cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.6tx98t
title: Occurrence Download

description: A dataset containing 6156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-115.1647 37.65684,-115.378 37.67373,-115.4271 37.50599,-115.4504 37.61634,-115.6779 37.54731,-115.5296 37.24377,-115.7473 37.02409,-116.0185 37.27166,-115.928 36.99763,-115.9906 36.93546,-116.6995 36.9972,-116.8065 37.28315,-116.9092 37.19524,-117.0246 37.43963,-117.1808 37.52838,-117.879 37.40723,-117.9617 37.28309,-117.8731 37.28723,-117.7944 37.07732,-117.9544 37.00084,-117.9515 36.88746,-117.8227 36.66252,-117.5905 36.53221,-117.702 36.54888,-117.7001 36.33985,-117.8002 36.52408,-117.9937 36.60588,-118.0845 36.84138,-118.2462 36.70385,-118.0401 36.46577,-117.8747 35.6612,-118.1077 35.52994,-118.0064 35.30001,-118.067 35.21965,-118.7917 34.78093,-118.4387 34.71956,-117.4643 34.26589,-117.1769 34.41801,-116.4889 34.32896,-116.5167 34.16457,-116.3997 34.13626,-116.4803 34.10575,-116.3148 34.09686,-115.9023 33.67817,-115.4918 33.71225,-115.3721 33.95609,-115.2841 33.87187,-115.5649 34.39096,-115.3579 34.50802,-115.2336 34.50913,-115.1734 34.281,-115.0287 34.49015,-114.9045 34.48742,-114.8483 34.31828,-114.0637 34.52534,-113.7549 34.46349,-113.6928 34.6298,-113.9285 34.76649,-114.0439 35.11463,-113.8177 35.22367,-113.8187 35.40141,-113.7145 35.4153,-113.8815 35.71407,-114.0844 35.81357,-113.816 36.22755,-113.7161 36.52703,-113.7669 36.72443,-113.3502 36.84576,-113.2794 37.29557,-113.8386 37.20913,-113.9632 37.38364,-114.3332 37.26329,-114.575 37.38097,-114.8029 37.22457,-114.8184 37.32927,-114.9423 37.28012,-115.1626 37.47778,-115.1647 37.65684))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Haemorhous cassinii"
 ]
}

 The dataset includes 6156 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015059-250802193616735/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.29828633.v1
title: Data on distribution and variability of three pseudocryptic species: Fruticicola fruticum (O.F. Müller, 1774), F. similis Proćków et Sîrbu, 2022, and F. gemina Proćków, 2022 in Europe.

description: The dataset comprises data from 60 populations of Fruticicola sp. across its entire range, encompassing eight mOTU (coded A to H) and three pseudocryptic species: I - Fruticicola fruticum, II - F. similis, and III - F. gemina. The location of each sample (and population) was given as latitude (Y), longitude (X), and altitude (Alt). Genetic analysis was based on the previously published p-distances obtained from phylogenetic analysis of COI sequences (cytochrome oxidase c subunit I) and mitochondrial ribosomal 16S (Hofman et al. 2022). Uncorrected p distances, the proportion of nucleotide sites at which two sequences being compared are different (Nei & Kumar 2000) were calculated in MEGA 7 (Kumar et al. 2016). For the morphometric analysis, nine shell parameters were measured in adult snails (with completely developed lips) in the 24 populations for which the samples were rich enough to allow biometric study of their shells. As climatic variables, we used 21 parameters for each of the 60 locations: average precipitation in January (Rjan), April (Rapr), July (Rjul), October (Roct), total amount of annual rainfall (Rtot)—all in mm, precipitation coefficient of variation (Rcv), number of wet days in January (Wjan), in April (Wapr), July (Wjul), October (Woct), and in the whole year (Wet), relative humidity in percentage (RHum), average duration of annual sunshine in percent of possible (Sunt), average temperature for January (Tjan), April (Tapr), July (Tjul), October (Toct), for the whole year (Tavg), average maximum temperature in the hottest month (Tmax), and minimum temperature in the coldest month (Tmin), and the number of months with minimum temperatures above 10 °C (Tno10): all temperature values are in Celsius degrees. Climatic parameters were obtained from AQUASTAT Climate Information Tool, FAO's Global Information System on Water and Agriculture (https://www.fao.org/aquastat/en/geospatial-information/climate-information). The study based on this dataset aims to relate variability in, and discrimination of, populations, mOTUs (molecular Operational Taxonomic Units), and species as responses to four classes of predictors, namely genetics (p-distances between populations), morphology (biometrical descriptors), climatic parameters, and spatial descriptors.
DOI: 10.6084/m9.figshare.29828633
title: Data on distribution and variability of three pseudocryptic species: Fruticicola fruticum (O.F. Müller, 1774), F. similis Proćków et Sîrbu, 2022, and F. gemina Proćków, 2022 in Europe.

