cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16176498
title: GPUEnergyIQ
title: A dataset comprising technical specifications of GPUs along with their energy efficiency metrics.

description: Graphics Processing Units (GPUs) have become strategic components in high-performance applications such as artificial intelligence and graphics rendering. To support more accurate hardware selection decisions, it is essential to have standardized and up-to-date technical information about GPUs. This paper presents GPUEnergyIQ, a dataset that compiles technical specifications and performance metrics of hundreds of GPU models, collected from public sources such as Kaggle, TechPowerUp, and PassMark. The dataset construction involved stages of data collection, cleaning, standardization, integration, and derivation of variables, including an efficiency metric based on the ratio between performance and energy consumption. GPUEnergyIQ can be applied in comparative analyses of GPUs from different manufacturers, categories, and generations, supporting studies on energy efficiency, technological evolution, and optimal hardware selection in academic, corporate, and high-performance computing contexts.
DOI: 10.5281/zenodo.16177321
title: 1-fatal-findings-cover-amharic.jpg
DOI: 10.5281/zenodo.16177322
title: 1-fatal-findings-cover-amharic.jpg
DOI: 10.15468/dl.gjx8yn
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clavibacter michiganensis",
 "Country is China",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014854-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrp8yv
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clavibacter michiganensis",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014855-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w927yr
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vvedenskyella kashgarica"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014856-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.16177025
title: Variación en precios de psicofármacos (Argentina, 2023-2024)

description: muestreo de siete drogas que aparecen mensualmente enel listado de precios de referencia del Ministerio de Salud Pública: carbamazepina,haloperidol, lamotrigina, levomepromazina, olanzapina, oxcarbazepina y risperidona, todasellas utilizadas para diversos trastornos mentales. La elección de estos medicamentosresponde a criterios de prevalencia en los tratamientos, así como a su presentación regular enlos listados de precios oficiales, asegurando que reflejen una muestra de la situación delmercado de medicamentos psicofarmacológicos en Argentina.
DOI: 10.5281/zenodo.16177026
title: Variación en precios de psicofármacos (Argentina, 2023-2024)

description: muestreo de siete drogas que aparecen mensualmente enel listado de precios de referencia del Ministerio de Salud Pública: carbamazepina,haloperidol, lamotrigina, levomepromazina, olanzapina, oxcarbazepina y risperidona, todasellas utilizadas para diversos trastornos mentales. La elección de estos medicamentosresponde a criterios de prevalencia en los tratamientos, así como a su presentación regular enlos listados de precios oficiales, asegurando que reflejen una muestra de la situación delmercado de medicamentos psicofarmacológicos en Argentina.
DOI: 10.15468/dl.mct93f
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ACV8789"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014857-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16176826
title: Bangladesh Legal Acts Dataset

description: This dataset provides a comprehensive, structured, and contextually enriched archive of 1,484 legal acts of Bangladesh spanning from 1799 to 2025. The data was scraped from the official Bangladesh Laws Portal, cleaned, and enhanced with historical government context and legal system metadata to support advanced legal, historical, and NLP research.

Each act is provided as structured JSON, with the following features:





Full section-wise text




Footnotes and metadata




Language classification (English, Bengali, Mixed)




Token counts for NLP applications




Government context: political system, leader, method of rule, and temporal period




Legal system context: legal framework, policing model, land relations, and historical description



The dataset supports applications in legal NLP, retrieval-augmented generation (RAG), cross-lingual law modeling, historical analysis of governance, and more.

 

Key Features:





Total Acts: 1,484




Total Sections: 35,633




Time Span: 1799–2025




Languages: English, Bengali, Mixed




Tokenized: Word-level token counts for each act




Historical Coverage: Company Rule, British Colonial Era, Pakistan Period, Post-Independence Bangladesh




Legal System Types: 12+ frameworks including Colonial, Military, Democratic systems




Format: JSON (with scripts for processing)



 

Usage:

This dataset is ready to be used for:





Legal corpus exploration




Time-series legal policy tracking




Machine learning and classification tasks




Retrieval and chatbot systems in Bangla/English




Multilingual document modeling



Scripts used for scraping, cleaning, and enrichment are included in the accompanying repository to ensure transparency and reproducibility.
DOI: 10.5281/zenodo.16176827
title: Bangladesh Legal Acts Dataset

description: This dataset provides a comprehensive, structured, and contextually enriched archive of 1,484 legal acts of Bangladesh spanning from 1799 to 2025. The data was scraped from the official Bangladesh Laws Portal, cleaned, and enhanced with historical government context and legal system metadata to support advanced legal, historical, and NLP research.

Each act is provided as structured JSON, with the following features:





Full section-wise text




Footnotes and metadata




Language classification (English, Bengali, Mixed)




Token counts for NLP applications




Government context: political system, leader, method of rule, and temporal period




Legal system context: legal framework, policing model, land relations, and historical description



The dataset supports applications in legal NLP, retrieval-augmented generation (RAG), cross-lingual law modeling, historical analysis of governance, and more.

