cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.xrkg3b
title: Occurrence Download

description: A dataset containing 19198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is FBIP:IZIKO-UCT:Historical Survey (1930-1980)"
 ]
}

 The dataset includes 19198 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044115-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mcc89x
title: Occurrence Download

description: A dataset containing 179116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calopteryx splendens Harris, 1780",
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 179116 records from 658 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062386-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8n4ema
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Polystichum aculeatum (L.) Roth",
 "HasCoordinate is true",
 "Country is Iceland",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0136793-240321170329656/datasets/export for details.
DOI: 10.15468/dl.qst7p7
title: Occurrence Download

description: A dataset containing 922725 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1970-2020"
 ]
}

 The dataset includes 922725 records from 451 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114648-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1qvdyb
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diospyros apeibacarpos Raddi"
 ]
}

 The dataset includes 41 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014201-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5wbt3c
title: Occurrence Download

description: A dataset containing 922726 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Madagascar",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1970-2020"
 ]
}

 The dataset includes 922726 records from 451 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114663-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2yqqg
title: Occurrence Download

description: A dataset containing 42753 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phaseolus vulgaris L.",
 "Year is greater than or equal to 1900",
 "HasCoordinate is true"
 ]
}

 The dataset includes 42753 records from 306 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025781-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.djzbh0
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year is less than or equal to 2008",
 "Geometry POLYGON((-66.66504 -39.45655,-58.49121 -39.45655,-58.49121 -26.92599,-66.66504 -26.92599,-66.66504 -39.45655))",
 "TaxonKey is Dendrocygna autumnalis (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014201-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhtbyh
title: Occurrence Download

description: A dataset containing 3624621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Streptopelia decaocto (Frivaldszky, 1838)",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 3624621 records from 848 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114665-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17052908
title: LAN Pair Twisting Benchmark v1: Triple vs Double Twist Comparison

description: This benchmark compares double-twist and triple-twist LAN pair machines under matched lay/back-twist conditions. Results show that triple twist achieves +20% throughput, +3 dB NEXT margin, and 30% lower scrap compared to double twist.

The dataset includes:- Raw measurement data (CSV) with throughput, NEXT, and scrap rate values- Methods PDF describing equipment, test conditions, and analysis approach

This dataset is openly available under CC BY 4.0 for replication and benchmarking.
DOI: 10.5281/zenodo.17052909
title: LAN Pair Twisting Benchmark v1: Triple vs Double Twist Comparison

description: This benchmark compares double-twist and triple-twist LAN pair machines under matched lay/back-twist conditions. Results show that triple twist achieves +20% throughput, +3 dB NEXT margin, and 30% lower scrap compared to double twist.

The dataset includes:- Raw measurement data (CSV) with throughput, NEXT, and scrap rate values- Methods PDF describing equipment, test conditions, and analysis approach

This dataset is openly available under CC BY 4.0 for replication and benchmarking.
DOI: 10.15468/dl.5urcgg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dryas integrifolia"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025341-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mb97gj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sylvia atricapilla",
 "Country is one of (Myanmar, Thailand, Lao People’s Democratic Republic, Cambodia, Viet Nam, Malaysia)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025340-250827131500795/datasets/export for details.
DOI: 10.6084/m9.figshare.30051286
title: Equilibrium Causal Models: Connecting Dynamical Systems Modeling and Cross-Sectional Data Analysis

description: Many psychological phenomena can be understood as arising from systems of causally connected components that evolve over time within an individual. In current empirical practice, researchers frequently study these systems by fitting statistical models to data collected at a single moment in time, that is, cross-sectional data. This raises a central question: Can cross-sectional data analysis ever yield causal insights into systems that evolve over time—and if so, under what conditions? In this paper, we address this question by introducing Equilibrium Causal Models (ECMs) to the psychological literature. ECMs are causal abstractions of an underlying dynamical system that allow for inferences about the long-term effects of interventions, permit cyclic causal relations, and can in principle be estimated from cross-sectional data, as long as information about the resting state of the system is captured by those measurements. We explain the conditions under which ECM estimation is possible, show that they allow researchers to learn about within-person processes from cross-sectional data, and discuss how tools from both the psychological measurement modeling and the causal discovery literature can inform the ways in which researchers collect and analyze their data.
DOI: 10.6084/m9.figshare.30051286.v1
title: Equilibrium Causal Models: Connecting Dynamical Systems Modeling and Cross-Sectional Data Analysis

description: Many psychological phenomena can be understood as arising from systems of causally connected components that evolve over time within an individual. In current empirical practice, researchers frequently study these systems by fitting statistical models to data collected at a single moment in time, that is, cross-sectional data. This raises a central question: Can cross-sectional data analysis ever yield causal insights into systems that evolve over time—and if so, under what conditions? In this paper, we address this question by introducing Equilibrium Causal Models (ECMs) to the psychological literature. ECMs are causal abstractions of an underlying dynamical system that allow for inferences about the long-term effects of interventions, permit cyclic causal relations, and can in principle be estimated from cross-sectional data, as long as information about the resting state of the system is captured by those measurements. We explain the conditions under which ECM estimation is possible, show that they allow researchers to learn about within-person processes from cross-sectional data, and discuss how tools from both the psychological measurement modeling and the causal discovery literature can inform the ways in which researchers collect and analyze their data.
DOI: 10.15468/dl.ete6bn
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025342-250827131500795/datasets/export for details.
DOI: 10.15468/dl.zn9qfx
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025343-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72kbbn
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025344-250827131500795/datasets/export for details.
DOI: 10.15468/dl.ezgzmr
title: Occurrence Download

description: A dataset listing the 2167 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-238.06567 24.83154,-238.03285 24.83154,-238.03285 24.85596,-238.06567 24.85596,-238.06567 24.83154))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 2167 records were derived from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025294-250827131500795/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.30050131
title: video_041.avi ~ video_080.avi

