cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.hjdk53
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bombax ceiba",
 "Year 1960-2010"
 ]
}

 The dataset includes 48 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013615-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56jhrd
title: Occurrence Download

description: A dataset containing 771 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Shorea guiso"
 ]
}

 The dataset includes 771 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013614-260108223611665/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/14515246
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.bv7tw3
title: Occurrence Download

description: A dataset containing 1102916 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Cambodia",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1102916 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013569-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18264857
title: Money Flow Network: Campaign Contributions Among U.S. House Members (2007-2022)

description: Money Flow Network (MFN) is a longitudinal dataset of committee-mediated campaign contributions among sitting members of the U.S. House of Representatives across eight election cycles (2007–2008 to 2021–2022; 110th–117th Congresses). For each cycle, MFN provides (1) node attributes for all 435 elected representatives, (2) an aggregated directed edge list with dollar-valued weights and transaction counts, (3) transaction-level records with provenance fields that link back to FEC filings, and (4) a GraphML network file for direct use in network analysis tools.

This release (v2.0) is the complete version with transaction-level data for all cycles and edge weights equal to the sum of transaction amounts. The dataset supports weighted and temporal network analyses of intra-party resource transfers, including centrality and concentration measures, within-cycle timing analyses, and reproducible validation using transaction provenance fields.

Data source: public Federal Election Commission (FEC) records. Amounts are nominal (not inflation-adjusted). Some transactions can have negative values due to refunds or corrections.

Files are organized by election cycle: 07_08, 09_10, 11_12, 13_14, 15_16, 17_18, 19_20, 21_22. Each cycle contains nodes.csv, edges.csv, transactions.csv, and a GraphML file.

Contact: Yidan Sun (yidans@isi.edu).
DOI: 10.5281/zenodo.18264856
title: Money Flow Network: Campaign Contributions Among U.S. House Members (2007-2022)

description: Money Flow Network (MFN) is a longitudinal dataset of committee-mediated campaign contributions among sitting members of the U.S. House of Representatives across eight election cycles (2007–2008 to 2021–2022; 110th–117th Congresses). For each cycle, MFN provides (1) node attributes for all 435 elected representatives, (2) an aggregated directed edge list with dollar-valued weights and transaction counts, (3) transaction-level records with provenance fields that link back to FEC filings, and (4) a GraphML network file for direct use in network analysis tools.

This release (v2.0) is the complete version with transaction-level data for all cycles and edge weights equal to the sum of transaction amounts. The dataset supports weighted and temporal network analyses of intra-party resource transfers, including centrality and concentration measures, within-cycle timing analyses, and reproducible validation using transaction provenance fields.

Data source: public Federal Election Commission (FEC) records. Amounts are nominal (not inflation-adjusted). Some transactions can have negative values due to refunds or corrections.

Files are organized by election cycle: 07_08, 09_10, 11_12, 13_14, 15_16, 17_18, 19_20, 21_22. Each cycle contains nodes.csv, edges.csv, transactions.csv, and a GraphML file.

Contact: Yidan Sun (yidans@isi.edu).
DOI: 10.5281/zenodo.18265618
title: TPdsm: a method based on TabPFN for prediction of deleterious synonymous mutations

description: TPdsm is a predictive method specifically designed for deleterious synonymous mutations, and the pre-computed synonymous mutation prediction scores of TPdsm are provided here.
DOI: 10.5281/zenodo.18265619
title: TPdsm: a method based on TabPFN for prediction of deleterious synonymous mutations

description: TPdsm is a predictive method specifically designed for deleterious synonymous mutations, and the pre-computed synonymous mutation prediction scores of TPdsm are provided here.
DOI: 10.15468/dl.bbc2m6
title: Occurrence Download

description: A dataset containing 28386 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chenopodium glaucum"
 ]
}

 The dataset includes 28386 records from 559 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013616-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxv65c
title: Occurrence Download

description: A dataset containing 18497 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Alternanthera philoxeroides",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)"
 ]
}

