cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21233/r9z3-bs40
title: Bittoo Cave speleothem dataset

description: Raw data for the Bittoo Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/s99q-v947
title: Bittoo Cave speleothem dataset

description: Raw data for the Bittoo Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.18186962
title: CpHMD simulations and electrophysiology of sTeLIC

description: # Trajectories* 3 replicate 2-microsecond trajectories (1 ns/frame) for each of 2 systems under each of 2 pH conditions (12 total), with file names: ['open' (PDB ID: 9F5N) or 'closed' (PDB ID: 9EX6) starting structure]_['6.5' (resting) or '10' (activating) system pH]_[replicate ID '1', '2' or '3'].xtc

# 'preparation.zip'* Topology, force field and GROMACS parameter files for preparing the simulations, as well as a script for updating lambda coordinates between equilibration steps

# 'startingmodels.zip'* Starting models for each simulation system, with file names: ['open' (PDB ID: 9F5N) or 'closed' (PDB ID: 9EX6) starting structure]_['6.5' (resting) or '10' (activating) system pH].pdb

# 'lambdavalues.zip'* Values of each of 496 lambda coordinates during each simulation of each system, with directory names: ['open' (PDB ID: 9F5N) or 'closed' (PDB ID: 9EX6) starting structure]_['6.5' (resting) or '10' (activating) system pH]_[replicate ID '1', '2' or '3']_lambdavalues

# 'analysis.zip'* Data and relevant scripts for the analyses done in the paper * 'rmsd_data' contains rmsd values for C-alpha atoms in the ECD* 'interaction_data' contains interactions made by titratable residues in the system* 'domain_data' contains time-dependent geometric properties for each subunit across a given trajectory 

# 'sTeLIC_ephys.xlsx'* Individual peak current values with mean and standard-error calculations for electrophysiology data presented in the accompanying manuscript
DOI: 10.5281/zenodo.18186961
title: CpHMD simulations and electrophysiology of sTeLIC

description: # Trajectories* 3 replicate 2-microsecond trajectories (1 ns/frame) for each of 2 systems under each of 2 pH conditions (12 total), with file names: ['open' (PDB ID: 9F5N) or 'closed' (PDB ID: 9EX6) starting structure]_['6.5' (resting) or '10' (activating) system pH]_[replicate ID '1', '2' or '3'].xtc

# 'preparation.zip'* Topology, force field and GROMACS parameter files for preparing the simulations, as well as a script for updating lambda coordinates between equilibration steps

# 'startingmodels.zip'* Starting models for each simulation system, with file names: ['open' (PDB ID: 9F5N) or 'closed' (PDB ID: 9EX6) starting structure]_['6.5' (resting) or '10' (activating) system pH].pdb

# 'lambdavalues.zip'* Values of each of 496 lambda coordinates during each simulation of each system, with directory names: ['open' (PDB ID: 9F5N) or 'closed' (PDB ID: 9EX6) starting structure]_['6.5' (resting) or '10' (activating) system pH]_[replicate ID '1', '2' or '3']_lambdavalues

# 'analysis.zip'* Data and relevant scripts for the analyses done in the paper * 'rmsd_data' contains rmsd values for C-alpha atoms in the ECD* 'interaction_data' contains interactions made by titratable residues in the system* 'domain_data' contains time-dependent geometric properties for each subunit across a given trajectory 

# 'sTeLIC_ephys.xlsx'* Individual peak current values with mean and standard-error calculations for electrophysiology data presented in the accompanying manuscript
DOI: 10.21233/9j3r-9864
title: Bukit Assam Cave speleothem dataset

description: Raw data for the Bukit Assam Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.82144/4135f1a5
title: Happywhale - Humpback whale in South Pacific Ocean

description: Original provider:
Happywhale

Dataset credits:
Happywhale and contributors

Abstract:
Happywhale.com is a resource to help you know whales as individuals, and to benefit conservation science with rich data about individual whales.
DOI: 10.21233/z5d7-cn02
title: Huagapo Cave speleothem dataset

description: Raw data for the Huagapo Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/j8x8-1430
title: Klapferloch Cave speleothem dataset

description: Raw data for the Klapferloch Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/e69g-yt54
title: Kesang Cave speleothem dataset

description: Raw data for the Kesang Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/7x57-9412
title: Bittoo Cave speleothem dataset

description: Raw data for the Bittoo Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/pnf5-b736
title: Cold Water Cave speleothem dataset

description: Raw data for the Cold Water Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5281/zenodo.18262447
title: A Governance-Aware Synthetic Benchmark for Identity Resolution under Asymmetric Risk

description: This record contains a deterministic, governance-aware synthetic benchmark dataset for evaluating Identity Resolution (IR) and entity matching systems under asymmetric risk and signal conflict. The dataset is designed to stress-test governance-critical failure modes, particularly high-confidence false positive merges that can cause irreversible downstream impact in enterprise Master Data Management (MDM) and CRM systems.