description: This contains 40/120 videos of the Crosswalk datasetvideo_041.avi ~ video_080.aviTitle: Crosswalk: a traffic monitoring dataset for vehicle non-yielding violations detection and interactive scenarios understandingDOI: 10.1109/TITS.2025.3564394
DOI: 10.6084/m9.figshare.30050131.v1
title: video_041.avi ~ video_080.avi

description: This contains 40/120 videos of the Crosswalk datasetvideo_041.avi ~ video_080.aviTitle: Crosswalk: a traffic monitoring dataset for vehicle non-yielding violations detection and interactive scenarios understandingDOI: 10.1109/TITS.2025.3564394
DOI: 10.15468/dl.axnvzh
title: Occurrence Download

description: A dataset containing 95 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clerodendrum rotundifolium",
 "Geometry POLYGON ((-17.62504 -34.81917, 51.13387 -34.81917, 51.13387 37.34999, -17.62504 37.34999, -17.62504 -34.81917))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 95 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025348-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yy3f7f
title: Occurrence Download

description: A dataset containing 5931 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Sex is one of (Female, Male, Indeterminate, Mixed)",
 "TaxonKey is Thecla betulae"
 ]
}

 The dataset includes 5931 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025345-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g7wq77
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aethusa"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025347-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6vqah
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euonymus indicus"
 ]
}

 The dataset includes 195 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025351-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yzf54u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sylvia dohrni",
 "Country is one of (Myanmar, Thailand, Lao People’s Democratic Republic, Cambodia, Viet Nam, Malaysia)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025350-250827131500795/datasets/export for details.
DOI: 10.18167/dvn1/bv1fjy
title: Database of tropical weeds functional traits based on the species list of the Wiktrop portal and built using an automatic extraction with a conversational large language model from online botanical desctriptions of species

description: This database have been compiled based on the weed species list available on the Wiktrop online portal (https://wiktrop.org/fr, gathering 1049 species when the database was created). For each species, we used a conversational Large Language Model (LLM) to automatically extract functional traits values from different online sources (https://wiktrop.org/fr, https://www.worldfloraonline.org/, https://www.feedipedia.org/, https://tropical.theferns.info/, https://www.wikipedia.org/). The collected data has been cured and filtered to remove traits with a fuzzy definition and non realistic trait values while keeping only traits jugged as ecologically relevant (however, as the extraction method is based on an automatic process involving a LLM, and as the entire list of trait values are not human-verified, the dataset may partially contain spurious or erroneous values). For detailed methods, please refer to the related document (https://agritrop.cirad.fr/614130/).
DOI: 10.15468/dl.7etn5b
title: Occurrence Download

description: A dataset containing 466 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "TaxonKey is Ninox scutulata"
 ]
}

 The dataset includes 466 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025352-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16351176
title: Predicted structural models of HCMV gH in complex with partners gpUL141 or gpUL116, and gB in complex with gpUL141

description: The structures of HCMV gH (UniProt Q6SW67 residues 25–719) in complex with gpUL141 (UniProt Q6RJQ3 residues 37–278) or gpUL116 (UniProt Q6SW34 residues 25–313), and of a trimer of gpUL141 in complex with a trimer of gB (UniProt F5HB53 residues 25–751), were predicted using AlphaFold3 (AF3).
DOI: 10.5281/zenodo.16351177
title: Predicted structural models of HCMV gH in complex with partners gpUL141 or gpUL116, and gB in complex with gpUL141

description: The structures of HCMV gH (UniProt Q6SW67 residues 25–719) in complex with gpUL141 (UniProt Q6RJQ3 residues 37–278) or gpUL116 (UniProt Q6SW34 residues 25–313), and of a trimer of gpUL141 in complex with a trimer of gB (UniProt F5HB53 residues 25–751), were predicted using AlphaFold3 (AF3).
DOI: 10.15468/dl.duk5pf
title: Occurrence Download

description: A dataset listing the 50 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aegilops"
 ]
}

 The dataset's 50 records were derived from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025330-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25421/yorksj.28723724
title: Unveiling the ChatGPT Educational Revolution: Assessing the Dynamic Impact on Students and Educators

description: This dataset is used for the research article 'Unveiling the ChatGPT Educational Revolution: Assessing the Dynamic Impact on Students and Educators' analysis. <b>Data Availability Statement</b><b>Data are available from the corresponding </b><b>authors upon request for York St John University research use only.</b>
DOI: 10.25421/yorksj.28723724.v1
title: Unveiling the ChatGPT Educational Revolution: Assessing the Dynamic Impact on Students and Educators

description: This dataset is used for the research article 'Unveiling the ChatGPT Educational Revolution: Assessing the Dynamic Impact on Students and Educators' analysis. <b>Data Availability Statement</b><b>Data are available from the corresponding </b><b>authors upon request for York St John University research use only.</b>
DOI: 10.15468/dl.x9zx53
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025353-250827131500795/datasets/export for details.
DOI: 10.15468/dl.m8nvxk
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025354-250827131500795/datasets/export for details.
DOI: 10.15468/dl.44ussw
title: Occurrence Download

description: A dataset listing the 71055 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence, Living Specimen)",
 "Country is one of (Spain, Portugal, Gibraltar)",
 "Geometry POLYGON((-9.34799 41.97833,-10.33859 38.62174,-9.40302 36.88136,-7.64197 35.8176,-3.01918 36.04042,-0.15746 37.58242,5.29082 39.09314,4.02506 42.18256,-2.02859 43.71318,-4.67018 43.8324,-9.84329 43.91174,-9.34799 41.97833))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 71055 records were derived from 795 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025312-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.