cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14864411
title: UIT-Drone7

description: UIT-Drone7 expands upon UIT-Drone4 with additional object categories, increasing its complexity and applicability. Collected and labeled by UIT, this dataset features a wide range of traffic-related objects, including vans, trucks, and bicycles, captured from different altitudes and angles. With challenging scenarios such as occlusions and scale variations, UIT-Drone7 serves as a critical benchmark for object detection, autonomous navigation, and aerial scene analysis.
DOI: 10.15468/dl.npfyn5
title: Occurrence Download

description: A dataset containing 554 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salpidae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 554 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001446-250213122211068/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p44fx4
title: Occurrence Download

description: A dataset containing 2748 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Mexico",
 "TaxonKey is Agalychnis dacnicolor (Cope, 1864)"
 ]
}

 The dataset includes 2748 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001445-250213122211068/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14722488
title: Dataset for Climate warming and heatwaves accelerate global lake deoxygenation

description:  
















The dataset includes historical DO estimations and future DO projections.

Each Excel or CSV file contains lake attribute information and annual DO results.

Lake attribute information includes Hylak_id, Lake_name, Continent, Lake_type, Lake_area, Shore_len, Shore_dev, Vol_total, Depth_avg, Res_time, Elevation, Longitude, Latitude, and more. The lake attribute information was sourced from HydroLAKES (https://www.hydrosheds.org/).

The historical estimations and future projections of DO were completed in Google Earth Engine (GEE), and the code can be found at: https://github.com/YiboNiglas/Machine_learning_DO.git.
DOI: 10.5281/zenodo.14722487
title: Dataset for Climate warming and heatwaves accelerate global lake deoxygenation

description:  
















The dataset includes historical DO estimations, future DO projections and associated calculation code.

Each Excel or CSV file contains lake attribute information and annual DO results.

Lake attribute information includes Hylak_id, Lake_name, Continent, Lake_type, Lake_area, Shore_len, Shore_dev, Vol_total, Depth_avg, Res_time, Elevation, Longitude, Latitude, and more. The lake attribute information was sourced from HydroLAKES (https://www.hydrosheds.org/).

The historical estimations and future projections of DO were conducted using Google Earth Engine (GEE), with the code written in JavaScript. Both the dataset and the code are also available at: https://github.com/YiboNiglas/Machine_learning_DO.git.
DOI: 10.5281/zenodo.14868758
title: Dataset for Climate warming and heatwaves accelerate global lake deoxygenation

description:  
















The dataset includes historical DO estimations, future DO projections and associated calculation code.

Each Excel or CSV file contains lake attribute information and annual DO results.

Lake attribute information includes Hylak_id, Lake_name, Continent, Lake_type, Lake_area, Shore_len, Shore_dev, Vol_total, Depth_avg, Res_time, Elevation, Longitude, Latitude, and more. The lake attribute information was sourced from HydroLAKES (https://www.hydrosheds.org/).

The historical estimations and future projections of DO were conducted using Google Earth Engine (GEE), with the code written in JavaScript. Both the dataset and the code are also available at: https://github.com/YiboNiglas/Machine_learning_DO.git.
DOI: 10.15468/dl.xv863d
title: Occurrence Download

description: A dataset containing 10454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Country is one of (Colombia, Argentina)",
 "OccurrenceStatus is Present",
 "TaxonKey is Hydrochoerus hydrochaeris (Linnaeus, 1766)",
 "Year 2000-2025"
 ]
}

 The dataset includes 10454 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001449-250213122211068/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m47fgm
title: Occurrence Download

description: A dataset containing 41507 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "Geometry POLYGON ((119.1343 -23.52833, 120.2097 -23.52833, 120.2097 -22.55197, 119.1343 -22.55197, 119.1343 -23.52833))",
 "Year is less than 2026"
 ]
}

 The dataset includes 41507 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001448-250213122211068/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ujqf4s
title: Occurrence Download

description: A dataset containing 469 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Squillidae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 469 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001450-250213122211068/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26v5bc
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sarcohyla cyclada (Campbell & Duellman, 2000)"
 ]
}

 The dataset includes 258 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001451-250213122211068/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nc82e3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vitreledonellidae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001452-250213122211068/datasets/export for details.
DOI: 10.3886/e209904
title: 0

description: 1
DOI: 10.15468/dl.u8saje
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphitretidae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 37 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001454-250213122211068/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j3vaja
title: Occurrence Download

description: A dataset containing 860885 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Andrena Fabricius, 1775",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 860885 records from 962 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001442-250213122211068/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpfts3
title: Occurrence Download

description: A dataset containing 4148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ocypodidae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4148 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001455-250213122211068/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75aqbf
title: Occurrence Download

description: A dataset containing 6464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation)",
 "Country is Colombia",
 "OccurrenceStatus is Present",
 "TaxonKey is Hydrochoerus hydrochaeris (Linnaeus, 1766)",
 "Year 2020-2025"
 ]
}

