cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.cwua28
title: Occurrence Download

description: A dataset containing 2992 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Araucaria angustifolia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2992 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038993-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/qweitg
title: PAN-00165156 - terra sigillata kom type Drag. 37 (EG)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00165156&lt;/p&gt;
description: Modified: 2025-10-15T10:27:13+02:00
DOI: 10.15468/dl.st4r9q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sicista armenica",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038995-251120083545085/datasets/export for details.
DOI: 10.15468/dl.adymgn
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spinther oniscoides",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 65 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038996-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z458rg
title: Occurrence Download

description: A dataset containing 119885 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bacterial 16s Amplicon Sequencing of the Atlantic Ocean"
 ]
}

 The dataset includes 119885 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038983-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/6997bz
title: PAN-00175377 - seal lead with connecting strip

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00175377&lt;/p&gt;
description: Modified: 2025-10-29T14:48:19+01:00
DOI: 10.34740/kaggle/dsv/14065787
title: Dataset Objects Launched into Outer Space UNOOSA
DOI: 10.15468/dl.eedhmy
title: Occurrence Download

description: A dataset containing 1189 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cricetomys emini"
 ]
}

 The dataset includes 1189 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038998-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3yfkqd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solomys salebrosus",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038999-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.17860374
title: Dataset for Manuscript "Beyond Ginibre statistics in open Floquet chaotic systems with localized leaks "

description: Auxiliary repository for the dataset.
DOI: 10.5281/zenodo.17860124
title: Dataset for Manuscript "Beyond Ginibre statistics in open Floquet chaotic systems with localized leaks "

description: Auxiliary repository for the dataset.
DOI: 10.17026/ar/l6h7yt
title: PAN-00163646 - terra sigillata kom type Drag. 37 (EG)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00163646&lt;/p&gt;
description: Modified: 2025-10-18T16:45:18+02:00
DOI: 10.3886/e241070
title: BRFSS GIS Data and Documentation

description: These files contain data and documentation, and are available in Zip Archive File (ZIP) format. The zip format contains one or more files within it and is compressed to minimize the file’s size. Use any zip utility to unzip these archives.<br><br>The zip files contain BRFSS data that is mapped for both the states and metropolitan/micropolitan statistical areas (MMSAs). In these data sets, the BRFSS data has been attached to shapefiles which can be viewed using different desktop GIS applications, for example, ArcGIS from ESRI. You can open the shapefiles in a desktop GIS application and generate your own maps using this data.<br><br>Because the BRFSS dataset has been censored by the Trump Administration, this dataset was pulled from a 2025-01-07 snapshot from the Internet Archive/Wayback Machine. Also included are screenshots of the FAQ page for the GIS data as it appeared on that date.
DOI: 10.3886/e241070v1
title: BRFSS GIS Data and Documentation

description: These files contain data and documentation, and are available in Zip Archive File (ZIP) format. The zip format contains one or more files within it and is compressed to minimize the file’s size. Use any zip utility to unzip these archives.<br><br>The zip files contain BRFSS data that is mapped for both the states and metropolitan/micropolitan statistical areas (MMSAs). In these data sets, the BRFSS data has been attached to shapefiles which can be viewed using different desktop GIS applications, for example, ArcGIS from ESRI. You can open the shapefiles in a desktop GIS application and generate your own maps using this data.<br><br>Because the BRFSS dataset has been censored by the Trump Administration, this dataset was pulled from a 2025-01-07 snapshot from the Internet Archive/Wayback Machine. Also included are screenshots of the FAQ page for the GIS data as it appeared on that date.
DOI: 10.15468/dl.vjnpgv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spalax istricus",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039001-251120083545085/datasets/export for details.
DOI: 10.15468/dl.47e4pb
title: Occurrence Download

description: A dataset containing 1260538 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Thryomanes bewickii)",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1951",
 "Year is less than or equal to 2024",
 "Month is greater than or equal to April",
 "Month is less than or equal to July",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 1260538 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038974-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2d9ydz
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spinther arcticus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 59 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039002-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qbzm76
title: Occurrence Download

