset includes 2535 records from 157 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000436-250225085111116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.szg989
title: Occurrence Download

description: A dataset containing 616 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eleutherococcus senticosus (Rupr. & Maxim.) Maxim."
 ]
}

 The dataset includes 616 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000435-250225085111116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cp3ucx
title: Occurrence Download

description: A dataset containing 167 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chamaelirium chinense (K.Krause) N.Tanaka"
 ]
}

 The dataset includes 167 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000437-250225085111116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14884351
title: OpenFE 2024 Industry Benchmarking Project, Results from AbbVie Private Dataset B

description: E.g.: OpenFE 2024 Industry Benchmarking Project, Results from private set AbbVie B. OpenFE version v1.0.1. Simulation details can be found in the GitHub repository https://github.com/OpenFreeEnergy/IndustryBenchmarks2024
DOI: 10.5281/zenodo.14884352
title: OpenFE 2024 Industry Benchmarking Project, Results from AbbVie Private Dataset B

description: E.g.: OpenFE 2024 Industry Benchmarking Project, Results from private set AbbVie B. OpenFE version v1.0.1. Simulation details can be found in the GitHub repository https://github.com/OpenFreeEnergy/IndustryBenchmarks2024
DOI: 10.15468/dl.yf7h7n
title: Occurrence Download

description: A dataset containing 35128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is Netherlands",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vulpes vulpes (Linnaeus, 1758)",
 "Year 2019-2025"
 ]
}

 The dataset includes 35128 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000434-250225085111116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txgyq2
title: Occurrence Download

description: A dataset containing 496492 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Sciurus carolinensis Gmelin, 1788"
 ]
}

 The dataset includes 496492 records from 291 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000420-250225085111116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14924207
title: How I deal with my ptsd
DOI: 10.5281/zenodo.14924208
title: How I deal with my ptsd
DOI: 10.5281/zenodo.14871839
title: A Large-Scale Study of Model Integration in ML-Enabled Software Systems - Replication Package
DOI: 10.5281/zenodo.14169776
title: A Large-Scale Study of Model Integration in ML-Enabled Software Systems - Replication Package
DOI: 10.5281/zenodo.14169777
title: A Large-Scale Study of Model Integration in ML-Enabled Software Systems - Replication Package
DOI: 10.5281/zenodo.14892716
title: A Large-Scale Study of Model Integration in ML-Enabled Software Systems - Replication Package
DOI: 10.5281/zenodo.14924197
title: A Large-Scale Study of Model Integration in ML-Enabled Software Systems - Replication Package
DOI: 10.15468/dl.3cczta
title: Occurrence Download

description: A dataset containing 114332 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tripolium pannonicum (Jacq.) Dobrocz."
 ]
}

 The dataset includes 114332 records from 606 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000438-250225085111116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4228/zalf-t9zr-f4c
title: Soil profile 'BDF_17'

description: null
DOI: 10.15468/dl.n36tgr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((4.67428 50.74455,5.13692 50.74455,5.13692 50.99613,4.67428 50.99613,4.67428 50.74455))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Galeopsis ladanum L.",
 "Year 1000-2005"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000439-250225085111116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kf2bc7
title: Occurrence Download

description: A dataset containing 11360 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Origanum vulgare L."
 ]
}

 The dataset includes 11360 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000442-250225085111116/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14924098
title: Dataset related to the carbon sink of boreal intact forests

description: This dataset is related to the carbon sink of boreal intact forests. It includes data on net ecosystem productivity (NEP), net primary productivity (NPP), soil heterotrophic respiration, and forest age classes of boreal intact forests, sourced from various origins and spanning the period from 2001 to 2015.
DOI: 10.5281/zenodo.14924099
title: Dataset related to the carbon sink of boreal intact forests

description: This dataset is related to the carbon sink of boreal intact forests. It includes data on net ecosystem productivity (NEP), net primary productivity (NPP), soil heterotrophic respiration, and forest age classes of boreal intact forests, sourced from various origins and spanning the period from 2001 to 2015.
DOI: 10.5281/zenodo.13906215
title: Failure analysis of mortar specimens with a hexagonal honeycomb panel during fatigue load

description: This is dataset to paper: Failure analysis of mortar specimens with a hexagonal honeycomb panel during fatigue load
DOI: 10.5281/zenodo.13906216
title: Failure analysis of mortar specimens with a hexagonal honeycomb panel during fatigue load

description: This is dataset to paper: Failure analysis of mortar specimens with a hexagonal honeycomb panel during fatigue load
DOI: 10.5281/zenodo.14917068
title: Research Protocol for Proact

description: This document contains the protocol of the ProACT research and acts as a supplement for a variety of articles on this topic.
DOI: 10.5281/zenodo.14917069
title: Research Protocol for Proact

description: This document contains the protocol of the ProACT research and acts as a supplement for a variety of articles on this topic.
DOI: 10.15468/dl.tjpy7r
title: Occurrence Download

description: A dataset containing 92298 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-3.7606 40.47682,-3.74518 40.48629,-3.73866 40.50216,-3.72972 40.52436,-3.71481 40.53081,-3.70478 40.53706,-3.70919 40.55138,-3.71119 40.57011,-3.70986 40.5853,-3.71709 40.59464,-3.73092 40.59104,-3.74475 40.59284,-3.76174 40.59794,-3.77833 40.60304,-3.79493 40.60184,-3.80402 40.60604,-3.81136 40.59182,-3.86607 40.56131,-3.86574 40.53345,-3.80612 40.46808,-3.7606 40.47682))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 92298 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000444-250225085111116/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.27191334
title: ORFs and protein sequences of 5,514 MAGs

description: ORFs and protein sequences of 5,514 MAGs.
DOI: 10.6084/m9.figshare.27191334.v1
title: ORFs and protein sequences of 5,514 MAGs

description: ORFs and protein sequences of 5,514 MAGs.