 The dataset includes 6464 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001456-250213122211068/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v34p34
title: Occurrence Download

description: A dataset containing 1482 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pandalidae",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1482 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001457-250213122211068/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3kh5mh
title: Occurrence Download

description: A dataset containing 21246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Hedera helix L."
 ]
}

 The dataset includes 21246 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001458-250213122211068/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ent8mm
title: Occurrence Download

description: A dataset containing 274 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sarcohyla pentheter (Adler, 1965)"
 ]
}

 The dataset includes 274 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001459-250213122211068/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qx8vs3
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sarcohyla sabrina (Caldwell, 1974)"
 ]
}

 The dataset includes 152 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001460-250213122211068/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3cedcs
title: Occurrence Download

description: A dataset containing 566 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sarcohyla bistincta (Cope, 1877)"
 ]
}

 The dataset includes 566 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001461-250213122211068/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17229216
title: Determination of Doppler Velocity from Incoherent Scatter Spectra Using Context-Aware Transformers

description: This repository contains Doppler velocity data derived from Arecibo Observatory measurements on July 16, 2015, including both curve fitting results and transformer-based (AI) model outputs.
DOI: 10.5281/zenodo.17229217
title: Determination of Doppler Velocity from Incoherent Scatter Spectra Using Context-Aware Transformers

description: This repository contains Doppler velocity data derived from Arecibo Observatory measurements on July 16, 2015, including both curve fitting results and transformer-based (AI) model outputs.
DOI: 10.6084/m9.figshare.28283000
title: Missing and Unaccounted-for People in Mexico (1960s–2025)

description: This project provides a comprehensive dataset of over 130,000 missing and unaccounted-for people in Mexico from the 1960s to 2025. The dataset is sourced from the publicly available records on the RNPDO website and represents individuals who were actively missing as of the date of collection (October 1, 2025). To protect individual identities, personal identifiers, such as names, have been removed.<b>Dataset Features:</b>The data has been cleaned and translated to facilitate analysis by a global audience.Fields include:SexDate of birthDate of incidenceState and municipality of the incidentData spans over six decades, offering insights into trends and regional disparities.<b>Additional Materials:</b><b>Python Script:</b> A Python script to generate customizable visualizations based on the dataset. Users can specify the state to generate tailored charts.<b>Sample Chart:</b> An example chart showcasing the evolution of missing persons per 100,000 inhabitants in Mexico between 2006 and 2025.<b>Requirements File:</b> A <code>requirements.txt</code> file listing the necessary Python libraries to run the script seamlessly.This dataset and accompanying tools aim to support researchers, policymakers, and journalists in analyzing and addressing the issue of missing persons in Mexico.
DOI: 10.6084/m9.figshare.28283000.v5
title: Missing and Unaccounted-for People in Mexico (1960s–2025)

description: This project provides a comprehensive dataset of over 130,000 missing and unaccounted-for people in Mexico from the 1960s to 2025. The dataset is sourced from the publicly available records on the RNPDO website and represents individuals who were actively missing as of the date of collection (August 1, 2025). To protect individual identities, personal identifiers, such as names, have been removed.<b>Dataset Features:</b>The data has been cleaned and translated to facilitate analysis by a global audience.Fields include:SexDate of birthDate of incidenceState and municipality of the incidentData spans over six decades, offering insights into trends and regional disparities.<b>Additional Materials:</b><b>Python Script:</b> A Python script to generate customizable visualizations based on the dataset. Users can specify the state to generate tailored charts.<b>Sample Chart:</b> An example chart showcasing the evolution of missing persons per 100,000 inhabitants in Mexico between 2006 and 2025.<b>Requirements File:</b> A <code>requirements.txt</code> file listing the necessary Python libraries to run the script seamlessly.This dataset and accompanying tools aim to support researchers, policymakers, and journalists in analyzing and addressing the issue of missing persons in Mexico.
DOI: 10.6084/m9.figshare.28283000.v6
title: Missing and Unaccounted-for People in Mexico (1960s–2025)

description: This project provides a comprehensive dataset of over 130,000 missing and unaccounted-for people in Mexico from the 1960s to 2025. The dataset is sourced from the publicly available records on the RNPDO website and represents individuals who were actively missing as of the date of collection (October 1, 2025). To protect individual identities, personal identifiers, such as names, have been removed.<b>Dataset Features:</b>The data has been cleaned and translated to facilitate analysis by a global audience.Fields include:SexDate of birthDate of incidenceState and municipality of the incidentData spans over six decades, offering insights into trends and regional disparities.<b>Additional Materials:</b><b>Python Script:</b> A Python script to generate customizable visualizations based on the dataset. Users can specify the state to generate tailored charts.<b>Sample Chart:</b> An example chart showcasing the evolution of missing persons per 100,000 inhabitants in Mexico between 2006 and 2025.<b>Requirements File:</b> A <code>requirements.txt</code> file listing the necessary Python libraries to run the script seamlessly.This dataset and accompanying tools aim to support researchers, policymakers, and journalists in analyzing and addressing the issue of missing persons in Mexico.
DOI: 10.15468/dl.cea2qh
title: Occurrence Download

