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

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opisthoproctus soleatus Vaillant, 1888",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((26.9648 1.8496,17.9648 1.8496,17.9648 -7.1504,26.9648 -7.1504,26.9648 1.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011496-250525065834625/datasets/export for details.
DOI: 10.15468/dl.58xssq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opisthoproctus soleatus Vaillant, 1888",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((26.9648 28.8496,17.9648 28.8496,17.9648 19.8496,26.9648 19.8496,26.9648 28.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011498-250525065834625/datasets/export for details.
DOI: 10.15468/dl.v8sabj
title: Occurrence Download

description: A dataset containing 499 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 Coreopsis tinctoria Nutt.",
 "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 499 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011499-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgrpeb
title: Occurrence Download

description: A dataset listing the 263 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Specimen, Fossil, Living Specimen)",
 "DatasetKey is Liste de quelques espèces à statuts particuliers de l'herbier du Centre National de Floristique (CNF) en Côte d'Ivoire",
 "Geometry POLYGON((-23.64723 0.24421,12.64723 0.24421,12.64723 14.75579,-23.64723 14.75579,-23.64723 0.24421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 263 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011493-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15560659
title: supplement data-FLPT awards
DOI: 10.5281/zenodo.15560660
title: supplement data-FLPT awards
DOI: 10.5281/zenodo.15561197
title: supplement data-FLPT awards
DOI: 10.15468/dl.wvmeq9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opisthoproctus soleatus Vaillant, 1888",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((26.9648 19.8496,17.9648 19.8496,17.9648 10.8496,26.9648 10.8496,26.9648 19.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011500-250525065834625/datasets/export for details.
DOI: 10.15468/dl.qg8uys
title: Occurrence Download

description: A dataset containing 439 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 Corethrogyne filaginifolia (Hook. & Arn.) Nutt.",
 "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 439 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011501-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j5udnf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opisthoproctus soleatus Vaillant, 1888",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((17.949 -34.5253,17.9648 -34.5378,17.9648 -34.1504,17.8905 -34.1504,17.949 -34.5253))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011502-250525065834625/datasets/export for details.
DOI: 10.15468/dl.bvgdxx
title: Occurrence Download

description: A dataset containing 150 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 Corispermum hyssopifolium L.",
 "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 150 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011504-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ybhwg8
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opisthoproctus soleatus Vaillant, 1888",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((17.9945 31.4042,17.9648 31.4107,17.9648 28.8496,26.9648 28.8496,26.9648 31.9498,25.9351 32.1234,25.521 32.0431,25.1292 32.4448,23.62 32.6843,23.2184 33.1274,22.2555 33.4227,21.6592 33.4362,20.3254 32.9854,19.735 32.5293,19.425 31.8208,19.6247 31.1033,19.1159 30.7686,17.9945 31.4042))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011505-250525065834625/datasets/export for details.
DOI: 10.15468/dl.tdukzp
title: Occurrence Download

description: A dataset containing 1534133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Fungi"
 ]
}

 The dataset includes 1534133 records from 802 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011487-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17866/rd.salford.29107370
title: 19/05/2025 - Nelson and Colne

description: 2hr lecture and workshop delivered by Christopher Turner on colonialism and the Other in Dracula, with a comparative reading of Olive Schreiner's The Story of an African Farm<br><br>Students: 11<br>Teacher: 1<br><br>Data collected: questionnaires and postcards<br>Available via figshare
DOI: 10.15468/dl.85cqf5
title: Occurrence Download

description: A dataset containing 639 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((47.5765 -9.75821, 47.65734 -9.75821, 47.65734 -9.698097, 47.5765 -9.698097, 47.5765 -9.75821))"
 ]
}

 The dataset includes 639 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009859-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6j5jmf
title: Occurrence Download

description: A dataset containing 154089 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 Lolium perenne L.",
 "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 154089 records from 454 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009985-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15557779
title: cBioPortal Content Chroma Databases for LangChain LLM Chatbot Applications

description: Contains vector databases for cBioPortal documentation, Google Groups, and study articles; data collected around July 2024. 

Needs .env with following keys with FIXME edited. API keys are needed to embed an example user query in "chroma_vectorstore_example.py" to retrieve related documents.

AZURE_OPENAI_ENDPOINT="https://FIXME.openai.azure.com"AZURE_OPENAI_API_KEY="FIXME"AZURE_OPENAI_API_VERSION="2023-05-15"

Install

uv venvsource .venv/bin/activateuv pip install -r pyproject.toml

Run

python chroma_vectorstore_example.py
DOI: 10.5281/zenodo.15563435
title: cBioPortal Content Chroma Databases for LangChain LLM Chatbot Applications

description: Contains vector databases for cBioPortal documentation, Google Groups, and study articles; data collected around July 2024. 

