cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15310703
title: cerebellum recording with licking artifacts

description: Acute extracellular recording from the cerebellum of an awake, head-fixed mouse. The signals were collected using a Neuropixels version 2 probe with open ephys GUI. The signal is filtered by a bandpass filter, passband 1 to 6000 Hz. The continuous_cropped.dat is the first 5 minutes, and the last 128 channels cropped from the long recording. This data contains some licking artifacts during behavior tasks. It is useful for hardware stress tests.

Information related to the binary file:    probe: Neuropixels version 2 probes    duration: 5 minutes    data format: int16    channel number: 128 (the last 128 channels from the original recording)    bit resolution: 0.195 uV/bit    sampling rate: 30000 Hz
DOI: 10.5281/zenodo.15276488
title: CroQS Benchmark
title: Maybe you are looking for CroQS: Cross-modal Query Suggestion for Text-to-Image Retrieval
title: A Benchmark for Cross-modal Query Suggestion for Text-to-Image Retrieval

description: CroQS (Cross-modal Query Suggestion) v1.0.0 is a benchmark dataset designed to evaluate methods that generate improved textual queries guided by visual results, in the context of text-to-image retrieval. The dataset supports the task of generating query suggestions grounded in visual content, specifically helping users refine or reformulate queries based on result set clusters.

This version includes:





50 initial textual queries used to retrieve image sets from the MS COCO 2017 dataset.




295 manually defined semantic clusters, based on visual similarity or common properties in the image results.




8127 unique COCO images (referenced via URL, not redistributed directly).




Each query result set is manually grouped into 2 to 10 clusters (average ~5.9 clusters per query).




Each cluster is associated with a human-written query suggestion that describes the cluster's shared visual properties.



CroQS can be used to train or evaluate models for:





Query refinement and expansion




Multimodal and cross-modal retrieval




Cluster-based query suggestion




Vision-language understanding



For more details on the benchmark task and evaluation metrics, refer to our paper:

Maybe You Are Looking for CroQS: Cross-modal Query Suggestion for Text-to-Image Retrieval.In Proceedings of the 46th European Conference on Information Retrieval (ECIR 2025).Springer Link | arXiv:2412.13834

Website: https://paciosoft.com/CroQS-benchmark
DOI: 10.5281/zenodo.15276489
title: CroQS Benchmark
title: Maybe you are looking for CroQS: Cross-modal Query Suggestion for Text-to-Image Retrieval
title: A Benchmark for Cross-modal Query Suggestion for Text-to-Image Retrieval

description: CroQS (Cross-modal Query Suggestion) v1.0.0 is a benchmark dataset designed to evaluate methods that generate improved textual queries guided by visual results, in the context of text-to-image retrieval. The dataset supports the task of generating query suggestions grounded in visual content, specifically helping users refine or reformulate queries based on result set clusters.

This version includes:





50 initial textual queries used to retrieve image sets from the MS COCO 2017 dataset.




295 manually defined semantic clusters, based on visual similarity or common properties in the image results.




8127 unique COCO images (referenced via URL, not redistributed directly).




Each query result set is manually grouped into 2 to 10 clusters (average ~5.9 clusters per query).




Each cluster is associated with a human-written query suggestion that describes the cluster's shared visual properties.



CroQS can be used to train or evaluate models for:





Query refinement and expansion




Multimodal and cross-modal retrieval




Cluster-based query suggestion




Vision-language understanding



For more details on the benchmark task and evaluation metrics, refer to our paper:

Maybe You Are Looking for CroQS: Cross-modal Query Suggestion for Text-to-Image Retrieval.In Proceedings of the 46th European Conference on Information Retrieval (ECIR 2025).Springer Link | arXiv:2412.13834

Website: https://paciosoft.com/CroQS-benchmark
DOI: 10.5281/zenodo.14536804
title: Dataset for the TAF15 antibody screening study

description: This antibody characterization dataset is related to the F1000 research article openly available at F1000Research.

This project contains the underlying data included in a study which characterized five commercially available antibodies for TAF15. The original study is also available on the Zenodo YCharOS community (https://doi.org/10.5281/zenodo.10085319).
DOI: 10.5281/zenodo.14536805
title: Dataset for the TAF15 antibody screening study

description: This antibody characterization dataset is related to the F1000 research article openly available at F1000Research.

