cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.eck6rv
title: Occurrence Download

description: A dataset containing 1763415 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fraxinus"
 ]
}

 The dataset includes 1763415 records from 4598 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005884-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcu7b2
title: Occurrence Download

description: A dataset containing 657 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-120.33641 46.71268,-118.58513 46.71268,-118.58513 47.66933,-120.33641 47.66933,-120.33641 46.71268))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lupinus L."
 ]
}

 The dataset includes 657 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015992-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4pazxe
title: Occurrence Download

description: A dataset containing 7334 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Machine Observation",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2015-2025"
 ]
}

 The dataset includes 7334 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015993-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15579100
title: Cosmic Static Cling Cosmology Dataset v2

description: This dataset contains cosmological simulations related to Cosmic Static Cling Cosmology (CSCC). It includes adhesion field data, filament density variations, LISA resonance spectra, and statistical tension measurements. Version 2 includes updated simulations and refined predictions.
DOI: 10.5281/zenodo.15579101
title: Cosmic Static Cling Cosmology Dataset v2

description: This dataset contains cosmological simulations related to Cosmic Static Cling Cosmology (CSCC). It includes adhesion field data, filament density variations, LISA resonance spectra, and statistical tension measurements. Version 2 includes updated simulations and refined predictions.
DOI: 10.7910/dvn/bjtlgp
title: Replication Data for: Cleavages, Institutions, and Democracy in Indonesia: The 2024 Elections in Comparative Perspective

description: Replication Data for Cleavages, Institutions, and Democracy in Indonesia: The 2024 Elections in Comparative Perspective, Journal of Current Southeast Asian Affairs
DOI: 10.15468/dl.4rtza5
title: Occurrence Download

description: A dataset containing 3826 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrocharis laevigata (Humb. & Bonpl. ex Willd.) Byng & Christenh."
 ]
}

 The dataset includes 3826 records from 219 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007223-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e227506
title: Data and Code for Universal Access to Counsel, Housing Court Filings, and Child Mental Health: Evidence From New York City

description: This paper examines the effect of housing
instability on homelessness and children’s health. Specifically, we examine
families who had a case filed against them in New York City (NYC) housing court.
We ask how receiving a possessory judgment, which is the first step towards
eviction, affects future housing stability and the physical and mental health
of children in affected families. We merge housing court records to Medicaid
claims, which feature detailed address histories, to track children’s health care
utilization and housing situations before and after housing case filings. Our results show that housing court filings
and possessory judgments lead to housing instability and homelessness even when
they do not lead to formal eviction. Adverse housing court outcomes, in turn, lead
to increased mental health diagnoses and treatment among school-aged children,
especially in those without previous mental health claims.

 In an
important extension to prior work, we

find that the right to counsel not only reduces
negative outcomes in housing court, but also improves housing stability and reduces
child mental health claims, suggesting that the benefits of universal access to
counsel go beyond the courtroom.
DOI: 10.3886/e227506v1
title: Data and Code for Universal Access to Counsel, Housing Court Filings, and Child Mental Health: Evidence From New York City

description: This paper examines the effect of housing
instability on homelessness and children’s health. Specifically, we examine
families who had a case filed against them in New York City (NYC) housing court.
We ask how receiving a possessory judgment, which is the first step towards
eviction, affects future housing stability and the physical and mental health
of children in affected families. We merge housing court records to Medicaid
claims, which feature detailed address histories, to track children’s health care
utilization and housing situations before and after housing case filings. Our results show that housing court filings
and possessory judgments lead to housing instability and homelessness even when
they do not lead to formal eviction. Adverse housing court outcomes, in turn, lead
to increased mental health diagnoses and treatment among school-aged children,
especially in those without previous mental health claims.