Needs .env with following keys with FIXME edited. API keys are needed to embed an example user query in "chroma_vectorstore_example.py" to retrieve related documents.

AZURE_OPENAI_ENDPOINT="https://FIXME.openai.azure.com"AZURE_OPENAI_API_KEY="FIXME"AZURE_OPENAI_API_VERSION="2023-05-15"

Install

uv venvsource .venv/bin/activateuv pip install -r pyproject.toml

Run

python chroma_vectorstore_example.py
DOI: 10.15468/dl.twfhf3
title: Occurrence Download

description: A dataset containing 5929 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 (Gallus gallus (Linnaeus, 1758))",
 "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 5929 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016210-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38hhjx
title: Occurrence Download

description: A dataset containing 613 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dorcus hopei"
 ]
}

 The dataset includes 613 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049587-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11999871
title: BOS Kemdikbud
DOI: 10.48472/datapb/hrr9t1
title: Biodiversidade de Equinodermos da Paraíba, Brasil

description: A única fonte para a construção deste dataset foi a Coleção de Equinodermos da Coleção de Invertebrados Paulo Young da Universidade Federal da Paraíba (CIPYUFPB), localizada no estado da Paraíba, Brasil. A coleção de Invertebrados Paulo Young possui mais de 20 mil lotes, dos quais mais de 3 mil pertencem à coleção de Echinodermata. Para o repositório DATAPB foi realizada uma seleção de registros apenas para o estado da Paraíba, Brasil. Os dados fornecem informações sobre a ocorrência e distribuição geográfica de diferentes espécies de equinodermos em várias localidades do litoral paraibano.
DOI: 10.5281/zenodo.14205358
title: Model for Predicting the Hydraulic Conductivity of Frozen Soils Using the Soil Freezing Characteristic Curve

description: This is the data used in this manuscript.
DOI: 10.5281/zenodo.15548587
title: Model for Predicting the Hydraulic Conductivity of Frozen Soils Using the Soil Freezing Characteristic Curve

description: This is the data used in this manuscript.
DOI: 10.5281/zenodo.14205357
title: Model for Predicting the Hydraulic Conductivity of Frozen Soils Using the Soil Freezing Characteristic Curve

description: This is the data used in this manuscript.
DOI: 10.5281/zenodo.15548604
title: Model for Predicting the Hydraulic Conductivity of Frozen Soils Using the Soil Freezing Characteristic Curve

description: This is the data used in this manuscript.
DOI: 10.5281/zenodo.17525961
title: OSSGameBench: A Large-Scale Dataset of Contributor Activities in the Open-Source Video Games

description: Video games are a distinct type of software that engage users through deeply immersive and interactive experiences. Yet, unlike other types of software where standardized benchmark datasets have accelerated research on downstream tasks such as defect localization and repair, the game development domain lacks comparable resources that reflect its distinctive characteristics. For instance, defects in games often arise from the complex interplay between source code (e.g., C++ files) and non-code assets (e.g., graphics files), whereas in other software, such complications are less prevalent. Therefore, specialized datasets are required to capture these multidisciplinary demands unique to game development. Unavailability of such specialized datasets limits the analysis, development, and evaluation of data-driven solutions tailored to game development. To fill this void, we introduce OSSGameBench, a curated benchmark dataset derived from 950 open-source repositories in GitHub, encompassing both playable video games and essential game development tools (e.g., engines, frameworks). The dataset contains issues, comments, commits, pull requests, and review comments, with explicit mappings among these entities to enable future research aimed at improving the full spectrum of game development.

In this Zenodo repository, we will include the OSSGameBench dataset and the replication package, which contains the scripts used to collect and analyze the data. Please check the README.md file and our Online Appendix.pdf for detailed instructions on how to use our dataset and/or execute these scripts.

Please cite our paper:

@inproceedings{marsad2026msrdata,
  Author = {Marsad, Faiz and Weeraddana, Nimmi},
  Title = {{OSSGameBench: A Large-Scale Dataset of Contributor Activities in the Open-Source Video Games}},
  Year = {2026},
  Booktitle = {Proc. of the International Conference on Mining Software Repositories (MSR)}
}
DOI: 10.5281/zenodo.18359123
title: OSSGameBench: A Large-Scale Dataset of Contributor Activities in the Open-Source Video Games

description: Video games are a distinct type of software that engage users through deeply immersive and interactive experiences. Yet, unlike other types of software where standardized benchmark datasets have accelerated research on downstream tasks such as defect localization and repair, the game development domain lacks comparable resources that reflect its distinctive characteristics. For instance, defects in games often arise from the complex interplay between source code (e.g., C++ files) and non-code assets (e.g., graphics files), whereas in other software, such complications are less prevalent. Therefore, specialized datasets are required to capture these multidisciplinary demands unique to game development. Unavailability of such specialized datasets limits the analysis, development, and evaluation of data-driven solutions tailored to game development. To fill this void, we introduce OSSGameBench, a curated benchmark dataset derived from 950 open-source repositories in GitHub, encompassing both playable video games and essential game development tools (e.g., engines, frameworks). The dataset contains issues, comments, commits, pull requests, and review comments, with explicit mappings among these entities to enable future research aimed at improving the full spectrum of game development.

