cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17871937
title: Physiological and Subjective Evaluation of Music Processing Strategies for Hearing-Impaired Listeners: a pilot study

description: Subjective and Physiological Listener Responses to Music Processing Strategies for Music Listening (BAQ & Likeability Ratings, EDA, and PPG Data)

This dataset contains the raw and processed listener response data from a study evaluating three different machine learning / DSP models (E001, E021, and E022) developed as part of the EPSRC CADENZA Challenge. The experiment assessed listeners' perceptions of music quality and preference, alongside continuous, concurrent physiological measures.

The data is organized by participant and stimulus model, and includes:





Subjective Scores: Individual Basic Audio Quality (BAQ) and Likeability ratings (1-10 scale) for each processed music stimulus.




Physiological Measures: Time-series data from wrist-worn sensors, including Electrodermal Activity (EDA) and Photoplethysmography (PPG), recorded continuously during the listening task.




Processed Physiological Metrics: Extracted single-value metrics per stimulus, such as mean tonic EDA, phasic EDA variability, and heart rate variability (HRV) measures.
DOI: 10.5281/zenodo.17871938
title: Physiological and Subjective Evaluation of Music Processing Strategies for Hearing-Impaired Listeners: a pilot study

description: Subjective and Physiological Listener Responses to Music Processing Strategies for Music Listening (BAQ & Likeability Ratings, EDA, and PPG Data)

This dataset contains the raw and processed listener response data from a study evaluating three different machine learning / DSP models (E001, E021, and E022) developed as part of the EPSRC CADENZA Challenge. The experiment assessed listeners' perceptions of music quality and preference, alongside continuous, concurrent physiological measures.

The data is organized by participant and stimulus model, and includes:





Subjective Scores: Individual Basic Audio Quality (BAQ) and Likeability ratings (1-10 scale) for each processed music stimulus.




Physiological Measures: Time-series data from wrist-worn sensors, including Electrodermal Activity (EDA) and Photoplethysmography (PPG), recorded continuously during the listening task.




Processed Physiological Metrics: Extracted single-value metrics per stimulus, such as mean tonic EDA, phasic EDA variability, and heart rate variability (HRV) measures.
DOI: 10.17026/ar/c6tdit
title: PAN-00044088 - copper alloy nail with round flat head

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00044088&lt;/p&gt;
description: Modified: 2025-08-07T15:19:14+02:00
DOI: 10.15468/dl.jcvw5u
title: Occurrence Download

description: A dataset containing 3208203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Austria",
 "Year 2023-2025"
 ]
}

 The dataset includes 3208203 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041747-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybeafk
title: Occurrence Download

description: A dataset containing 1944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Atelopus ignescens"
 ]
}

 The dataset includes 1944 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041783-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.umfvyp
title: Occurrence Download

description: A dataset containing 682 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dalbergia poolii"
 ]
}

 The dataset includes 682 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041784-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyjstv
title: Occurrence Download

description: A dataset containing 383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((147.535465 -29.110081, 147.491015 -29.060134, 147.427393 -29.060134, 147.471825 -29.110081, 147.535465 -29.110081))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 383 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041781-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9m57n2
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brada granosa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 40 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041785-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4wxtue
title: Occurrence Download

description: A dataset containing 635 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Marsilea minuta",
 "Continent is Africa"
 ]
}

 The dataset includes 635 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041782-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.36dj5y
title: Occurrence Download

description: A dataset containing 37885 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sparisoma atomarium"
 ]
}

 The dataset includes 37885 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041786-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/039ybc
title: PAN-00010490 - Roman lock-pin type B

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00010490&lt;/p&gt;
description: Modified: 2025-08-11T14:44:57+02:00
DOI: 10.15468/dl.4jgbzd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((101.189 1.878181, 101.1187 1.872613, 101.050132 1.856045, 100.984985 1.828886, 100.924865 1.791806, 100.871253 1.745717, 100.825468 1.691755, 100.788637 1.631249, 100.761668 1.565691, 100.745222 1.496693, 100.739704 1.425956, 100.745249 1.355221, 100.761719 1.286229, 100.788708 1.22068, 100.825551 1.160187, 100.87134 1.106238, 100.924949 1.060163, 100.985056 1.023094, 101.050183 0.995945, 101.118727 0.979383, 101.189 0.973817, 101.259273 0.979383, 101.327817 0.995945, 101.392944 1.023094, 101.453051 1.060163, 101.50666 1.106238, 101.552449 1.160187, 101.589292 1.22068, 101.616281 1.286229, 101.632751 1.355221, 101.638296 1.425956, 101.632778 1.496693, 101.616332 1.565691, 101.589363 1.631249, 101.552532 1.691755, 101.506747 1.745717, 101.453135 1.791806, 101.393015 1.828886, 101.327868 1.856045, 101.2593 1.872613, 101.189 1.878181))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041789-251120083545085/datasets/export for details.
DOI: 10.15468/dl.4dd3y6
title: Occurrence Download

description: A dataset containing 3630 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leptoscarus vaigiensis"
 ]
}