 In an
important extension to prior work, we

find that the right to counsel not only reduces
negative outcomes in housing court, but also improves housing stability and reduces
child mental health claims, suggesting that the benefits of universal access to
counsel go beyond the courtroom.
DOI: 10.5281/zenodo.17604490
title: EMTscore
DOI: 10.15468/dl.mny26b
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is Mexico",
 "Geometry POLYGON((-93.88566 14.88733,-90.96919 14.88733,-90.96919 17.53735,-93.88566 17.53735,-93.88566 14.88733))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Brahea dulcis"
 ]
}

 The dataset includes 30 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032004-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gzhczx
title: Occurrence Download

description: A dataset containing 57074 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Didelphis virginiana"
 ]
}

 The dataset includes 57074 records from 236 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031989-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17604719
title: SI to Profiling the endocrine-disrupting properties of triazines, triazoles, and short-chain PFAS

description: SI to Profiling the endocrine-disrupting properties of triazines, triazoles, and short-chain PFAS stored here as a data repository
DOI: 10.5281/zenodo.17604718
title: SI to Profiling the endocrine-disrupting properties of triazines, triazoles, and short-chain PFAS

description: SI to Profiling the endocrine-disrupting properties of triazines, triazoles, and short-chain PFAS stored here as a data repository
DOI: 10.15468/dl.p2en67
title: Occurrence Download

description: A dataset containing 3408 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((153.32988 -27.98508,153.33645 -27.9846,153.34239 -27.97738,153.33645 -27.97546,153.33613 -27.97,153.32667 -27.9692,153.32587 -27.97209,153.31625 -27.97033,153.31336 -27.96455,153.31785 -27.95669,153.30037 -27.95381,153.2978 -27.94483,153.28161 -27.9429,153.28 -27.96134,153.28337 -27.96391,153.27952 -27.98283,153.28642 -27.98332,153.28353 -27.99294,153.29091 -27.9931,153.29363 -27.98412,153.29877 -27.98508,153.30117 -27.98059,153.31128 -27.98235,153.31336 -27.97866,153.32202 -27.97866,153.32443 -27.98203,153.32988 -27.98508))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 3408 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032007-251025141854904/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/13724596
title: Chromatin immunoprecipitation sequencing
DOI: 10.15468/dl.hkzj6f
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (University of Michigan Museum of Zoology, Division of Mammals, NHMO Mammal collection, Museum of Comparative Zoology, Harvard University, The mammals collection (ZM) of the Muséum national d'Histoire naturelle (MNHN - Paris), NMNH Extant Specimen Records (USNM, US), Natural History Museum (London) Collection Specimens, Field Museum of Natural History (Zoology) Mammal Collection, Naturalis Biodiversity Center (NL) - Mammalia, INSDC Sequences, AMNH Mammal Collections)",
 "TaxonKey is Tupaia dorsalis"
 ]
}

 The dataset's 1 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032001-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17604726
title: SI to PFAS-exposed zebrafish embryos show impaired innate immune response after infection with mycobacteria

description: SI to PFAS-exposed zebrafish embryos show impaired innate immune response after infection with mycobacteria stored here as a data repository
DOI: 10.5281/zenodo.17604727
title: SI to PFAS-exposed zebrafish embryos show impaired innate immune response after infection with mycobacteria

description: SI to PFAS-exposed zebrafish embryos show impaired innate immune response after infection with mycobacteria stored here as a data repository
DOI: 10.15468/dl.ccz8ar
title: Occurrence Download

description: A dataset containing 1496 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cannabis sativa"
 ]
}

 The dataset includes 1496 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005154-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13927601
title: An Audit of Machine Learning Experiments on Software Defect Prediction - Dataset

description: CleanAnalysed_auditDF.csv:This CSV file contains anonymized data used in the audit of machine learning experiments on software defect prediction. The dataset includes variables and performance metrics extracted from studies published between 2019 and 2023. It supports the audit's evaluation of study reproducibility and issues related to experimental design and statistical analysis. This data can be used for replication and further analysis of the trends and reproducibility issues identified in the paper.

ML_Audit_Aug2025.Rmd:This RMarkdown file contains the analysis script used for the statistical analysis and audit of the machine learning experiments reviewed in the study. It includes the procedures for data preprocessing, statistical evaluations, and reproducibility assessments. The script is integral for replicating the audit results presented in the paper and can be used by other researchers to perform similar audits or extend the analysis on different datasets.
DOI: 10.5281/zenodo.17696089
title: An Audit of Machine Learning Experiments on Software Defect Prediction - Dataset

description: CleanAnalysed_auditDF.csv:This CSV file contains anonymized data used in the audit of machine learning experiments on software defect prediction. The dataset includes variables and performance metrics extracted from studies published between 2019 and 2023. It supports the audit's evaluation of study reproducibility and issues related to experimental design and statistical analysis. This data can be used for replication and further analysis of the trends and reproducibility issues identified in the paper.