 The dataset includes 18497 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013617-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.ecodb.00272
title: A dataset of carbon and water fluxes of the cropland ecosystem at Naiman Station from 2015 to 2020
title: 2015-2020年奈曼农田生态系统碳水通量观测数据集

description: This dataset includes the flux observation data of the cropland ecosystem at the Inner Mongolia Naiman Agro-ecosystem National Observation and Research Station from 2015 to 2020. We processed the raw observation data acquired by the eddy covariance system based on the ChinaFLUX data processing standards to produce this standardized dataset of ecosystem carbon and water fluxes and key meteorological elements. In this dataset, the annual data consists of 8 Excel data files, divided into two categories: LITE, which includes major fluxes and meteorological variables, and ALL, which adds data quality and interpolation indicators on the basis of LITE. Each category has four data files, including data files at four scales: half-hour (HH), day (DD), month (MM), and year (YY). 
description: This dataset includes the flux observation data of the cropland ecosystem at the Inner Mongolia Naiman Agro-ecosystem National Observation and Research Station from 2015 to 2020. We processed the raw observation data acquired by the eddy covariance system based on the ChinaFLUX data processing standards to produce this standardized dataset of ecosystem carbon and water fluxes and key meteorological elements. In this dataset, the annual data consists of 8 Excel data files, divided into two categories: LITE, which includes major fluxes and meteorological variables, and ALL, which adds data quality and interpolation indicators on the basis of LITE. Each category has four data files, including data files at four scales: half-hour (HH), day (DD), month (MM), and year (YY).
DOI: 10.15468/dl.h95gbk
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((109.35277 29.24421,145.64723 29.24421,145.64723 43.75579,109.35277 43.75579,109.35277 29.24421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Ixodes sinensis"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013618-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18265913
title: Data Perhitungan

description: The Air Handling Unit (AHU) is a critical component of HVAC systems, with the air filtration stage serving as the primary determinant of indoor air quality and overall system performance. Effective filtration is essential for removing particulate matter, microorganisms, and airborne contaminants, and it directly supports ISO 50001 implementation by minimizing pressure drop and reducing fan energy consumption. At Hospital X, the AHU plays a vital role in maintaining controlled air quality, temperature, and humidity. However, between January 2024 and May 2025, the hospital recorded three cases of Healthcare-Acquired Infection Syndrome (HAIS), suspected to be linked to suboptimal air quality. Maintenance records also revealed that approximately 63% of AHU failures originated from three key components: V-belts, motorized valves, and air filters, indicating deficiencies in maintenance practices. This study applies Reliability Centered Maintenance (RCM), supported by Failure Mode and Effect Analysis (FMEA) and Logic Tree Analysis (LTA), to determine optimal maintenance strategies. FMEA results show the highest risk priority number (RPN) for the V-belt (288), followed by the motorized valve (150), filter (96), fuse heater (48), and HMI (9). The resulting strategies—Time Directed, Condition Directed, Run to Failure, and Finding Failure—enable targeted maintenance. The study emphasizes that intelligent air filtration systems significantly enhance AHU reliability, reduce downtime, improve energy performance, and ensure infection-safe environments in healthcare facilities.
DOI: 10.5281/zenodo.18265912
title: Data Perhitungan

description: The Air Handling Unit (AHU) is a critical component of HVAC systems, with the air filtration stage serving as the primary determinant of indoor air quality and overall system performance. Effective filtration is essential for removing particulate matter, microorganisms, and airborne contaminants, and it directly supports ISO 50001 implementation by minimizing pressure drop and reducing fan energy consumption. At Hospital X, the AHU plays a vital role in maintaining controlled air quality, temperature, and humidity. However, between January 2024 and May 2025, the hospital recorded three cases of Healthcare-Acquired Infection Syndrome (HAIS), suspected to be linked to suboptimal air quality. Maintenance records also revealed that approximately 63% of AHU failures originated from three key components: V-belts, motorized valves, and air filters, indicating deficiencies in maintenance practices. This study applies Reliability Centered Maintenance (RCM), supported by Failure Mode and Effect Analysis (FMEA) and Logic Tree Analysis (LTA), to determine optimal maintenance strategies. FMEA results show the highest risk priority number (RPN) for the V-belt (288), followed by the motorized valve (150), filter (96), fuse heater (48), and HMI (9). The resulting strategies—Time Directed, Condition Directed, Run to Failure, and Finding Failure—enable targeted maintenance. The study emphasizes that intelligent air filtration systems significantly enhance AHU reliability, reduce downtime, improve energy performance, and ensure infection-safe environments in healthcare facilities.
DOI: 10.15468/dl.d3nubm
title: Occurrence Download

description: A dataset containing 164 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vatica harmandiana"
 ]
}

 The dataset includes 164 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013620-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.45pvk6
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Corchorus aestuans",
 "Year 1970-2000"
 ]
}

 The dataset includes 82 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013619-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2q3phj
title: Occurrence Download

description: A dataset containing 45193 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Living Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Moricandia arvensis, Moricandia foetida, Vella bourgaeana, Euzomodendron bourgaeanum, Carrichtera annua, Carrichtera annua, Carrichtera annua, Eruca vesicaria, Diplotaxis harra, Notoceras bicorne, Matthiola parviflora)"
 ]
}

