cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.a658ba
title: Occurrence Download

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

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003414-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jg7uqm
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Medicago archiducis-nicolai",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 114 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003415-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w3yfx4
title: Occurrence Download

description: A dataset containing 1821 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation)",
 {
 "or" : [
 "Geometry POLYGON((142.60256 -10.90221,143.45134 -14.04802,152.03563 -25.14783,153.9873 -24.08326,151.51519 -21.14101,148.24874 -14.90137,144.94456 -10.26272,142.60256 -10.90221))",
 "Geometry POLYGON((59.77435 22.37506,50.53888 9.49314,80.88736 6.31083,74.7396 14.07708,72.85494 21.50496,66.55739 25.78239,62.09902 24.8988,59.77435 22.37506))",
 "Geometry POLYGON((-156.75504 -14.65658,-155.88108 -38.33545,-133.84974 -38.77721,-133.74513 -14.16703,-156.75504 -14.65658))",
 "Geometry POLYGON((109.57247 -1.19334,121.60308 14.76713,124.29571 19.66285,125.76444 23.08987,125.51964 25.29295,127.44184 27.69144,120.34304 31.36323,119.62555 29.21156,98.80189 12.26991,102.47368 4.68154,109.57247 -1.19334))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pavona"
 ]
}

 The dataset includes 1821 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003416-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewuukn
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Grus vipio",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003417-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/6552
title: MNIST_as_sprite
DOI: 10.5281/zenodo.17171888
title: SwipeMotionDB: A Contextual Multimodal Dataset for Continuous Mobile Authentication Using Swipe Gestures and Motion Sensors
title: SwipeMotionDB: A Contextual Multimodal Dataset for Continuous Mobile Authentication

description: SwipeMotionDB is a contextual, multimodal dataset designed for continuous mobile authentication research. It contains data from 50 participants collected using a custom Android app on a Pixel 6a device, simulating real-world usage. Each user completed two sessions under three distinct conditions: seated, walking, and stress-induced. The dataset includes synchronized streams of touch interaction events (coordinates, timestamps, pressure, area) and motion sensor signals (accelerometer, gyroscope, magnetometer).
DOI: 10.15468/dl.a9vk2g
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Porphyrio porphyrio",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 62 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003419-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pb7nnt
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Porphyrio porphyrio",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003420-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jetywn
title: Occurrence Download

description: A dataset containing 172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Porphyrio porphyrio",
 "Country is Germany",
 "HasCoordinate is true"
 ]
}

 The dataset includes 172 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003421-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exnnm7
title: Occurrence Download

description: A dataset containing 1216 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "GadmGid is BGD",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Nymphalidae",
 "Year 2000-2025"
 ]
}

 The dataset includes 1216 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003422-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.949ke8
title: Occurrence Download

description: A dataset containing 164661 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hypothymis azurea",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 164661 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003367-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.282dp4
title: Occurrence Download

description: A dataset containing 1868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation)",
 {
 "or" : [
 "Geometry POLYGON((142.60256 -10.90221,143.45134 -14.04802,152.03563 -25.14783,153.9873 -24.08326,151.51519 -21.14101,148.24874 -14.90137,144.94456 -10.26272,142.60256 -10.90221))",
 "Geometry POLYGON((59.77435 22.37506,50.53888 9.49314,80.88736 6.31083,74.7396 14.07708,72.85494 21.50496,66.55739 25.78239,62.09902 24.8988,59.77435 22.37506))",
 "Geometry POLYGON((-156.75504 -14.65658,-155.88108 -38.33545,-133.84974 -38.77721,-133.74513 -14.16703,-156.75504 -14.65658))",
 "Geometry POLYGON((109.57247 -1.19334,121.60308 14.76713,124.29571 19.66285,125.76444 23.08987,125.51964 25.29295,127.44184 27.69144,120.34304 31.36323,119.62555 29.21156,98.80189 12.26991,102.47368 4.68154,109.57247 -1.19334))",
 "Geometry POLYGON((32.95438 27.20188,39.5636 13.24906,44.21453 12.5147,38.33967 28.91538,32.95438 27.20188))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pavona"
 ]
}