ML_Audit_Aug2025.Rmd:This RMarkdown file contains the analysis script used for the statistical analysis and audit of the machine learning experiments reviewed in the study. It includes the procedures for data preprocessing, statistical evaluations, and reproducibility assessments. The script is integral for replicating the audit results presented in the paper and can be used by other researchers to perform similar audits or extend the analysis on different datasets.
DOI: 10.34740/kaggle/dsv/13847440
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.hw8hbc
title: Occurrence Download

description: A dataset containing 148436 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Psittacula eupatria, Psittacula eupatria nipalensis, Psittacula eupatria magnirostris, Psittacula eupatria siamensis, Psittacula eupatria eupatria, Psittacula eupatria avensis)"
 ]
}

 The dataset includes 148436 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005146-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30691601
title: <b>Incorporating building morphology information at different scales for urban land use mapping</b>

description: Substitute demo/mocked data of 'Incorporating building morphology information at different scales for urban land use mapping'.
DOI: 10.6084/m9.figshare.30691601.v2
title: <b>Incorporating building morphology information at different scales for urban land use mapping</b>

description: Substitute demo/mocked data of 'Incorporating building morphology information at different scales for urban land use mapping'.
DOI: 10.6084/m9.figshare.30691601.v1
title: <b>Incorporating building morphology information at different scales for urban land use mapping</b>

description: Substitute demo/mocked data of 'Incorporating building morphology information at different scales for urban land use mapping'.
DOI: 10.15468/dl.mfts5v
title: Occurrence Download

description: A dataset containing 686373 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta",
 "Year 2000-2005"
 ]
}

 The dataset includes 686373 records from 413 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005147-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/gt45-xc95
title: "Joint Flow Size and Spread Measurement Dataset"

description: "dataset for joint flow size and spread measurement and anomaly detection"
DOI: 10.15468/dl.f7m76a
title: Occurrence Download

description: A dataset containing 4187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Africa, Asia)",
 "Geometry POLYGON((-31.59797 50.64545,-18.54826 20.19611,27.30142 2.08696,54.73986 15.71534,75.0916 6.26633,90.10762 15.97078,107.91917 20.1258,110.10469 21.17154,116.2274 16.775,120.90781 1.64198,137.66205 -0.1301,122.66728 36.90812,126.11592 40.73868,129.70399 42.27405,130.32965 44.24044,134.61995 44.59796,138.87477 51.39477,83.27052 48.21949,-31.59797 50.64545))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Digitaria sanguinalis"
 ]
}

 The dataset includes 4187 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005155-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30691985
title: Sample location, physicochemical factor data, and data related to bacterial composition.

description: To elucidate the distribution patterns, abundances, and environmental drivers of Acidithiobacillus in global mining environments, this study systematically conducted an integrated analysis of worldwide samples collected over the past two decades. Based on the types of sampling matrices, a total of 800 AMD-related samples from across the globe were compiled. These include 220 AMD water samples (from 33 sites), 195 tailings/rock samples (from 12 sites), 280 sediment/soil samples (from 29 sites), and 105 biofilm samples (from 8 sites). Concurrently, corresponding physicochemical parameters for the sampling sites were directly extracted from tables in the literature or digitally obtained using GetData (v2.25) from figures. Based on 16S rRNA sequencing data from 800 AMD-related samples with temporal dimensions across the globe, an integrated analysis of relative species abundance was performed. The study specifically focused on investigating the abundance of Acidithiobacillus and its influencing factors.<br>
DOI: 10.6084/m9.figshare.30691985.v1
title: Sample location, physicochemical factor data, and data related to bacterial composition.

