cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fa9thf
title: Occurrence Download

description: A dataset containing 1740087 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Southern African Bird Atlas Project 2",
 "GadmGid is ZAF.9_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Coordinate rounded, Geodetic datum invalid, Geodetic datum assumed WGS84, Coordinate reprojected, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate accuracy invalid, Coordinate precision invalid, Coordinate uncertainty meters invalid, Coordinate precision/uncertainty mismatch, Footprint SRS invalid, Footprint WKT mismatch, Footprint WKT invalid, Country mismatch, Country invalid, Country derived from coordinates, Continent coordinate mismatch, Continent country mismatch, Continent invalid, Continent derived from country, Continent derived from coordinates, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Recorded date mismatch, Recorded date invalid, Recorded date unlikely, Taxon match fuzzy, Taxon match aggregate, The scientific name ID was not used in backbone matching, The taxon concept ID was not used in backbone matching, The taxon ID was not used in backbone matching, The scientific name ID was not found in the checklist, The taxon concept ID was not found in the checklist, The taxon ID was not found in the checklist, The scientific name differs on the record from that found in the checklist, Taxon match none, The backbone match found using the taxon IDs differs from what would be found if using the scientific names, Depth not metric, Depth unlikely, Depth min max swapped, Depth non numeric, Elevation unlikely, Elevation min max swapped, Elevation not metric, Elevation non numeric, Modified date invalid, Modified date unlikely, Identified date unlikely, Identified date invalid, Basis of record invalid, Type status invalid, Multimedia date invalid, Multimedia URI invalid, References URI invalid, Error during interpretation, Individual count invalid, Individual count conflicts with occurrence status, Occurrence status unparsable, Occurrence status inferred from individual count, Occurrence status inferred from basis of record, Georeferenced date unlikely, Georeferenced date invalid, Ambiguous institution, Ambiguous collection, Institution match none, Collection match none, Institution match fuzzy, Collection match fuzzy, Institution collection mismatch, Possibly on loan, Different owner institution)",
 "OccurrenceStatus is Present",
 "Year 2015-2023"
 ]
}

 The dataset includes 1740087 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031129-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11221153
title: Benchmarking datasets used in the manuscript "Strain-level metagenomic profiling using pangenome graphs with PanTax"
DOI: 10.5281/zenodo.16885808
title: Benchmarking datasets used in the manuscript "Strain-level metagenomic profiling using pangenome graphs with PanTax"
DOI: 10.15468/dl.9vy3vf
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Mixcoatlus barbouri"
 ]
}

 The dataset includes 38 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031147-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16924477
title: Near-surface Air Temperature (Daily average) Dataset of China (2011-2020)

description: This dataset is a daily near-surface air temperature dataset (daily average) generated based on ensemble learning algorithms and multi-source remote sensing data, with a spatial resolution of 1 km. The data unit is 0.01 K, and the data format is TIFF. The accuracy under different land cover types ranges from RMSE = 1.186 K to 1.503 K.
DOI: 10.5281/zenodo.16924478
title: Near-surface Air Temperature (Daily average) Dataset of China (2011-2020)

description: This dataset is a daily near-surface air temperature dataset (daily average) generated based on ensemble learning algorithms and multi-source remote sensing data, with a spatial resolution of 1 km. The data unit is 0.01 K, and the data format is TIFF. The accuracy under different land cover types ranges from RMSE = 1.186 K to 1.503 K.
DOI: 10.15468/dl.ghzbza
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mytilopsis sallei",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031148-250811113504898/datasets/export for details.
DOI: 10.15468/dl.mf2muh
title: Occurrence Download

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

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031149-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.skx7su
title: Occurrence Download

description: A dataset containing 40518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Melampyrum nemorosum"
 ]
}

 The dataset includes 40518 records from 244 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031146-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.6855692
title: Test

description: 562
DOI: 10.15468/dl.f435hq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mytilopsis sallei",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031150-250811113504898/datasets/export for details.
DOI: 10.6092/unibo/amsacta/8446
title: ECLIPSE. WP5 Task3. Comparing molecular methods for identification of Leishmania infantum in blood samples. V1

description: The following file contains data about clinical samples of peripheral blood collected from patient from the Metropolitan area of Bologna and standard samples of Leishmania infantum genomic DNA (reference strain JPCM5) tested by three different molecular-diagnostic methodologies real-time PCR based for the diagnosis of visceral leishmaniasis. Data contained in this dataset are both quantitative and qualitative and are contained in a database arranged into three single sheets: one “Clinical_Samples_Dataset” contains qualitative and quantititative data of the study obtained by the analysis of clinical samples, a second “Calibration_experiments_Dataset” that contains data about molecular diagnostic method calibration and raw analysis data of standard samples of Leishmania infantum genomic DNA and the third, “Dataset_column_description” that cointains explanation about the data contained in the other two sheets “Clinical_Samples_Dataset” and “Calibration_experiments_Dataset”. The data were generated in the framework of the Horizon Europe project ECLIPSE.
DOI: 10.34740/kaggle/dsv/12834002
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.ggrnn2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mytilopsis sallei",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031151-250811113504898/datasets/export for details.
DOI: 10.15468/dl.df76xt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mytilopsis sallei",
 "Country is Gabon",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031152-250811113504898/datasets/export for details.
DOI: 10.15468/dl.nvzddz
title: Occurrence Download

description: A dataset containing 253 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Pukkellaks i Norge 2017"
 ]
}