This project contains the underlying data included in a study which characterized five commercially available antibodies for TAF15. The original study is also available on the Zenodo YCharOS community (https://doi.org/10.5281/zenodo.10085319).
DOI: 10.15468/dl.th9wue
title: Occurrence Download

description: A dataset containing 3272 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Trisateles emortualis (Denis & Schiffermüller), 1775"
 ]
}

 The dataset includes 3272 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008300-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14503379
title: Dataset for the VAPB antibody screening study

description: This antibody characterization dataset is related to the F1000 research article openly available at F1000Research.

This project contains the underlying data included in a study which characterized six commercially available antibodies for VAPB. The original study is also available on the Zenodo YCharOS community (https://doi.org/10.5281/zenodo.13891570).
DOI: 10.5281/zenodo.14503380
title: Dataset for the VAPB antibody screening study

description: This antibody characterization dataset is related to the F1000 research article openly available at F1000Research.

This project contains the underlying data included in a study which characterized six commercially available antibodies for VAPB. The original study is also available on the Zenodo YCharOS community (https://doi.org/10.5281/zenodo.13891570).
DOI: 10.5281/zenodo.14502183
title: Dataset for the SCD1 antibody screening study

description: This antibody characterization dataset is related to the F1000 research article openly available at F1000Research.

This project contains the underlying data included in a study which characterized ten commercially available antibodies for SCD1. The original study is also available on the Zenodo YCharOS community (https://doi.org/10.5281/zenodo.13891494).
DOI: 10.5281/zenodo.14502182
title: Dataset for the SCD1 antibody screening study

description: This antibody characterization dataset is related to the F1000 research article openly available at F1000Research.

This project contains the underlying data included in a study which characterized ten commercially available antibodies for SCD1. The original study is also available on the Zenodo YCharOS community (https://doi.org/10.5281/zenodo.13891494).
DOI: 10.15468/dl.w2wcf5
title: Occurrence Download

description: A dataset containing 23561 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1980",
 "TaxonKey is one of (Python punctatus Merrem, 1820, Python spilotes (Lacépède, 1804), Python perronii Wagler, 1828, Python spilotus (Lacépède, 1804), Morelia mippughae Hoser, 2003, Morelia spilota (Lacépède, 1804), Morelia variegata Gray, 1842, Morelia metcalfei Wells & Wellington, 1985, Morelia argus Duméril & Bibron, 1844, Morelia cheynei Wells & Wellington, 1984, Morelia harrisoni Hoser, 2000, Morelia mcdowelli Wells & Wellington, 1984, Morelia wellsi Hoser, 2012, Coluber spilotus Lacépède, 1804)",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "HasCoordinate is true",
 {
 "not" : {
 "Country" : [
 "is one of (American Samoa, Guam, Northern Mariana Islands, Puerto Rico, United States Minor Outlying Islands, United States of America, Virgin Islands (U.S.))"
 ]
 }
 }
 ]
}

 The dataset includes 23561 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008302-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6euhgy
title: Occurrence Download

description: A dataset containing 33308 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1980",
 "TaxonKey is one of (Natrix maura (Linnaeus, 1758), Natrix ocellata Wagler, 1824, Natrix cherseoides Wagler, 1824, Coluber maurus Linnaeus, Natrix viperina (Sonnini & Latreille, 1802), Tropidonotus bonellii Fitzinger, 1853, Coluber terstriatus Duméril, 1840, Tropidonotus chersoides Duméril, Bibron & Duméril, 1854, Tropidonotus viperinus Boie, 1858)",
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 },
 "BasisOfRecord is one of (Human Observation, Observation, Specimen)",
 "HasCoordinate is true",
 {
 "not" : {
 "Country" : [
 "is one of (American Samoa, Guam, Northern Mariana Islands, Puerto Rico, United States Minor Outlying Islands, United States of America, Virgin Islands (U.S.))"
 ]
 }
 }
 ]
}

 The dataset includes 33308 records from 727 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008303-250426092105405/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.28874579
title: Semi structured interview questions (Covid-19 Cases)

description: Until the dawn: everyday experiences of people living with COVID-19 during the pandemic in Thailand
DOI: 10.6084/m9.figshare.28874579.v1
title: Semi structured interview questions (Covid-19 Cases)

description: Until the dawn: everyday experiences of people living with COVID-19 during the pandemic in Thailand
DOI: 10.15468/dl.vzd6m7
title: Occurrence Download

description: A dataset containing 22428 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Observation",
 "Continent is Oceania",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is CC-BY 4.0",
 "OccurrenceStatus is Present",
 "TaxonKey is Sarcophilus harrisii (Boitard, 1841)",
 "Year 2000-2025"
 ]
}

 The dataset includes 22428 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008304-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rhhtre
title: Occurrence Download

description: A dataset containing 670 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Apotomis capreana (Hübner, 1817)"
 ]
}