In this Zenodo repository, we will include the OSSGameBench dataset and the replication package, which contains the scripts used to collect and analyze the data. Please check the README.md file and our Online Appendix.pdf for detailed instructions on how to use our dataset and/or execute these scripts.

Please cite our paper:

@inproceedings{marsad2026msrdata,
  Author = {Marsad, Faiz and Weeraddana, Nimmi},
  Title = {{OSSGameBench: A Large-Scale Dataset of Contributor Activities in the Open-Source Video Games}},
  Year = {2026},
  Booktitle = {Proc. of the International Conference on Mining Software Repositories (MSR)}
}
DOI: 10.15468/dl.acr2jz
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ficus religiosa",
 "Year 1950-2020"
 ]
}

 The dataset includes 99 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009115-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18359241
title: TELEKOMMUNIKATSIYA TARMOQLARIDA DDOS HUJUMLARIGA QARSHI MUDOFAA MEXANIZMLARINI TADQIQ QILISH

description:  Ushbu maqolada telekommunikatsiya tarmoqlarida yuzaga keladigan DDoS hujumlarining mohiyati, ularning tarmoq infratuzilmasiga ta’siri hamda bunday hujumlarga qarshi qo‘llanilayotgan zamonaviy mudofaa mexanizmlari ilmiy-nazariy va amaliy jihatdan tadqiq etilgan. Tadqiqot jarayonida DDoS hujumlarining shakllanish mexanizmlari, aniqlash va bartaraf etish usullari, shuningdek yangi avlod telekommunikatsiya tarmoqlarida ushbu tahdidlarning o‘ziga xos jihatlari tahlil qilingan. Maqolada ko‘p qatlamli, avtomatlashtirilgan va intellektual himoya yondashuvlarining ahamiyati asoslab berilib, telekommunikatsiya tarmoqlarining barqarorligi va axborot xavfsizligini ta’minlash bo‘yicha xulosalar keltirilgan.
DOI: 10.5281/zenodo.18359242
title: TELEKOMMUNIKATSIYA TARMOQLARIDA DDOS HUJUMLARIGA QARSHI MUDOFAA MEXANIZMLARINI TADQIQ QILISH

description:  Ushbu maqolada telekommunikatsiya tarmoqlarida yuzaga keladigan DDoS hujumlarining mohiyati, ularning tarmoq infratuzilmasiga ta’siri hamda bunday hujumlarga qarshi qo‘llanilayotgan zamonaviy mudofaa mexanizmlari ilmiy-nazariy va amaliy jihatdan tadqiq etilgan. Tadqiqot jarayonida DDoS hujumlarining shakllanish mexanizmlari, aniqlash va bartaraf etish usullari, shuningdek yangi avlod telekommunikatsiya tarmoqlarida ushbu tahdidlarning o‘ziga xos jihatlari tahlil qilingan. Maqolada ko‘p qatlamli, avtomatlashtirilgan va intellektual himoya yondashuvlarining ahamiyati asoslab berilib, telekommunikatsiya tarmoqlarining barqarorligi va axborot xavfsizligini ta’minlash bo‘yicha xulosalar keltirilgan.
DOI: 10.34943/803d369a-87c1-45a3-ad88-387599a2d1a4
title: Mantis Conductivity Temperature Depth Deployed 2024-10-04

description: The Sea-Bird SeaCAT SBE19plus V2 7876 was deployed on 2024-10-04 on Mantis. This Remotely Operated Vehicle is operated by CanPac Marine Services Inc. This device is a Conductivity Temperature Depth. Conductivity Temperature Depth (CTD) is an instrument package that contains sensors for measuring the conductivity, temperature, and pressure of seawater. Salinity, sound velocity, depth and density are variables that can be derived from sensor measurements. CTDs can carry additional instruments and sensors such as oxygen sensors, turbidity sensors and fluorometers. It was deployed on a mobile platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.34943/e7a839e5-e1ad-4a8f-a77b-dc2f844c5cb5
title: Mantis Oxygen Sensor Deployed 2024-10-04

description: The SeaBird 43 Oxygen (S/N 1238) was deployed on 2024-10-04 on Mantis. This Remotely Operated Vehicle is operated by CanPac Marine Services Inc. This device is a Oxygen Sensor. Oxygen sensors measure dissolved oxygen concentration in seawater. It was deployed on a mobile platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.