cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.26027/datavi1x45
title: A Refractometer for Measuring Thermohaline Density Microstructure in the Ocean

description: &lt;p&gt;
Here we report an optical sensor for measuring millimeter-scale thermohaline density variations in the ocean. The instrument is based on a fiber Fabry-Perot white light interferometer which can resolve the refractive index of water to better than 2 x 10-8 within a sample volume smaller than 1 mm3 at a sample rate of 500 Hz. This equates to detectable absolute salinity variations of 0.0001 g/kg, temperature variations smaller than 0.0007°C, and density variations of 0.00007 kg/m3. Data collected from laboratory characterization and a field deployment suggest the sensor could be useful as a gradiometer for measuring diapycnal mixing down to sub-millimeter scales. While obtaining high absolute accuracy in refractive index and density was not a primary consideration, the sensor was designed with such an eventual goal in mind, and various aspects of achieving it are discussed.
&lt;/p&gt;
&lt;p&gt;
These csv files correspond to the raw data that was used to generate Figures 4, and 6-13.
&lt;/p&gt;
DOI: 10.15468/dl.2h65a4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ziziphus mauritiana",
 "Country is Egypt",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023961-250717081556266/datasets/export for details.
DOI: 10.15468/dl.xfd9ej
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023962-250717081556266/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/12538078
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.m4z9pa
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Merremia peltata",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023963-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ngewc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ziziphus mauritiana",
 "Country is Eritrea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023965-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.16284549
title: LIGO Gravitational Wave Strain Data - GW150914 and GW170817 Events

description: High-resolution gravitational wave strain data from LIGO Hanford and Livingston detectors for the historic first detection (GW150914) and first neutron star merger detection (GW170817). Contains calibrated h(t) strain time series with detailed noise characterization. Original source: https://www.gw-openscience.org/ and https://ui.adsabs.harvard.edu/abs/2016PhRvL.116f1102A
DOI: 10.5281/zenodo.16284550
title: LIGO Gravitational Wave Strain Data - GW150914 and GW170817 Events

description: High-resolution gravitational wave strain data from LIGO Hanford and Livingston detectors for the historic first detection (GW150914) and first neutron star merger detection (GW170817). Contains calibrated h(t) strain time series with detailed noise characterization. Original source: https://www.gw-openscience.org/ and https://ui.adsabs.harvard.edu/abs/2016PhRvL.116f1102A
DOI: 10.15468/dl.rbyv9x
title: Occurrence Download

description: A dataset containing 140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficopomatus enigmaticus",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 140 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023964-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vktde
title: Occurrence Download

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

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023969-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dnqkam
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficopomatus enigmaticus",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023968-250717081556266/datasets/export for details.
DOI: 10.15468/dl.5fnxq5
title: Occurrence Download

description: A dataset containing 91552 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.33_1",
 "TaxonKey is one of (Amphibia, Reptilia, Reptilia, Reptilia, Reptilia)"
 ]
}

 The dataset includes 91552 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023935-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6m25pe
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Merremia peltata",
 "Country is Solomon Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023970-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jyq5ar
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dionda nubila"
 ]
}

 The dataset includes 82 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023972-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pba6kx
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ziziphus mauritiana",
 "Country is Ghana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023971-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xvax5t
title: Occurrence Download

description: A dataset containing 198 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "MULTIPOLYGON Z (((-77.08127 38.91404 0, -77.08136 38.91437 0, -77.08129 38.9141 0, -77.08127 38.91404 0)), ((-77.08129 38.9141 0, -77.08147 38.91458 0, -77.08158 38.91481 0, -77.08171 38.91525 0, -77.08207 38.91585 0, -77.0825 38.91577 0, -77.08257 38.91556 0, -77.08254 38.91533 0, -77.08252 38.91506 0, -77.08253 38.91478 0, -77.08266 38.91467 0, -77.08325 38.91457 0, -77.08304 38.91423 0, -77.08295 38.91404 0, -77.08278 38.91393 0, -77.08227 38.9137 0, -77.08198 38.91347 0, -77.08172 38.91315 0, -77.08162 38.91307 0, -77.08153 38.91302 0, -77.08149 38.91304 0, -77.08135 38.91324 0, -77.08127 38.91339 0, -77.08126 38.91361 0, -77.08129 38.9141 0)))"
 ]
}