 The dataset includes 253 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031153-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16925116
title: Global Motion Graphics Market 2025 To 2034

description: Motion Graphics Market Size, Trends and Insights By Application (Advertising & Marketing, Entertainment & Media, Education & E-learning, Healthcare & Medical, Corporate & Training), By Technology (2D Animation, 3D Animation, Motion Capture, Real-time Rendering), By Deployment (Cloud-based, On-premise), By End User (Advertising Agencies, Media & Entertainment Companies, Educational Institutions, Healthcare Providers, Corporates), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Motion Graphics Market analysis conducted by the CMI Team, the global Motion graphics Market is expected to record a CAGR of 12.2% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 98.3 Billion. By 2034, the valuation is anticipated to reach USD 280 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=72611
DOI: 10.5281/zenodo.16925115
title: Global Motion Graphics Market 2025 To 2034

description: Motion Graphics Market Size, Trends and Insights By Application (Advertising & Marketing, Entertainment & Media, Education & E-learning, Healthcare & Medical, Corporate & Training), By Technology (2D Animation, 3D Animation, Motion Capture, Real-time Rendering), By Deployment (Cloud-based, On-premise), By End User (Advertising Agencies, Media & Entertainment Companies, Educational Institutions, Healthcare Providers, Corporates), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025 – 2034.

Reports Description

As per the Motion Graphics Market analysis conducted by the CMI Team, the global Motion graphics Market is expected to record a CAGR of 12.2% from 2025 to 2034. In 2025, the market size is projected to reach a valuation of USD 98.3 Billion. By 2034, the valuation is anticipated to reach USD 280 Billion.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=72611
DOI: 10.15468/dl.yd4tsm
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mytilopsis sallei",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031154-250811113504898/datasets/export for details.
DOI: 10.6084/m9.figshare.29964329
title: Results

description: This study developed a multifunctional biomaterial platform based on dynamic covalent chemistry, and employed sequencing technologies to elucidate the molecular mechanisms through which it modulates the immune microenvironment and cellular functions to coordinately promote tissue regeneration.
DOI: 10.6084/m9.figshare.29964329.v1
title: Results

description: This study developed a multifunctional biomaterial platform based on dynamic covalent chemistry, and employed sequencing technologies to elucidate the molecular mechanisms through which it modulates the immune microenvironment and cellular functions to coordinately promote tissue regeneration.
DOI: 10.15468/dl.cpgdc2
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mytilopsis sallei",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031155-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h8q36a
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mytilopsis sallei",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031156-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hrt33d
title: Occurrence Download

description: A dataset containing 11020 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Florabank1 - A grid-based database on vascular plant distribution in the northern part of Belgium (Flanders and the Brussels Capital region)",
 "IucnRedListCategory is CR"
 ]
}

 The dataset includes 11020 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031157-250811113504898/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.29966063
title: overview_2_scenes.czi

description: https://forum.image.sc/t/alternating-scene-sizes-from-zeiss-cd7-zen-blue-3-9/115989
DOI: 10.6084/m9.figshare.29966063.v1
title: overview_2_scenes.czi

description: https://forum.image.sc/t/alternating-scene-sizes-from-zeiss-cd7-zen-blue-3-9/115989
DOI: 10.15468/dl.w6amb7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mytilopsis sallei",
 "Country is Malaysia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031158-250811113504898/datasets/export for details.
DOI: 10.15468/dl.9mjdmd
title: Occurrence Download

description: A dataset containing 309896 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is ABV - Common breeding birds in Flanders, Belgium"
 ]
}

 The dataset includes 309896 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031145-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrp4ca
title: Occurrence Download

description: A dataset containing 330046 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Broedvogels - Atlas of the breeding birds in Flanders 2000-2002"
 ]
}

 The dataset includes 330046 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031143-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adhuy8
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Semaprochilodus laticeps)",
 "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 37 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031159-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fszydf
title: Occurrence Download

description: A dataset containing 1336970 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DELTATRACK - Herring gulls (Larus argentatus, Laridae) and lesser black-backed gulls (Larus fuscus, Laridae) breeding at Neeltje Jans (Netherlands)"
 ]
}

 The dataset includes 1336970 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031144-250811113504898/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/12833833
title: Medicinal Plants
DOI: 10.5281/zenodo.16499251
title: Global Human Presence Intensity Dataset (2017)

description: Overview



Understanding global patterns of human presence is crucial for monitoring anthropogenic pressures on ecological integrity, optimizing tourism management, and informing decision-making in various domains. However, existing datasets on human presence are insufficient and primarily limited to local scales.