description: A dataset containing 109583 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 29.085278",
 "DecimalLatitude is less than or equal to 34.085278",
 "DecimalLongitude is greater than or equal to 125.0",
 "DecimalLongitude is less than or equal to 130.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 109583 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038979-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e141121v3-192725
title: Historic Redlining Indicator for 2000, 2010, and 2020 US Census Tracts

description: The Home Owners’ Loan Corporation (HOLC) was a U.S. federal agency
that graded mortgage investment risk of neighborhoods across the U.S. between
1935 and 1940. HOLC residential security maps standardized neighborhood risk appraisal
methods that included race and ethnicity, pioneering the institutional logic of
residential “redlining.”
The Mapping Inequality Project digitized the HOLC mortgage
security risk maps from the 1930s. We overlaid the HOLC maps with 2010 and 2020 census tracts for 142
cities across the U.S. using ArcGIS and determined the proportion of HOLC
residential security grades contained within the boundaries. We assigned a numerical value to each HOLC risk category as
follows: 1 for “A” grade, 2 for “B” grade, 3 for “C” grade, and 4 for “D”
grade. We calculated a historic redlining score from the summed proportion of
HOLC residential security grades multiplied by a weighting factor based on area
within each census tract. A higher score means greater redlining of the census
tract. Continuous historic redlining score, assessing the degree of
“redlining,” as well as 4 equal interval divisions of redlining, can
be linked to existing data sources by census tract identifier allowing for one
form of structural racism in the housing market to be assessed with a variety
of outcomes. The 2010 files are set to census 2010 tract boundaries. The 2020 files use the new census 2020 tract boundaries, reflecting the increase in the number of tracts from 12,888 in 2010, to 13,488 in 2020. Use the 2010 HRI with decennial census 2010 or ACS 2010-2019 data. As of publication (10/15/2020) decennial census 2020 data for the P1 (population) and H1 (housing) files are available from census. Updated (8/9/2023) - The Historic Redlining Score has been renamed the Historic Redlining Indicator or HRI. The HRI has also been calculated for Census 2000 boundaries.
description: Smallest Geographic Unit: census tract
DOI: 10.17026/ar/ugv2gr
title: PAN-00182063 - Late Medieval/modern spoon B2

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00182063&lt;/p&gt;
description: Modified: 2025-11-07T12:19:50+01:00
DOI: 10.3886/e141121v3-192726
title: Historic Redlining Indicator for 2000, 2010, and 2020 US Census Tracts

description: The Home Owners’ Loan Corporation (HOLC) was a U.S. federal agency
that graded mortgage investment risk of neighborhoods across the U.S. between
1935 and 1940. HOLC residential security maps standardized neighborhood risk appraisal
methods that included race and ethnicity, pioneering the institutional logic of
residential “redlining.”
The Mapping Inequality Project digitized the HOLC mortgage
security risk maps from the 1930s. We overlaid the HOLC maps with 2010 and 2020 census tracts for 142
cities across the U.S. using ArcGIS and determined the proportion of HOLC
residential security grades contained within the boundaries. We assigned a numerical value to each HOLC risk category as
follows: 1 for “A” grade, 2 for “B” grade, 3 for “C” grade, and 4 for “D”
grade. We calculated a historic redlining score from the summed proportion of
HOLC residential security grades multiplied by a weighting factor based on area
within each census tract. A higher score means greater redlining of the census
tract. Continuous historic redlining score, assessing the degree of
“redlining,” as well as 4 equal interval divisions of redlining, can
be linked to existing data sources by census tract identifier allowing for one
form of structural racism in the housing market to be assessed with a variety
of outcomes. The 2010 files are set to census 2010 tract boundaries. The 2020 files use the new census 2020 tract boundaries, reflecting the increase in the number of tracts from 12,888 in 2010, to 13,488 in 2020. Use the 2010 HRI with decennial census 2010 or ACS 2010-2019 data. As of publication (10/15/2020) decennial census 2020 data for the P1 (population) and H1 (housing) files are available from census. Updated (8/9/2023) - The Historic Redlining Score has been renamed the Historic Redlining Indicator or HRI. The HRI has also been calculated for Census 2000 boundaries.
description: Smallest Geographic Unit: census tract
DOI: 10.6073/pasta/3228821b83152577e24843fecc0722d0
title: Algae, and Seagrass Coverage Relative to Presence of Sargassum in a Seagrass Meadow within Crandon Park, Florida, USA, March 2024 – March 2025