description: To elucidate the distribution patterns, abundances, and environmental drivers of Acidithiobacillus in global mining environments, this study systematically conducted an integrated analysis of worldwide samples collected over the past two decades. Based on the types of sampling matrices, a total of 800 AMD-related samples from across the globe were compiled. These include 220 AMD water samples (from 33 sites), 195 tailings/rock samples (from 12 sites), 280 sediment/soil samples (from 29 sites), and 105 biofilm samples (from 8 sites). Concurrently, corresponding physicochemical parameters for the sampling sites were directly extracted from tables in the literature or digitally obtained using GetData (v2.25) from figures. Based on 16S rRNA sequencing data from 800 AMD-related samples with temporal dimensions across the globe, an integrated analysis of relative species abundance was performed. The study specifically focused on investigating the abundance of Acidithiobacillus and its influencing factors.<br>
DOI: 10.15468/dl.csx99d
title: Occurrence Download

description: A dataset containing 7345 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Europe",
 "TaxonKey is Erinaceus roumanicus",
 "Year 1970-2025"
 ]
}

 The dataset includes 7345 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005156-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17696253
title: soil parameters
DOI: 10.5281/zenodo.17696254
title: soil parameters
DOI: 10.5281/zenodo.17696071
title: Flexible prescribed performance tracking control for rigid satellite attitude system under external disturbances
DOI: 10.5281/zenodo.17696072
title: Flexible prescribed performance tracking control for rigid satellite attitude system under external disturbances
DOI: 10.5281/zenodo.17591826
title: Arctic Ocean Phytoplankton Functional Types from 2003 to 2024: Daily Outputs

description: Overview

This dataset includes the daily Phytoplankton Functional Types (PFTs) data on a Pan-Arctic scale from 2003 to 2024 (April to August). The data were produced by the Takuvik International Research Laboratory (Université Laval and CNRS, Québec, Canada) using the algorithm developed by Orkney et al. (2020), explained in detail in the “Supplemental Material” section of the article. The original algorithm was written in the R programming language and was provided by its author. It has been optimised for faster performance. 








Variables: Phytoplankton Functional Types (PFTs) 










Temporal resolutions: daily product. 










Spatial resolutions: 4 km  




To distinguish major phytoplankton functional types, the algorithm uses MODIS-Aqua ocean colour reflectance data as input. 

The original algorithm was developed and calibrated for the Labrador and Barents Seas, and additional work of validation is required when applying it to other Arctic regions.

Organization

There are 22 zipped files, one per year for the period 2003-2024, from April to August. Each zip file contains 154 daily data files in .parquet format, except for 2022, which contains 139 daily data files because there is no input MODIS-Aqua reflectance data between 1 April and 15 April.

Name convention

Filename: DATE.parquet

DATE in format yyyymmdd

yyyy = Four-digit year (e.g, 2003)

mm = Two-digit month from 04 (April) to 08 (August)

dd = Two-digit day, from 01 to 31

Output file

Each daily parquet file contains: 




Column Name
Type
Description 
Units


date
DATE
The date of observation 
-


year
DOUBLE 
The year of observation 
-


longitude
DOUBLE
The longitude
decimal degrees 


latitude
DOUBLE
The latitude 
decimal degrees 


pixel_class
VARCHAR
The pixel classification 
-


chlorophyll_guesses
DOUBLE




Chlorophyll-a concentration estimation 


mg/m3


rrs_412
DOUBLE




Remote sensing reflectance at 412 nm 


sr-1 


rrs_443
DOUBLE




Remote sensing reflectance at 443 nm 


sr-1


rrs_469 
DOUBLE




Remote sensing reflectance at 469 nm 


sr-1


rrs_488 
DOUBLE




Remote sensing reflectance at 488 nm 


sr-1


rrs_531
DOUBLE




Remote sensing reflectance at 531 nm 


sr-1


rrs_547
DOUBLE




Remote sensing reflectance at 547 nm 


sr-1


rrs_555
DOUBLE




Remote sensing reflectance at 555 nm 


sr-1


rrs_645 
DOUBLE




Remote sensing reflectance at 645 nm 


sr-1


rrs_667 
DOUBLE




Remote sensing reflectance at 667 nm 


sr-1






rrs_678






DOUBLE






Remote sensing reflectance at 678 nm 






sr-1 






 

The pixel classification (pixel_class) is as follows:



coccolithophores

sediment

cdom

phaeocystis

ocean

diatoms