description: The dataset comprises data from 60 populations of Fruticicola sp. across its entire range, encompassing eight mOTU (coded A to H) and three pseudocryptic species: I - Fruticicola fruticum, II - F. similis, and III - F. gemina. The location of each sample (and population) was given as latitude (Y), longitude (X), and altitude (Alt). Genetic analysis was based on the previously published p-distances obtained from phylogenetic analysis of COI sequences (cytochrome oxidase c subunit I) and mitochondrial ribosomal 16S (Hofman et al. 2022). Uncorrected p distances, the proportion of nucleotide sites at which two sequences being compared are different (Nei & Kumar 2000) were calculated in MEGA 7 (Kumar et al. 2016). For the morphometric analysis, nine shell parameters were measured in adult snails (with completely developed lips) in the 24 populations for which the samples were rich enough to allow biometric study of their shells. As climatic variables, we used 21 parameters for each of the 60 locations: average precipitation in January (Rjan), April (Rapr), July (Rjul), October (Roct), total amount of annual rainfall (Rtot)—all in mm, precipitation coefficient of variation (Rcv), number of wet days in January (Wjan), in April (Wapr), July (Wjul), October (Woct), and in the whole year (Wet), relative humidity in percentage (RHum), average duration of annual sunshine in percent of possible (Sunt), average temperature for January (Tjan), April (Tapr), July (Tjul), October (Toct), for the whole year (Tavg), average maximum temperature in the hottest month (Tmax), and minimum temperature in the coldest month (Tmin), and the number of months with minimum temperatures above 10 °C (Tno10): all temperature values are in Celsius degrees. Climatic parameters were obtained from AQUASTAT Climate Information Tool, FAO's Global Information System on Water and Agriculture (https://www.fao.org/aquastat/en/geospatial-information/climate-information). The study based on this dataset aims to relate variability in, and discrimination of, populations, mOTUs (molecular Operational Taxonomic Units), and species as responses to four classes of predictors, namely genetics (p-distances between populations), morphology (biometrical descriptors), climatic parameters, and spatial descriptors.
DOI: 10.15468/dl.h8f8qf
title: Occurrence Download

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

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015060-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48656/an3f-v546
title: Attitudes towards Russian, Hebrew and German and ideologies
DOI: 10.48656/gc63-g802
title: Attitudes towards Russian, Hebrew and German and ideologies
DOI: 10.15468/dl.scpeas
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Myrmelastes caurensis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 58 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015062-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3hzcp
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Limnocottus pallidus)",
 "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 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015061-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/d4v8-qy05
title: "Datasets"

description: "100MB"
DOI: 10.15468/dl.8zvc4u
title: Occurrence Download

description: A dataset containing 29152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ovis aries",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 29152 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015063-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16745138
title: TAG-PEDES
DOI: 10.5281/zenodo.16745139
title: TAG-PEDES
DOI: 10.15468/dl.pdmmdk
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Entomacrodus cymatobiotus"
 ]
}