description: This package contains data on percent coverage of sargassum, seagrass, and algae recorded along 3 transects extending from the shoreline of Crandon Park, Florida from 2024-03-07 to 2025-03-26 as part of the Coastal Ecosystem-Research Experience for Teachers (CE-BIORETS) program. The data also include epiphyte-cover scores and water visibility, temperature, and salinity values. We placed a m^2 quadrat on the seafloor at 5-meter intervals along three 50-meter transects extending from the shoreline. We then recorded percent coverage of seagrass, algae, and sargassum taxa (to genus or species) and the epiphyte load within the quadrat. We also recorded water visibility, temperature, and salinity at the water surface along the transect. We collected these data to investigate the impact sargassum has on native seagrass meadows. Data collection for this project is complete
DOI: 10.15468/dl.6f662g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spalax uralensis",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039003-251120083545085/datasets/export for details.
DOI: 10.15468/dl.c9bpsa
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spinther citrinus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 30 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039006-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3vscfe
title: Occurrence Download

description: A dataset containing 501 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hirondellea"
 ]
}

 The dataset includes 501 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039005-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8xe3z3
title: Occurrence Download

description: A dataset containing 321 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trichechus senegalensis"
 ]
}

 The dataset includes 321 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039004-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/mnjsdt
title: PAN-00098654 - coin/coin-related, C. Considius Paetus, denarius

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00098654&lt;/p&gt;
description: Modified: 2025-10-21T09:20:22+02:00
DOI: 10.5281/zenodo.17860412
title: Data from: Combined legacy effects of drought and diverse plant residues: Fate and priming effects of glucose

description: Microbial community abundance and taxonomy data, CO2 emissions data, and soil property data associated with a controlled soil incubation experiment manipulating drought and plant residue diversity. These data are published in Soil Biology & Biochemistry (2025, DOI:10.1016/j.soilbio.2025.109983). Raw soil bacterial and fungal sequences are available in NCBI SRA under BioProject ID PRJNA1209072. The authors were supported with funding from the United States Department of Agriculture AFRI Competitive Grant (Award No. 2020–68013-30862).
DOI: 10.5281/zenodo.17860411
title: Data from: Combined legacy effects of drought and diverse plant residues: Fate and priming effects of glucose

description: Microbial community abundance and taxonomy data, CO2 emissions data, and soil property data associated with a controlled soil incubation experiment manipulating drought and plant residue diversity. These data are published in Soil Biology & Biochemistry (2025, DOI:10.1016/j.soilbio.2025.109983). Raw soil bacterial and fungal sequences are available in NCBI SRA under BioProject ID PRJNA1209072. The authors were supported with funding from the United States Department of Agriculture AFRI Competitive Grant (Award No. 2020–68013-30862).
DOI: 10.15468/dl.3t34jz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spilocuscus wilsoni",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039009-251120083545085/datasets/export for details.
DOI: 10.17026/ar/tyeh3k
title: PAN-00182037 - closed annular brooch with constriction group A2.2b

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00182037&lt;/p&gt;
description: Modified: 2025-11-03T14:45:13+01:00
DOI: 10.5281/zenodo.17860375
title: Minimal Reproducibility Package for "Computational Syntactic Clustering of Linear A"

description: Title:Minimal Reproducibility Package for “Computational Syntactic Clustering of Linear A”

Description:This archive contains the exact numerical values that appear in the main-text tables of the manuscript Computational Syntactic Clustering of Linear A submitted to PNAS.No synthetic, inferred, or reconstructed values are included.

The dataset provides the final outputs used in the manuscript’s illustrative examples, including:





12-dimensional archetype fingerprints (A–L) for the inscriptions HT6b, HT2, HT3, ZA20, and KN28 (from Table 2).




Macro-family assignments and probabilities for the same inscriptions (from the Results section).




Pairwise L1 distances and cluster IDs for representative tablets HT6b, ZA20, KN28, and HT3 (from Table 3).