 The dataset includes 670 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008306-250426092105405/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/11628523
title: Mahanagar Yatayat Transport Dataset
DOI: 10.6084/m9.figshare.28904867
title: <b>Appendix 1. Statistical Descriptive</b>: Table 1.4 Crosstabulation between Permit and Gender

description: This table categorises business registration status across genders, distinguishing between businesses with full permits (NIBs) and those with local government permits (without NIBs).<b>Key Insights:</b><br><b>Businesses Without NIB (Local Permit)</b>:<b>Total</b>: 1,349 businesses.<b>Gender Breakdown</b>:<b>Men</b> own <b>441 businesses</b>, accounting for <b>32.7%</b> of this category.<b>Women</b> own <b>908 businesses</b>, making up <b>67.3%</b>.<b>Gender-Based Probability</b>:<b>96.3%</b> of all businesses owned by men operate <b>without NIB</b>.<b>94.4%</b> of businesses owned by women also <b>lack NIB</b>.<b>Businesses With NIB (Full/National Permit)</b>:<b>Total</b>: 71 businesses.<b>Gender Breakdown</b>:<b>Men</b> own <b>17 businesses</b> (23.9% of this category).<b>Women</b> own <b>54 businesses</b> (76.1%).<b>Gender-Based Probability</b>:Only <b>3.7%</b> of male-owned businesses <b>have NIB</b>.<b>5.6%</b> of female-owned businesses <b>have NIB</b>.<b>Overall Gender Representation</b>:<b>Men make up 32.3%</b> of the total sample (458 businesses).<b>Women dominate with 67.7%</b> (962 businesses).<b>Potential Research Implications</b>:<br><b>Regulatory Trends</b>: The data suggests that a majority of businesses operate under <b>local permits rather than national licensing</b>, which may reflect administrative barriers or informal business practices.<b>Gender and Business Formalisation: Women are more likely than men to own registered businesses, yet the overall percentage of businesses with NIBs is low, signalling potential challenges in compliance or accessibility.</b><b>Entrepreneurial Policy Considerations</b>: Findings may be relevant to shaping policies to encourage full registration (NIB) across genders and promote formalisation in business sectors.
DOI: 10.6084/m9.figshare.28904867.v1
title: <b>Appendix 1. Statistical Descriptive</b>: Crosstabulation between Permit and Gender

description: This table categorises business registration status across genders, distinguishing between businesses with full permits (NIBs) and those with local government permits (without NIBs).<b>Key Insights:</b><br><b>Businesses Without NIB (Local Permit)</b>:<b>Total</b>: 1,349 businesses.<b>Gender Breakdown</b>:<b>Men</b> own <b>441 businesses</b>, accounting for <b>32.7%</b> of this category.<b>Women</b> own <b>908 businesses</b>, making up <b>67.3%</b>.<b>Gender-Based Probability</b>:<b>96.3%</b> of all businesses owned by men operate <b>without NIB</b>.<b>94.4%</b> of businesses owned by women also <b>lack NIB</b>.<b>Businesses With NIB (Full/National Permit)</b>:<b>Total</b>: 71 businesses.<b>Gender Breakdown</b>:<b>Men</b> own <b>17 businesses</b> (23.9% of this category).<b>Women</b> own <b>54 businesses</b> (76.1%).<b>Gender-Based Probability</b>:Only <b>3.7%</b> of male-owned businesses <b>have NIB</b>.<b>5.6%</b> of female-owned businesses <b>have NIB</b>.<b>Overall Gender Representation</b>:<b>Men make up 32.3%</b> of the total sample (458 businesses).<b>Women dominate with 67.7%</b> (962 businesses).<b>Potential Research Implications</b>:<br><b>Regulatory Trends</b>: The data suggests that a majority of businesses operate under <b>local permits rather than national licensing</b>, which may reflect administrative barriers or informal business practices.<b>Gender and Business Formalisation: Women are more likely than men to own registered businesses, yet the overall percentage of businesses with NIBs is low, signalling potential challenges in compliance or accessibility.</b><b>Entrepreneurial Policy Considerations</b>: Findings may be relevant to shaping policies to encourage full registration (NIB) across genders and promote formalisation in business sectors.
DOI: 10.6084/m9.figshare.28904867.v2
title: <b>Appendix 1. Statistical Descriptive</b>: Table 1.4 Crosstabulation between Permit and Gender