 

Key Features:





Total Acts: 1,484




Total Sections: 35,633




Time Span: 1799–2025




Languages: English, Bengali, Mixed




Tokenized: Word-level token counts for each act




Historical Coverage: Company Rule, British Colonial Era, Pakistan Period, Post-Independence Bangladesh




Legal System Types: 12+ frameworks including Colonial, Military, Democratic systems




Format: JSON (with scripts for processing)



 

Usage:

This dataset is ready to be used for:





Legal corpus exploration




Time-series legal policy tracking




Machine learning and classification tasks




Retrieval and chatbot systems in Bangla/English




Multilingual document modeling



Scripts used for scraping, cleaning, and enrichment are included in the accompanying repository to ensure transparency and reproducibility.
DOI: 10.15468/dl.s36cj4
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum sphacioticum"
 ]
}

 The dataset includes 31 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014859-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9usr4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Hippopotamus amphibius)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014862-250717081556266/datasets/export for details.
DOI: 10.15468/dl.e58vvz
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Hippopotamus amphibius)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014861-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqfb3g
title: Occurrence Download

description: A dataset containing 192 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Weberbauera peruviana"
 ]
}

 The dataset includes 192 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014860-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16177413
title: 2-the-crystal-helix-amharic.jpg
DOI: 10.5281/zenodo.16177414
title: 2-the-crystal-helix-amharic.jpg
DOI: 10.15468/dl.ta7k7k
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Hippopotamus amphibius)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014863-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zyd5fa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia nilotica",
 "Country is Antigua and Barbuda",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014864-250717081556266/datasets/export for details.
DOI: 10.15468/dl.59t8wv
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia nilotica",
 "Country is Sri Lanka",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014865-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6exgf
title: Occurrence Download

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

 The dataset includes 62 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014867-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vveng6
title: Occurrence Download

description: A dataset containing 1059 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pennellia longifolia"
 ]
}

 The dataset includes 1059 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014866-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zypugz
title: Occurrence Download

description: A dataset containing 339 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Roeboides bouchellei"
 ]
}

 The dataset includes 339 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014868-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejyxqj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Hippopotamus amphibius)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014869-250717081556266/datasets/export for details.
DOI: 10.15468/dl.a6wjty
title: Occurrence Download

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

 The dataset includes 40 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014871-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9sz97y
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Hippopotamus amphibius)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014872-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16177513
title: 3-the-last-page-turned-amharic.jpg
DOI: 10.5281/zenodo.16177514
title: 3-the-last-page-turned-amharic.jpg
DOI: 10.5065/cc57-nk24
title: ICARUS Chamber Experiment: NCAR_20050325_ETHYL FORMATE_Chlorine radical_No Seed_Cl2 / Ethyl Formate Oxidation, 326 K, 500 Torr O2

description: Goals: Understand atmospheric oxidation of ethyl formate Specifically, understand behavior of the HC(=O)OCH(O.)CH3 radical (vs. temperature and O2 partial pressure).Summary: Quantify end-product formation in Cl-atom initiated oxidation of ethyl formate, vs. T and O2 partial pressure.Organization: NCAR Lab Affiliation: NCAR ACOM Boulder CO USA Chamber: NCAR First Floor Stainless SteelExperiment Category: Gas phase chemical reaction Oxidant: Chlorine radical Reactants: ETHYL FORMATE Reaction Type: Photooxidation Temperature: 53 Pressure: 760 Torr
DOI: 10.15468/dl.2yn6zv
title: Occurrence Download

description: A dataset containing 9131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Hippopotamus amphibius)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 9131 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014873-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5rf28h
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neovison vison",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014874-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahg7s2
title: Occurrence Download

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

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014875-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2h66h8
title: Occurrence Download

description: A dataset containing 1176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neovison vison",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1176 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014876-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wv99af
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Roeboides salvadoris"
 ]
}

 The dataset includes 103 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014878-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ym2d3y
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Isatis armena"
 ]
}

 The dataset includes 130 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014879-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a8nmhe
title: Occurrence Download

description: A dataset containing 19495 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lymantria dispar",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 19495 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014877-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqewxk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lymantria dispar",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014880-250717081556266/datasets/export for details.
DOI: 10.5065/f51f-h455
title: ICARUS Chamber Experiment: NCAR_20050325_ETHYL FORMATE_Chlorine radical_No Seed_Cl2 / Ethyl Formate Oxidation, 326 K, 50 Torr O2, #2

description: Goals: Understand atmospheric oxidation of ethyl formate Specifically, understand behavior of the HC(=O)OCH(O.)CH3 radical (vs. temperature and O2 partial pressure).Summary: Quantify end-product formation in Cl-atom initiated oxidation of ethyl formate, vs. T and O2 partial pressure.Organization: NCAR Lab Affiliation: NCAR ACOM Boulder CO USA Chamber: NCAR First Floor Stainless SteelExperiment Category: Gas phase chemical reaction Oxidant: Chlorine radical Reactants: ETHYL FORMATE Reaction Type: Photooxidation Temperature: 53 Pressure: 760 Torr