We combined massive geotagged microblogs and multi-covariates to infer the global human presence in 2017 at a fine spatial resolution of 0.01 degrees. Specifically, we proposed a Human Presence Indicator (HPI) to quantify human presence. It categorizes the intensity of human presence at a location in four levels based on year-long statistics of geotagged data. HPI-0, HPI-1, HPI-2, and HPI-3 represent no human presence, occasional human presence, frequent human presence, and sustained human presence, respectively.

The model achieved a macro-F1 score of 0.72 on a test set comprising over 1.9 million grids in China and 0.84 on the manually labeled samples available worldwide. Cross-validation with external datasets, including geotagged social media data from X and global human settlement and population data, corroborated the model's effectiveness.


Data Directory Contents

The complete dataset is organized into four main components, each available as a separate compressed .zip file for download:





Gridded HPI Data: Contains the primary data product showing global human presence intensity (on a 0-3 scale) at a 0.01-degree resolution in GeoTIFF format.




Covariate Layers: Contains all 76 predictor variables used for model training, resampled to the same 0.01-degree resolution.




Validation Data: Contains the manually labeled samples that were used to assess model performance.




Model Files: Contains the final trained random forest model in .joblib format, ready for use by Python practitioners.



Citation

Please cite both the dataset and the related article when using these data:



Luo, P., Yi, J., Du, Y., Huang, S., Wang, N., Tu, W., Hu, D., & Wei, H. (2025). Global Human Presence Intensity Dataset (2017) (1.2) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.16499251



Luo, P., Yi, J., Du, Y., Huang, S., Wang, N., Tu, W., Hu, D., & Wei, H. (2025). Mapping global human presence for nature conservation using geotagged social media data. Biological Conservation, 311, 111404. https://doi.org/10.1016/j.biocon.2025.111404
DOI: 10.5281/zenodo.8172734
title: Global Human Presence Intensity Dataset (2017)

description: Overview



Understanding global patterns of human presence is crucial for monitoring anthropogenic pressures on ecological integrity, optimizing tourism management, and informing decision-making in various domains. However, existing datasets on human presence are insufficient and primarily limited to local scales.

We combined massive geotagged microblogs and multi-covariates to infer the global human presence in 2017 at a fine spatial resolution of 0.01 degrees. Specifically, we proposed a Human Presence Indicator (HPI) to quantify human presence. It categorizes the intensity of human presence at a location in four levels based on year-long statistics of geotagged data. HPI-0, HPI-1, HPI-2, and HPI-3 represent no human presence, occasional human presence, frequent human presence, and sustained human presence, respectively.

The model achieved a macro-F1 score of 0.72 on a test set comprising over 1.9 million grids in China and 0.84 on the manually labeled samples available worldwide. Cross-validation with external datasets, including geotagged social media data from X and global human settlement and population data, corroborated the model's effectiveness.


Data Directory Contents

The complete dataset is organized into four main components, each available as a separate compressed .zip file for download:





Gridded HPI Data: Contains the primary data product showing global human presence intensity (on a 0-3 scale) at a 0.01-degree resolution in GeoTIFF format.




Covariate Layers: Contains all 76 predictor variables used for model training, resampled to the same 0.01-degree resolution.




Validation Data: Contains the manually labeled samples that were used to assess model performance.




Model Files: Contains the final trained random forest model in .joblib format, ready for use by Python practitioners.



Citation

Please cite both the dataset and the related article when using these data:



Luo, P., Yi, J., Du, Y., Huang, S., Wang, N., Tu, W., Hu, D., & Wei, H. (2025). Global Human Presence Intensity Dataset (2017) (1.2) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.16499251



Luo, P., Yi, J., Du, Y., Huang, S., Wang, N., Tu, W., Hu, D., & Wei, H. (2025). Mapping global human presence for nature conservation using geotagged social media data. Biological Conservation, 311, 111404. https://doi.org/10.1016/j.biocon.2025.111404
DOI: 10.15468/dl.6nfj5g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mytilopsis sallei",
 "Country is Philippines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031161-250811113504898/datasets/export for details.
DOI: 10.15468/dl.85nxk4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mytilopsis sallei",
 "Country is Senegal",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031162-250811113504898/datasets/export for details.