 The dataset includes 86 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015064-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdm5kx
title: Occurrence Download

description: A dataset containing 236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Myrmelastes brunneiceps)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 236 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015065-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bcf8cd
title: Occurrence Download

description: A dataset containing 8832 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Myrmelastes hyperythrus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 8832 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015066-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cpaeev
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pseudobarbus trevelyani)",
 "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 23 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015067-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3p8np
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ovis aries",
 "Country is North Macedonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015069-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.psegw2
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ovis aries",
 "Country is Papua New Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015070-250802193616735/datasets/export for details.
DOI: 10.15468/dl.4cegdk
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ACC5272"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015071-250802193616735/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.29113934
title: Supplemental Data for <i> </i><i>Protist</i> Manuscript "Characterizing Lineage-Specific Genes in Testate Lobose Amoebae (Arcellinida)"

description: Trimmed multiple sequence alignments and trees of Arcellinida lineage-specific gene families for the <i>Protist</i> Manuscript "Characterizing Lineage-Specific Genes in Testate Lobose Amoebae (Arcellinida)" (2025)
DOI: 10.6084/m9.figshare.29113934.v1
title: Supplemental Data for <i> </i><i>Protist</i> Manuscript "Characterizing Lineage-Specific Genes in Testate Lobose Amoebae (Arcellinida)"

description: Trimmed multiple sequence alignments and trees of Arcellinida lineage-specific gene families for the <i>Protist</i> Manuscript "Characterizing Lineage-Specific Genes in Testate Lobose Amoebae (Arcellinida)" (2025)
DOI: 10.15468/dl.fwfy44
title: Occurrence Download

description: A dataset containing 523 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Myrmelastes humaythae)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 523 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015072-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16745227
title: Subcellular localization of Polymita picta HSP70
DOI: 10.5281/zenodo.16745228
title: Subcellular localization of Polymita picta HSP70
DOI: 10.15468/dl.kf6kkg
title: Occurrence Download

description: A dataset containing 2724 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-115.1647 37.65684,-115.378 37.67373,-115.4271 37.50599,-115.4504 37.61634,-115.6779 37.54731,-115.5296 37.24377,-115.7473 37.02409,-116.0185 37.27166,-115.928 36.99763,-115.9906 36.93546,-116.6995 36.9972,-116.8065 37.28315,-116.9092 37.19524,-117.0246 37.43963,-117.1808 37.52838,-117.879 37.40723,-117.9617 37.28309,-117.8731 37.28723,-117.7944 37.07732,-117.9544 37.00084,-117.9515 36.88746,-117.8227 36.66252,-117.5905 36.53221,-117.702 36.54888,-117.7001 36.33985,-117.8002 36.52408,-117.9937 36.60588,-118.0845 36.84138,-118.2462 36.70385,-118.0401 36.46577,-117.8747 35.6612,-118.1077 35.52994,-118.0064 35.30001,-118.067 35.21965,-118.7917 34.78093,-118.4387 34.71956,-117.4643 34.26589,-117.1769 34.41801,-116.4889 34.32896,-116.5167 34.16457,-116.3997 34.13626,-116.4803 34.10575,-116.3148 34.09686,-115.9023 33.67817,-115.4918 33.71225,-115.3721 33.95609,-115.2841 33.87187,-115.5649 34.39096,-115.3579 34.50802,-115.2336 34.50913,-115.1734 34.281,-115.0287 34.49015,-114.9045 34.48742,-114.8483 34.31828,-114.0637 34.52534,-113.7549 34.46349,-113.6928 34.6298,-113.9285 34.76649,-114.0439 35.11463,-113.8177 35.22367,-113.8187 35.40141,-113.7145 35.4153,-113.8815 35.71407,-114.0844 35.81357,-113.816 36.22755,-113.7161 36.52703,-113.7669 36.72443,-113.3502 36.84576,-113.2794 37.29557,-113.8386 37.20913,-113.9632 37.38364,-114.3332 37.26329,-114.575 37.38097,-114.8029 37.22457,-114.8184 37.32927,-114.9423 37.28012,-115.1626 37.47778,-115.1647 37.65684))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Loxia curvirostra"
 ]
}