description: A dataset containing 28363 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Notogrammitis billardierei)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28363 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038352-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fyrh67
title: Occurrence Download

description: A dataset containing 1002 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vespidae",
 "Year is 1966",
 "Continent is North America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1002 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038353-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7mx7a
title: Occurrence Download

description: A dataset containing 192722266 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Occurrence evidence, Living Specimen, Specimen, Material citation, Material sample, Human Observation, Machine Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is November",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 192722266 records from 17010 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038277-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/qyxud5
title: Two new species of Onychiuridae (Collembola) from East Siberia (Russia)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Gulgenova, Ayuna, Potapov, Mikhail (2023): Two new species of Onychiuridae (Collembola) from East Siberia (Russia). Zootaxa 5336 (1): 125-134, DOI: 10.11646/zootaxa.5336.1.6, URL: http://dx.doi.org/10.11646/zootaxa.5336.1.6AbstractTwo new species of Onychiuridae (Collembola) from Buryatia (Russia, East Siberia), Supraphorura chernovae sp. nov. and Thalassaphorura transbaikalica sp. nov., are herein described and illustrated. Supraphorura chernovae sp. nov. differs from its closest species, S. furcifera (Börner, 1901), by its dorsal pso formula as 32/022/23232, presence of 1 pso on the subcoxae 1 of all legs, and a larger set of vesicles on the PAO. Thalassaphorura transbaikalica sp. nov. is most similar to T. tibiotarsalis Sun, Chen & Deharveng, 2010 by the same dorsal pso formula (32/233/33343) and presence of 7 chaetae on the distal whorl of all tibiotarsi, but differs from the latter species specially by the presence of 1 pso on the subcoxa 1 of leg 1 (T. tibiotarsalis has 2 pso), number of vesicles on the PAO (13–14 vs. 17–18), number of chaetae on the subcoxa 1 of legs 1–3 (4, 4, 4 vs. 3, 3, 3), and ratio of the empodial appendage and claw (0.8–0.9 vs. 0.5). After our study there are now 47 recorded species of Onychiuridae recorded from East Siberia.
DOI: 10.15468/pwxpkt
title: The story of a rock-star: multilocus phylogeny and species delimitation in the starred or roughtail rock agama, Laudakia stellio (Reptilia: Agamidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Karameta, Emmanouela, Lymberakis, Petros, Grillitsch, Heinz, Ilgaz, Çetin, Avci, Aziz, Kumlutaş, Yusuf, Candan, Kamil, Wagner, Philipp, Sfenthourakis, Spyros, Pafilis, Panayiotis, Poulakakis, Nikos (2022): The story of a rock-star: multilocus phylogeny and species delimitation in the starred or roughtail rock agama, Laudakia stellio (Reptilia: Agamidae). Zoological Journal of the Linnean Society 195 (1): 195-219, DOI: 10.1093/zoolinnean/zlab107, URL: https://academic.oup.com/zoolinnean/article/195/1/195/6517658
DOI: 10.25549/pcra-c14-225775
title: The Word of Truth, 1995, vol. 6, no. 10 = Cuvantul Adevarului, 1995, anul VI, nr 10

description: [description english/roman)] The Word of Truth is the periodical, official publication of the Romanian Pentecostal Church beginning from 1990 to present.
DOI: 10.15468/dl.xj7gq5
title: Occurrence Download

description: A dataset containing 144 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "Geometry POLYGON((-4.87134 48.02943,-4.83375 48.02943,-4.83375 48.04474,-4.87134 48.04474,-4.87134 48.02943))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mammalia",
 "Year 1950-2022"
 ]
}

 The dataset includes 144 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082363-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.msrb8t
title: Occurrence Download

description: A dataset containing 820 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bidens subalternans DC."
 ]
}

 The dataset includes 820 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031098-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-225730
title: The Word of Truth, 1995, vol. 6, no. 8 = Cuvantul Adevarului, 1995, anul VI, nr 8

description: [description english/roman)] The Word of Truth is the periodical, official publication of the Romanian Pentecostal Church beginning from 1990 to present.
DOI: 10.15468/dl.e6gqn2
title: Occurrence Download

description: A dataset containing 1126 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aspidoscelis motaguae (Sackett, 1941)"
 ]
}

 The dataset includes 1126 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035181-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.