 The dataset includes 3630 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041787-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4h26g5
title: Occurrence Download

description: A dataset containing 1944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Atelopus ignescens"
 ]
}

 The dataset includes 1944 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041792-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bwemwz
title: Occurrence Download

description: A dataset containing 1944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Atelopus ignescens"
 ]
}

 The dataset includes 1944 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041791-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/7193
title: tsynth
DOI: 10.15468/dl.a3zbe5
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pleroma ferricola"
 ]
}

 The dataset includes 40 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041793-251120083545085/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.30838715
title: A Chain-of-thought Reasoning Breast Ultrasound Dataset Covering All HisA Chain-of-thought Reasoning Breast Ultrasound Dataset Covering All Histopathology Categoriestopathology Categories

description: Breast ultrasound (BUS) is an essential tool for diagnosing breast lesions, with millions of examinations per year. However, publicly available high-quality BUS benchmarks for AI development are limited in data scale and annotation richness.In this work, we present BUS-CoT, a BUS dataset for chain-of-thought (CoT) reasoning analysis, which contains 11,439 ultrasound images from 11,850 lesions and 4,838 patients, covering all 99 WHO-defined histopathology categories. For model training and evaluation, we provide a curated high-quality subset of 5,163 lesion-focused images annotated by experienced radiologists.To facilitate research on incentivizing CoT reasoning, we construct the reasoning processes based on observation, feature, diagnosis and pathology labels, annotated and verified by experienced experts.Moreover, by covering lesions of all histopathology types, we aim to facilitate robust AI systems in rare cases, which can be error-prone in clinical practice.
DOI: 10.6084/m9.figshare.30838715.v1
title: A Chain-of-thought Reasoning Breast Ultrasound Dataset Covering All HisA Chain-of-thought Reasoning Breast Ultrasound Dataset Covering All Histopathology Categoriestopathology Categories

description: Breast ultrasound (BUS) is an essential tool for diagnosing breast lesions, with millions of examinations per year. However, publicly available high-quality BUS benchmarks for AI development are limited in data scale and annotation richness.In this work, we present BUS-CoT, a BUS dataset for chain-of-thought (CoT) reasoning analysis, which contains 11,439 ultrasound images from 11,850 lesions and 4,838 patients, covering all 99 WHO-defined histopathology categories. For model training and evaluation, we provide a curated high-quality subset of 5,163 lesion-focused images annotated by experienced radiologists.To facilitate research on incentivizing CoT reasoning, we construct the reasoning processes based on observation, feature, diagnosis and pathology labels, annotated and verified by experienced experts.Moreover, by covering lesions of all histopathology types, we aim to facilitate robust AI systems in rare cases, which can be error-prone in clinical practice.
DOI: 10.15468/dl.dm2mv9
title: Occurrence Download

description: A dataset containing 6844 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Aves [GBIF Backbone Taxonomy])",
 "StateProvince is one of (Magdalena)",
 "Geometry POLYGON((-74.21412 11.07414,-74.23366 11.0751,-74.23943 11.04979,-74.23046 11.04723,-74.20098 11.03858,-74.20515 11.07382,-74.21412 11.07414))"
 ]
 }
 ]
}

 The dataset includes 6844 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041794-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtr59c
title: Occurrence Download

description: A dataset containing 916 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melastomastrum capitatum",
 "Continent is Africa"
 ]
}

 The dataset includes 916 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041795-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvyyd7
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pareurythoe japonica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 113 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041796-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xz8hre
title: Occurrence Download

description: A dataset containing 212 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((146.997775 -29.147572, 146.954685 -29.099054, 146.892877 -29.099054, 146.935949 -29.147572, 146.997775 -29.147572))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 212 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041797-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/v8xxmy
title: PAN-00084926 - smelt waste or lump of copper-alloy

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00084926&lt;/p&gt;
description: Modified: 2025-07-11T09:45:48+02:00
DOI: 10.15468/dl.n4zfy7
title: Occurrence Download

description: A dataset containing 4442 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Hippocamelus",
 "Year 2010-2025"
 ]
}