 The dataset includes 45193 records from 235 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013621-260108223611665/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/12860994
title: World Weather Repository ( Daily Updating )
DOI: 10.15468/dl.7u935h
title: Occurrence Download

description: A dataset containing 2275 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tamarix gallica",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2275 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041732-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdf4wf
title: Occurrence Download

description: A dataset containing 261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tamarix gallica",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 261 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041734-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zamhhc
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tamarix gallica",
 "Country is Uruguay",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041735-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y7a43f
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Mesoptyelus"
 ]
}

 The dataset includes 191 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041733-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15534662
title: AITW: The Annotated In-the-Wild Dataset for Filtering of In-the-Wild Speech Data

description: The Annotated In-The-Wild (AITW) Dataset for Filtering of In-the-Wild Speech Data (v1.0 - Superseded)

! PLEASE USE THE MOST RECENT VERSION OF THIS DATASET FOUND HERE: https://zenodo.org/records/16937418

The Annotated In-The-Wild (AITW) dataset accompanies the paper “Whilter: A Whisper-based Data Filter for ‘in-the-wild’ Speech Corpora Using Utterance-level Multi-Task Classification”, accepted at Interspeech 2025 in Rotterdam. This dataset supports research into automated filtering of noisy or undesirable audio segments in large-scale, real-world speech corpora, particularly for training high-quality English TTS and ASR models.

AITW includes over 21,000 manually labeled audio samples (≈64 hours) from two popular in-the-wild speech datasets (Emilia and YODAS). Each audio clip is annotated at the utterance level with binary or numerical labels for five key properties.

Numerical labels:



Speaker count


Binary labels:



Non-English (foreign) language

Background music

Noisy or poor-quality speech

Synthetic (spoofed) speech


Annotations were performed by expert annotators using a custom Label Studio interface, with consistent guidelines applied across all tasks. This dataset enables the benchmarking of multi-task classification models like Whilter and comparison with single-task baselines.

AITW is designed to foster further research in scalable speech data curation and low-resource dataset bootstrapping. We encourage contributions and improvements through the included Label Studio GUI.

Files include:



Labeled audio metadata along with file maps which map back to the data in YODAS and Emilia (.csv or .json)

Interface config for Label Studio (.xml)


If you use this dataset, please cite:



W. Ravenscroft, G. Close, K. Bower-Morris, J. Stacey, D. Sityaev, K. Hong. “Whilter: A Whisper-based Data Filter for ‘in-the-wild’ Speech Corpora Using Utterance-level Multi-Task Classification,” Interspeech 2025.


License:

Creative Commons Attribution 4.0 International (CC BY 4.0)
DOI: 10.15468/dl.zgt886
title: Occurrence Download

description: A dataset containing 496 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hordeum bogdanii"
 ]
}

 The dataset includes 496 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041736-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.24403/jp.1490466
title: Editorial / Eure Redaktion LIT ERA TUR
DOI: 10.24403/jp.1492269
title: Editorial / Eure Redaktion LIT ERA TUR
DOI: 10.15468/dl.tedeqk
title: Occurrence Download

description: A dataset containing 16635 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Phalaris canariensis"
 ]
}

 The dataset includes 16635 records from 548 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041737-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4p3um
title: Occurrence Download

description: A dataset containing 463 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Caenotropus labyrinthicus)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 463 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041738-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xpw2jm
title: Occurrence Download

description: A dataset containing 587 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is NMNH Extant Specimen Records (USNM, US)",
 "TaxonKey is Orthetrum sabina"
 ]
}

 The dataset includes 587 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041739-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eze6ku
title: Occurrence Download

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

 The dataset includes 47 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041741-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5q4buu
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041740-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j45ssp
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tamarix parviflora",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041742-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15343354
title: Gaze data from dogs and humans

description: Eye gaze data from humans and dogs towards emotional facial expression images measured with an eye tracker.
DOI: 10.5281/zenodo.16935369
title: Bibliometric Dataset of Blockchain based Information Security and Privacy Research through computational literature review (CLR)

description: This dataset, “Bibliometric Dataset of Blockchain-based Information Security and Privacy Research through Computational Literature Review (CLR)”, compiles scholarly articles focusing on blockchain applications in information security and privacy. It includes bibliographic details such as authors, publication year, source titles, DOIs, affiliations, abstracts, author keywords, index keywords, citation counts, and document types. The dataset is curated through a computational literature review (CLR), enabling systematic analysis of research trends, citation impact, keyword networks, and emerging themes in blockchain-driven security and privacy solutions. It serves as a valuable resource for researchers, practitioners, and policymakers seeking insights into the evolving landscape of secure and privacy-preserving technologies.