 The dataset includes 2724 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015073-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvwjfn
title: Occurrence Download

description: A dataset containing 836 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Myrmelastes rufifacies)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 836 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015074-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13026/r9pp-3y42
title: EchoNext: A Dataset for Detecting Echocardiogram-Confirmed Structural Heart Disease from ECGs

description: This dataset contains a de-identified collection of **100,000** 12-lead
electrocardiograms (ECGs) with paired structural heart disease (SHD) labels
derived from echocardiography, collected at Columbia University Irving Medical
Center. Each ECG is provided with raw waveform data sampled at 250 Hz across
all 12 leads, along with accompanying demographic and ECG-specific tabular
metadata, including age, sex, heart rate, PR interval, QRS duration, and
corrected QT interval. Each ECG is annotated with a binary label indicating
the presence or absence of structural heart disease based on echocardiographic
findings, including reduced left ventricular ejection fraction, increased
ventricular wall thickness, significant valvular disease, right ventricular
dysfunction, pulmonary hypertension, or pericardial effusion.

This dataset was developed as part of the creation of the **Columbia Mini-
Model** , a lightweight deep learning model for SHD detection from ECGs. The
dataset represents a simplified, focused subset of the larger EchoNext
training population and was used to evaluate model performance in resource-
constrained settings or smaller-scale deployment environments. It is being
released to promote transparency and reproducibility, support further research
in cardiovascular AI, and enable benchmarking of lightweight ECG-based
screening models for structural heart disease.
DOI: 10.25378/janelia.29111339
title: uCT and confocal data for drosophila eyemap

description: Raw data from uCT scan and light microscopy imaging of whole drosophila heads, used to map the viewing directions of all compound eye facets to construct an eyemap.
DOI: 10.25378/janelia.29111339.v1
title: uCT and confocal data for drosophila eyemap

description: Raw data from uCT scan and light microscopy imaging of whole drosophila heads, used to map the viewing directions of all compound eye facets to construct an eyemap.
DOI: 10.15468/dl.u9enx2
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acentrogobius pflaumii)",
 "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 215 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015076-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5vm3d
title: Occurrence Download

description: A dataset containing 39632 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DMNS Marine Invertebrate Collection (Arctos)"
 ]
}

 The dataset includes 39632 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015075-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25378/janelia.28462100
title: H2 recordings data And Plot Script

description: Patch recording data for H2 neuron's local preferred direction measurement. Accompanying this following publication:Eye structure shapes neuron function in Drosophila motion vision | Nature<br>File description:dataAndPlotScript.zip includes the following files, which are tested on Matlab 2023b<br>1. edgeDataAndTable.mat - contains 2 Matlab variables:<br>1a. edgeStruct - Matlab Structure, contains data from the 7 H2 cells. Each cell contains data from 2 stimulus protocols (visual display was rotated in between protocols). 'edgeStruct(cell_number).aligned(protocol_number)' will access all the data from a cell_number and protocol_number. Data is temporally aligned to visual stimulus onset. 'data' field contains 'align' structure, which in turn contains all the repeated responses to the same stimulus (the 'rep' field) as well as the mean and median responses ('mean' and 'medMean' respectively). The aligned structure also contains the extracted spike raster for each repeat ('spikRas').<br>1b. edgeTable - Matlab table, used to index 'edgeStruct' data. Each row describes a unique cell-protocol-stimulus combination where 'newIndex' column is the index into the 'aligned' structure for that cell and protocol. Each row in 'edgeTable' describes the characteristics of the presented visual stimulus (duration, orientation, edge value, etc. )<br>2. plotSuppFigAllEdgePolarScript.m - Matlab script to generate Extended Data Figure X. The script should be run from the same directory that contains the above dataset and the accessory function below.<br>3. generatePositionCell.m - Accessory Matlab function that is used in the plotting script to generate the positions for the subplots. Function is called from within the script and the User does not need to interact with it directly.<br>