 The dataset includes 4442 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041798-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vt5wwf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((99.724 1.880181, 99.6537 1.874613, 99.585131 1.858045, 99.51998500000001 1.830886, 99.45986499999999 1.793806, 99.40625199999999 1.747717, 99.360467 1.693755, 99.32363700000001 1.633249, 99.296667 1.567691, 99.28022199999999 1.498693, 99.274704 1.427956, 99.280249 1.357221, 99.296719 1.288229, 99.323708 1.22268, 99.360551 1.162187, 99.40634 1.108238, 99.459948 1.062163, 99.520056 1.025094, 99.585183 0.997945, 99.653727 0.981383, 99.724 0.975817, 99.794273 0.981383, 99.86281700000001 0.997945, 99.927944 1.025094, 99.988052 1.062163, 100.04166 1.108238, 100.087449 1.162187, 100.124292 1.22268, 100.151281 1.288229, 100.167751 1.357221, 100.173296 1.427956, 100.167778 1.498693, 100.151333 1.567691, 100.124363 1.633249, 100.087533 1.693755, 100.041748 1.747717, 99.988135 1.793806, 99.928015 1.830886, 99.862869 1.858045, 99.79430000000001 1.874613, 99.724 1.880181))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041799-251120083545085/datasets/export for details.
DOI: 10.15468/dl.ct9csj
title: Occurrence Download

description: A dataset containing 15846297 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Cathartes aura",
 "Year 2013-2025"
 ]
}

 The dataset includes 15846297 records from 461 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041745-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ru3aap
title: Occurrence Download

description: A dataset containing 485 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melliniella micrantha",
 "Continent is Africa"
 ]
}

 The dataset includes 485 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041801-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yd6u4d
title: Occurrence Download

description: A dataset containing 1042 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((150.809434 -29.264443, 150.763073 -29.213805, 150.698548 -29.213805, 150.744889 -29.264443, 150.809434 -29.264443))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1042 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041803-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sptfgj
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Praxillura ornata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041802-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/ve8sgd
title: PAN-00107987 - coin/coin-related, Constantinus II (337-340) ?, naar, nummus

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00107987&lt;/p&gt;
description: Modified: 2025-06-11T07:38:16+02:00
DOI: 10.3886/icpsr39361.v1
title: Federal Justice Statistics Program: Defendants in Federal Criminal Cases Filed in District Court, 2023
title: Version 1

description: The data contain records of defendants in criminal cases filed in United States District Court during fiscal year 2023. The data were constructed from the Administrative Office of the United States District Courts' (AOUSC) criminal file. Defendants in criminal cases may be either individuals or corporations. There is one record for each defendant in each case filed. Included in the records are data from court proceedings and offense codes for up to five offenses charged at the time the case was filed. (The most serious charge at termination may differ from the most serious charge at case filing, due to plea bargaining or action of the judge or jury.) In a case with multiple charges against the defendant, a "most serious" offense charge is determined by a hierarchy of offenses based on statutory maximum penalties associated with the charges. The data file contains variables from the original AOUSC files as well as additional analysis variables. Variables containing identifying information (e.g., name, Social Security number) were either removed, coarsened, or blanked in order to protect the identities of individuals. These data are part of a series designed by Abt Associates and the Bureau of Justice Statistics. Data and documentation were prepared by Abt Associates.
description: Datasets: 
DS1: Federal Justice Statistics Program: Defendants in Federal Criminal Cases Filed in District Court, 2023
description: Criminal cases filed in United States District Court during fiscal year 2023. Smallest Geographic Unit: United States
DOI: 10.3886/icpsr39361
title: Federal Justice Statistics Program: Defendants in Federal Criminal Cases Filed in District Court, 2023
title: Archival Version

description: The data contain records of defendants in criminal cases filed in United States District Court during fiscal year 2023. The data were constructed from the Administrative Office of the United States District Courts' (AOUSC) criminal file. Defendants in criminal cases may be either individuals or corporations. There is one record for each defendant in each case filed. Included in the records are data from court proceedings and offense codes for up to five offenses charged at the time the case was filed. (The most serious charge at termination may differ from the most serious charge at case filing, due to plea bargaining or action of the judge or jury.) In a case with multiple charges against the defendant, a "most serious" offense charge is determined by a hierarchy of offenses based on statutory maximum penalties associated with the charges. The data file contains variables from the original AOUSC files as well as additional analysis variables. Variables containing identifying information (e.g., name, Social Security number) were either removed, coarsened, or blanked in order to protect the identities of individuals. These data are part of a series designed by Abt Associates and the Bureau of Justice Statistics. Data and documentation were prepared by Abt Associates.
description: Datasets: 
DS1: Federal Justice Statistics Program: Defendants in Federal Criminal Cases Filed in District Court, 2023
description: Criminal cases filed in United States District Court during fiscal year 2023. Smallest Geographic Unit: United States