 The dataset includes 1868 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003423-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yu7fkm
title: Occurrence Download

description: A dataset containing 127 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Porphyrio porphyrio",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 127 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003424-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nhs34
title: Occurrence Download

description: A dataset containing 317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Porphyrio porphyrio",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 317 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003425-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2f3tfm
title: Occurrence Download

description: A dataset containing 18277 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthus cervinus",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 18277 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003428-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.du69nt
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Porphyrio porphyrio",
 "Country is Vanuatu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003429-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzqw8m
title: Occurrence Download

description: A dataset containing 889 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-17.2193 35.32173,25.26368 37.53647,66.2193 35.32173,66.2193 68.67827,-17.2193 68.67827,-17.2193 35.32173))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pelophylax lessonae lessonae"
 ]
}

 The dataset includes 889 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003430-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpgtdn
title: Occurrence Download

description: A dataset containing 2823 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthus gustavi",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2823 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003431-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17172344
title: Dataset for Indoor Positioning using integrated wireless and sensor technologies
DOI: 10.15468/dl.63y4pv
title: Occurrence Download

description: A dataset containing 3787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation)",
 {
 "or" : [
 "Geometry POLYGON((142.60256 -10.90221,143.45134 -14.04802,152.03563 -25.14783,153.9873 -24.08326,151.51519 -21.14101,148.24874 -14.90137,144.94456 -10.26272,142.60256 -10.90221))",
 "Geometry POLYGON((59.77435 22.37506,50.53888 9.49314,80.88736 6.31083,74.7396 14.07708,72.85494 21.50496,66.55739 25.78239,62.09902 24.8988,59.77435 22.37506))",
 "Geometry POLYGON((-156.75504 -14.65658,-155.88108 -38.33545,-133.84974 -38.77721,-133.74513 -14.16703,-156.75504 -14.65658))",
 "Geometry POLYGON((109.57247 -1.19334,121.60308 14.76713,124.29571 19.66285,125.76444 23.08987,125.51964 25.29295,127.44184 27.69144,120.34304 31.36323,119.62555 29.21156,98.80189 12.26991,102.47368 4.68154,109.57247 -1.19334))",
 "Geometry POLYGON((32.95438 27.20188,39.5636 13.24906,44.21453 12.5147,38.33967 28.91538,32.95438 27.20188))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Porites"
 ]
}

 The dataset includes 3787 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003432-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nuvp2k
title: Occurrence Download

description: A dataset containing 17670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthus hodgsoni",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 17670 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003433-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/avcbei
title: Replication Data for: "Supreme Prejudice: Examining the Supreme Court’s Racial & Criminal Biases"

description: The U.S. Supreme Court is often regarded as an impartial arbiter of justice, yet various prejudices may influence its decisions. This article examines Supreme Court justices’ biases, focusing on how they invoke racialized stereotypes of criminality. We argue that justices are more likely to vote in favor of white, nonviolent litigants, reinforcing stereotypes that depict nonwhite defendants as inherently more criminal and violent. Drawing on the U.S. Supreme Court Database’s criminal procedure case outcomes from 2005–2017, combined with an original dataset of litigants’ racial identities, we estimate a series of multilevel logistic regressions. Our findings show that litigant race, crime type, and justice ideology jointly shape judicial votes. We further investigate how bias appears in justices’ written opinions, revealing language that perpetuates racialized conceptions of criminality. Overall, our results underscore the Court’s role in constructing what it means to be both “criminal” and “nonwhite,” suggesting that the Court is not a neutral interpreter of law, but an institution shaped by broader social and political biases.

This dataverse contains datasets and do files in Stata 17 format used for the article, "Supreme Prejudice: Examining the Supreme Court’s Racial & Criminal Biases" Published in the Journal of Race, Ethnicity, and Politics by Elizabeth A. Maltby and Abigail A. Matthews.
DOI: 10.15468/dl.sj22g4
title: Occurrence Download

description: A dataset containing 3538602 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation)",
 "Geometry POLYGON((-10876433.68466 30.67857,-10876440.7366 30.67857,-10876439.25757 18.05404,-10876433.0153 11.14678,-10876424.22941 9.33557,-10876417.31917 10.50245,-10876411.6207 10.84595,-10876408.13886 11.69961,-10876405.44835 9.98985,-10876405.68575 11.46704,-10876410.11718 13.78345,-10876414.77174 16.03222,-10876420.35165 17.02515,-10876423.23894 18.07473,-10876425.69205 20.24232,-10876425.53379 22.23366,-10876433.68466 30.67857))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3538602 records from 329 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003411-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.83a78j
title: Occurrence Download