 The dataset includes 198 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023974-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5kdczh
title: Occurrence Download

description: A dataset containing 195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neovison vison",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 195 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023973-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bq2rg6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Merremia peltata",
 "Country is Tonga",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023975-250717081556266/datasets/export for details.
DOI: 10.15468/dl.pepcd5
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Merremia peltata",
 "Country is Vanuatu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 33 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023977-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13286305
title: BTS Results

description:  

BTS Documentation can be found in the wiki corresponding to the Bitbucket repository:https://bitbucket.org/wanglab-upenn/bts-docker/wiki/Home

To run the test dataset, follow the instructions described in "Getting Started":https://bitbucket.org/wanglab-upenn/bts-docker/wiki/Getting%20StartedSample data used during testing is available in the "BTS_Test_Dataset.zip" file.

Description of inputs and input parameters:https://bitbucket.org/wanglab-upenn/bts-docker/wiki/Usage%20ParametersAnnotation tracks used for evaluation are available in the "BTS_Annotation_Tracks.zip" file. 

Description of outputs:https://bitbucket.org/wanglab-upenn/bts-docker/wiki/BTS%20Outputs

Outputs of our analysis of 4 evaluation GWAS datasets are available in the "BTS_Results.zip" file. 



Coronary Artery Disease (CAD)

Inflammatory Bowel Disease (IBD)

Systemic Lupus Erythematosus (SLE)

Rheumatoid Arthritis (RA)
DOI: 10.5281/zenodo.14976500
title: BTS Results

description:  

BTS Documentation can be found in the wiki corresponding to the Bitbucket repository:https://bitbucket.org/wanglab-upenn/bts-docker/wiki/Home

To run the test dataset, follow the instructions described in "Getting Started":https://bitbucket.org/wanglab-upenn/bts-docker/wiki/Getting%20StartedSample data used during testing is available in the "BTS_Test_Dataset.zip" file.

Description of inputs and input parameters:https://bitbucket.org/wanglab-upenn/bts-docker/wiki/Usage%20ParametersAnnotation tracks used for evaluation are available in the "BTS_Annotation_Tracks.zip" file. 

Description of outputs:https://bitbucket.org/wanglab-upenn/bts-docker/wiki/BTS%20Outputs

Outputs of our analysis of 4 evaluation GWAS datasets are available in the "BTS_Results.zip" file. 



Coronary Artery Disease (CAD)

Inflammatory Bowel Disease (IBD)

Systemic Lupus Erythematosus (SLE)

Rheumatoid Arthritis (RA)
DOI: 10.15468/dl.p8c27t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ziziphus mauritiana",
 "Country is Grenada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023979-250717081556266/datasets/export for details.
DOI: 10.15468/dl.7tusv8
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficopomatus enigmaticus",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 27 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023980-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knw25j
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficopomatus enigmaticus",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 146 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023981-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32mnca
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Notropis nubilis"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023983-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16285216
title: Simulated multi-condition scRNA-seq data

description: This dataset contains simulated single-cell RNA sequencing data generated using scDesign3 to benchmark scCausalVI and other computational methods for analyzing perturbational single-cell experiments. The simulation is based on an IFN-beta stimulated PBMC dataset and includes 6,852 cells across four cell types (B cells, CD4+ naive T cells, CD14+ monocytes, and activated T cells) and three experimental conditions. The control group maintains natural cellular variations without perturbation effects, while two treatment groups introduce cell-type-specific condition effects: a 1.5-fold effect exclusively on CD4+ naive T cells in treatment 1, and a 2-fold effect exclusively on B cells in treatment 2. Each cell type-condition combination contains 571 cells, with expression profiles for 1,000 highly variable genes. This controlled simulation design enables systematic evaluation of methods that aim to disentangle inherent cellular heterogeneity from treatment-induced changes. The data is provided in standard single-cell analysis formats with accompanying metadata specifying cell type labels and experimental condition assignments.
DOI: 10.5281/zenodo.16285215
title: Simulated multi-condition scRNA-seq data