These files are intended as a minimal transparency companion to the manuscript, allowing readers and reviewers to verify all numerical values that appear in the published tables.They do not constitute the full computational pipeline, tokenization system, or clustering model described in the Methods; rather, they serve as an archival record of the specific results presented in the manuscript.

A lightweight Jupyter notebook (pipeline.ipynb) documents the structure and contents of the CSV files and provides a simple loading and inspection interface.This notebook is descriptive and is not a reimplementation of the underlying analysis pipeline.

Contents of this archive:





data/fingerprints.csv — 12D archetype fingerprints




data/macro_families.csv — macro-family labels + probabilities




data/distances.csv — pairwise L1 distances and cluster IDs




code/pipeline.ipynb — minimal transparency notebook




README_FOR_PNAS.txt — description of files and reproducibility notes



All values in this deposit are directly extracted from the manuscript without modification.
DOI: 10.5281/zenodo.17860376
title: Minimal Reproducibility Package for "Computational Syntactic Clustering of Linear A"

description: Title:Minimal Reproducibility Package for “Computational Syntactic Clustering of Linear A”

Description:This archive contains the exact numerical values that appear in the main-text tables of the manuscript Computational Syntactic Clustering of Linear A submitted to PNAS.No synthetic, inferred, or reconstructed values are included.

The dataset provides the final outputs used in the manuscript’s illustrative examples, including:





12-dimensional archetype fingerprints (A–L) for the inscriptions HT6b, HT2, HT3, ZA20, and KN28 (from Table 2).




Macro-family assignments and probabilities for the same inscriptions (from the Results section).




Pairwise L1 distances and cluster IDs for representative tablets HT6b, ZA20, KN28, and HT3 (from Table 3).



These files are intended as a minimal transparency companion to the manuscript, allowing readers and reviewers to verify all numerical values that appear in the published tables.They do not constitute the full computational pipeline, tokenization system, or clustering model described in the Methods; rather, they serve as an archival record of the specific results presented in the manuscript.

A lightweight Jupyter notebook (pipeline.ipynb) documents the structure and contents of the CSV files and provides a simple loading and inspection interface.This notebook is descriptive and is not a reimplementation of the underlying analysis pipeline.

Contents of this archive:





data/fingerprints.csv — 12D archetype fingerprints




data/macro_families.csv — macro-family labels + probabilities




data/distances.csv — pairwise L1 distances and cluster IDs




code/pipeline.ipynb — minimal transparency notebook




README_FOR_PNAS.txt — description of files and reproducibility notes



All values in this deposit are directly extracted from the manuscript without modification.
DOI: 10.5281/zenodo.13993819
title: UBSIM dataset

description: Datasets for the paper "High-speed blind structured illumination microscopy via unsupervised algorithm unrolling". The mixed set psf 4 and 5 folders contain synthetic datasets and the code used to generate them. These data are used for training and evaluating the UBSIM models. Generalization data contains the data used for training and testing the models in the generalization figure. Experimental figure data contains the experimental data used in the live cell figure images and the supplementary videos.

Code for the UBSIM algorithm is available at: https://github.com/Zach-T-Burns/Unrolled-blind-SIM
DOI: 10.5281/zenodo.17852915
title: UBSIM dataset

description: Datasets for the paper "High-speed blind structured illumination microscopy via unsupervised algorithm unrolling". The mixed set psf 4 and 5 folders contain synthetic datasets and the code used to generate them. These data are used for training and evaluating the UBSIM models. Generalization data contains the data used for training and testing the models in the generalization figure. Experimental figure data contains the experimental data used in the live cell figure images and the supplementary videos.

Code for the UBSIM algorithm is available at: https://github.com/Zach-T-Burns/Unrolled-blind-SIM
DOI: 10.15468/dl.6vgsnz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Suncus mertensi",
 "HasCoordinate is TRUE"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039013-251120083545085/datasets/export for details.
DOI: 10.17026/ar/dk3vtc
title: PAN-00182013 - open plain arm ring with single knobbed terminals

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00182013&lt;/p&gt;
description: Modified: 2025-11-02T11:28:42+01:00