description: A dataset containing 11861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthus richardi",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11861 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003434-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17172208
title: Modelling Decarbonisation Pathways in the Dominican Republic: A CLEWs Analysis of the Synergies and Trade-offs of Accelerated Coal Transition Dataset

description: Expanded Dominican Republic CLEWs Model Data (Corrected Waste Data)
DOI: 10.5281/zenodo.17172345
title: Modelling Decarbonisation Pathways in the Dominican Republic: A CLEWs Analysis of the Synergies and Trade-offs of Accelerated Coal Transition Dataset

description: Expanded Dominican Republic CLEWs Model Data (Corrected Waste Data)
DOI: 10.5281/zenodo.17171873
title: Detection of Void-Core Faraday Suppression with the LoTSS DR2 RM Grid

description: This dataset accompanies the first empirical test of the Ingress-Dimensional Interaction Hypothesis (IDIH): measuring differences in Faraday Rotation between the cores and walls of cosmic voids.

We use the LoTSS DR2 Rotation Measure Grid (2,461 polarised sources) cross-matched with the SDSS DR12 Consolidated Void Catalogue (~770 voids) and subtract the Galactic foreground using the Oppermann et al. (2015) Faraday map. Sources are assigned to void cores, walls, and control annuli scaled by void radius.

Results show that void cores exhibit systematically lower |RM| than void walls:Δ|RM| (Core − Wall) = –0.21 ± 0.27 rad m⁻².

The effect is modest in amplitude but robust across multiple tests: bootstrap resampling (95% CI entirely negative), jackknife sky sectors, wall annulus variations, and scrambled nulls. This constitutes the first observational evidence of void-core Faraday suppression, directly consistent with IDIH predictions of magneto-ionic thinning in underdense regions.

The deposit includes:



Input catalogues (LoTSS RM, Galactic template, DR12 voids).

Processed outputs (annulus means, Δ|RM| vs z, radial profiles, robustness tests).

Four reproducibility notebooks (Google Colab, Python/Jupyter).

Full README with references and instructions.


Citation: Pyatt, J. (2025). Detection of Void-Core Faraday Suppression with the LoTSS DR2 RM Grid. Zenodo.
DOI: 10.5281/zenodo.17171874
title: Detection of Void-Core Faraday Suppression with the LoTSS DR2 RM Grid

description: This dataset accompanies the first empirical test of the Ingress-Dimensional Interaction Hypothesis (IDIH): measuring differences in Faraday Rotation between the cores and walls of cosmic voids.

We use the LoTSS DR2 Rotation Measure Grid (2,461 polarised sources) cross-matched with the SDSS DR12 Consolidated Void Catalogue (~770 voids) and subtract the Galactic foreground using the Oppermann et al. (2015) Faraday map. Sources are assigned to void cores, walls, and control annuli scaled by void radius.

Results show that void cores exhibit systematically lower |RM| than void walls:Δ|RM| (Core − Wall) = –0.21 ± 0.27 rad m⁻².

The effect is modest in amplitude but robust across multiple tests: bootstrap resampling (95% CI entirely negative), jackknife sky sectors, wall annulus variations, and scrambled nulls. This constitutes the first observational evidence of void-core Faraday suppression, directly consistent with IDIH predictions of magneto-ionic thinning in underdense regions.

The deposit includes:



Input catalogues (LoTSS RM, Galactic template, DR12 voids).

Processed outputs (annulus means, Δ|RM| vs z, radial profiles, robustness tests).

Four reproducibility notebooks (Google Colab, Python/Jupyter).

Full README with references and instructions.


Citation: Pyatt, J. (2025). Detection of Void-Core Faraday Suppression with the LoTSS DR2 RM Grid. Zenodo.
DOI: 10.15468/dl.7smsbb
title: Occurrence Download

description: A dataset containing 795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthus rubescens",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 795 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003435-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nm53wv
title: Occurrence Download

description: A dataset containing 10835 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhus coriaria"
 ]
}

 The dataset includes 10835 records from 207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003436-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.buhect
title: Occurrence Download

description: A dataset containing 72078 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Medicago lupulina",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 72078 records from 462 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003418-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.