description: This dataset contains simulated single-cell RNA sequencing data generated using scDesign3 to benchmark scCausalVI and other computational methods for analyzing perturbational single-cell experiments. The simulation is based on an IFN-beta stimulated PBMC dataset and includes 6,852 cells across four cell types (B cells, CD4+ naive T cells, CD14+ monocytes, and activated T cells) and three experimental conditions. The control group maintains natural cellular variations without perturbation effects, while two treatment groups introduce cell-type-specific condition effects: a 1.5-fold effect exclusively on CD4+ naive T cells in treatment 1, and a 2-fold effect exclusively on B cells in treatment 2. Each cell type-condition combination contains 571 cells, with expression profiles for 1,000 highly variable genes. This controlled simulation design enables systematic evaluation of methods that aim to disentangle inherent cellular heterogeneity from treatment-induced changes. The data is provided in standard single-cell analysis formats with accompanying metadata specifying cell type labels and experimental condition assignments.
DOI: 10.15468/dl.xtmy85
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficopomatus enigmaticus",
 "Country is Romania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023982-250717081556266/datasets/export for details.
DOI: 10.15468/dl.3sqz3w
title: Occurrence Download

description: A dataset containing 54159 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 (Coccyzus minor)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 54159 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023940-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17909/ekjp-5b33
title: Data from JWST Observations of SN~2023ixf I: Completing the Early Multi-Wavelength Picture with Plateau-phase Spectroscopy

description: JWST NIRSpec and MIRI observations of the Type II supernova 2023ixf taken 33.6 days after explosion.
DOI: 10.15468/dl.uqquzw
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ziziphus mauritiana",
 "Country is Guinea",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023984-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cjnrya
title: Occurrence Download

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

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023986-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gmk8b2
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ziziphus mauritiana",
 "Country is Guyana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023985-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15803232
title: An Active Solar System Object Test Data Set

description: This data set contains the current draft version of an active object test data set constructed for use for the development and testing of active object (i.e., comet) detection and characterization algorithms.  It consists of real-world data containing detections of active solar system objects that represent a wide range of brightnesses and morphological properties that have had those properties classified and tabulated for use in developing and/or testing the effectiveness of active-object-related software for detections meeting certain criteria.  This data set is presented on behalf of the Rubin Observatory LSST Solar System Science Collaboration's Active Objects Working Group who defined the desired parameters of this test data set.
DOI: 10.5281/zenodo.15803233
title: An Active Solar System Object Test Data Set

description: This data set contains the current draft version of an active object test data set constructed for use for the development and testing of active object (i.e., comet) detection and characterization algorithms.  It consists of real-world data containing detections of active solar system objects that represent a wide range of brightnesses and morphological properties that have had those properties classified and tabulated for use in developing and/or testing the effectiveness of active-object-related software for detections meeting certain criteria.  This data set is presented on behalf of the Rubin Observatory LSST Solar System Science Collaboration's Active Objects Working Group who defined the desired parameters of this test data set.
DOI: 10.15468/dl.ft5r28
title: Occurrence Download

description: A dataset containing 8715 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neovison vison",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8715 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023988-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fsv4d2
title: Occurrence Download

description: A dataset containing 1173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ziziphus mauritiana",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1173 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023989-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7fy3vr
title: Occurrence Download

description: A dataset containing 447797 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Geometry POLYGON((-88.83308 1.02259,-80.47441 -19.96299,-75.85047 -23.87556,-72.64927 -30.81148,-44.72776 -31.16716,-31.21162 -7.15822,-39.57029 1.02259,-39.57029 14.00521,-88.83308 14.00521,-88.83308 1.02259))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 447797 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023966-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bsvmeu
title: Occurrence Download

description: A dataset containing 68554 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex humilis"
 ]
}

 The dataset includes 68554 records from 607 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023948-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.