description: This table categorises business registration status across genders, distinguishing between businesses with full permits (NIBs) and those with local government permits (without NIBs).<b>Key Insights:</b><br><b>Businesses Without NIB (Local Permit)</b>:<b>Total</b>: 1,349 businesses.<b>Gender Breakdown</b>:<b>Men</b> own <b>441 businesses</b>, accounting for <b>32.7%</b> of this category.<b>Women</b> own <b>908 businesses</b>, making up <b>67.3%</b>.<b>Gender-Based Probability</b>:<b>96.3%</b> of all businesses owned by men operate <b>without NIB</b>.<b>94.4%</b> of businesses owned by women also <b>lack NIB</b>.<b>Businesses With NIB (Full/National Permit)</b>:<b>Total</b>: 71 businesses.<b>Gender Breakdown</b>:<b>Men</b> own <b>17 businesses</b> (23.9% of this category).<b>Women</b> own <b>54 businesses</b> (76.1%).<b>Gender-Based Probability</b>:Only <b>3.7%</b> of male-owned businesses <b>have NIB</b>.<b>5.6%</b> of female-owned businesses <b>have NIB</b>.<b>Overall Gender Representation</b>:<b>Men make up 32.3%</b> of the total sample (458 businesses).<b>Women dominate with 67.7%</b> (962 businesses).<b>Potential Research Implications</b>:<br><b>Regulatory Trends</b>: The data suggests that a majority of businesses operate under <b>local permits rather than national licensing</b>, which may reflect administrative barriers or informal business practices.<b>Gender and Business Formalisation: Women are more likely than men to own registered businesses, yet the overall percentage of businesses with NIBs is low, signalling potential challenges in compliance or accessibility.</b><b>Entrepreneurial Policy Considerations</b>: Findings may be relevant to shaping policies to encourage full registration (NIB) across genders and promote formalisation in business sectors.
DOI: 10.15468/dl.tt9dvy
title: Occurrence Download

description: A dataset containing 1999434 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Insecta",
 "Year is 2013",
 "Month is August"
 ]
}

 The dataset includes 1999434 records from 1578 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008291-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.20391/d12394df-3a1f-4a30-ba05-fb2ba21371b0
title: Supporting data for "Extending Polymer Opal Structural Color Properties into the Near-Infrared"

description: Data associated with Figs 2, 3, 4, 5 and A2 in Rosetta et al. Micro 4, p387-400 (2024)
DOI: 10.15468/dl.d2bvf5
title: Occurrence Download

description: A dataset containing 6858 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Cameroon",
 "TaxonKey is Anopheles gambiae Giles, 1900"
 ]
}

 The dataset includes 6858 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290710-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bag88g
title: Occurrence Download

description: A dataset listing the 392 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fauna de Caño Cristales, Sierra de La Macarena, Meta - Colombia"
 ]
}

 The dataset's 392 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0278096-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y9jjkv
title: Occurrence Download

description: A dataset containing 246953 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "Locality is one of (PE Intervales, Serra dos Cocais--Parte Média, Serra dos Cocais--Parte Sul, Pico das Cabras--Museu Aberto de Astronomia e arre, Floresta Estadual Edmundo Navarro de Andrade, Serra do Japi--estrada da Laranja Azeda, PE Morro do Diabo, Indaiatuba--Sítio São Bento, ARIE Mata Santa Genebra, Estação Ecológica Caetetus, Estação Ecológica de Itirapina)",
 "PublishingOrg is e2e717bf-551a-4917-bdc9-4fa0f342c530"
 ]
}

 The dataset includes 246953 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0280625-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3c5buc
title: Occurrence Download

description: A dataset containing 30093729 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DOF/BirdLife Denmark - Observations from DOFbasen"
 ]
}

 The dataset includes 30093729 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290707-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fsv9d5
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Africa, North America, South America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Selaginella contigua Baker"
 ]
}

 The dataset includes 84 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0278140-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmtx5u
title: Occurrence Download

description: A dataset containing 12581 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Puma concolor (Linnaeus, 1771))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12581 records from 234 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0280627-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6u4pwd
title: Occurrence Download

description: A dataset containing 214 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Lipaugus streptophorus (Salvin & Godman, 1884))",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 214 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290676-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cug842
title: Occurrence Download

description: A dataset containing 18760 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation)",
 "Geometry POLYGON((-77.6 37,-76.6 37,-76.6 37.5,-77.6 37.5,-77.6 37))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Setophaga coronata (Linnaeus, 1766)",
 "Year 1993-2023"
 ]
}

 The dataset includes 18760 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0280665-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgj4jg
title: Occurrence Download

description: A dataset listing the 67873 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Observation.org, Nature data from around the World"
 ]
}

 The dataset's 67873 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0278120-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.