The archive includes the synthetic pair dataset, base entity records, fixed train/validation/test split indices, configuration files, and reference experiment scripts corresponding to the results reported in the associated study. The dataset is generated using a fully deterministic pipeline with fixed random seeds and configuration parameters to ensure reproducibility. It comprises multiple conflict-oriented clusters that capture common and high-severity enterprise scenarios, including hard negatives with strong lexical, geospatial, and multi-signal contradictions.

This benchmark is intended to support research on risk-bounded decision policies, hard-negative evaluation, and governance-aware threshold selection beyond average-metric optimization (e.g., F1 or AUC). It is provided as a frozen archival snapshot to enable transparent evaluation and reuse in related identity resolution and record linkage studies.
DOI: 10.5281/zenodo.18262448
title: A Governance-Aware Synthetic Benchmark for Identity Resolution under Asymmetric Risk

description: This record contains a deterministic, governance-aware synthetic benchmark dataset for evaluating Identity Resolution (IR) and entity matching systems under asymmetric risk and signal conflict. The dataset is designed to stress-test governance-critical failure modes, particularly high-confidence false positive merges that can cause irreversible downstream impact in enterprise Master Data Management (MDM) and CRM systems.

The archive includes the synthetic pair dataset, base entity records, fixed train/validation/test split indices, configuration files, and reference experiment scripts corresponding to the results reported in the associated study. The dataset is generated using a fully deterministic pipeline with fixed random seeds and configuration parameters to ensure reproducibility. It comprises multiple conflict-oriented clusters that capture common and high-severity enterprise scenarios, including hard negatives with strong lexical, geospatial, and multi-signal contradictions.

This benchmark is intended to support research on risk-bounded decision policies, hard-negative evaluation, and governance-aware threshold selection beyond average-metric optimization (e.g., F1 or AUC). It is provided as a frozen archival snapshot to enable transparent evaluation and reuse in related identity resolution and record linkage studies.
DOI: 10.21233/5ekv-by38
title: Devils Hole speleothem dataset

description: Raw data for the Devils Hole speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/wvnb-qz32
title: Devils Hole speleothem dataset

description: Raw data for the Devils Hole speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/ja45-md92
title: Cold Water Cave speleothem dataset

description: Raw data for the Cold Water Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/czvt-mz83
title: Kni-51 speleothem dataset

description: Raw data for the Kni-51 speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/8caa-yk84
title: Bittoo Cave speleothem dataset

description: Raw data for the Bittoo Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/xzj8-c663
title: Kesang Cave speleothem dataset

description: Raw data for the Kesang Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/qs9q-9q75
title: Katerloch Cave speleothem dataset

description: Raw data for the Katerloch Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/kgy0-ft26
title: Korallgrottan Cave speleothem dataset

description: Raw data for the Korallgrottan Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/q504-ns26
title: Kesang Cave speleothem dataset

description: Raw data for the Kesang Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.2y7348
title: Occurrence Download

description: A dataset containing 18276 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-85.91619 30.88382,-83.12254 29.83244,-81.89093 30.97393,-82.31148 32.29567,-78.94707 35.69011,-80.62928 36.80156,-80.5692 37.55254,-78.28621 39.11459,-75.85302 39.26479,-71.8578 43.19994,-69.45465 44.58174,-70.23567 45.6932,-77.92574 46.35406,-78.52652 43.53037,-80.50912 41.36754,-82.55179 35.2996,-83.7834 32.08539,-87.26796 31.84508,-85.91619 30.88382))",
 "TaxonKey is Lithobates catesbeianus"
 ]
}

 The dataset includes 18276 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012759-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/6049-w375
title: Heifeng Cave speleothem dataset

description: Raw data for the Heifeng Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/6gw7-4325
title: Bittoo Cave speleothem dataset

description: Raw data for the Bittoo Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.15468/dl.ae8vfj
title: Occurrence Download

description: A dataset containing 116104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrobates pelagicus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-180 -90, 180 -90, 180 90, -180 90, -180 -90))"
 ]
}

 The dataset includes 116104 records from 264 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012726-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/rm49-9s29
title: Wah Shikhar Cave speleothem dataset

description: Raw data for the Wah Shikhar Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5883/ds-pdbl
title: Jakub Bienias, Lukasz Trebicki, Gabriela Karlik, Michal Grabowski

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.21233/rarr-dj48
title: Yamen Cave speleothem dataset

description: Raw data for the Yamen Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/4d2a-x442
title: El Condor Cave speleothem dataset

description: Raw data for the El Condor Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/3d9z-3r30
title: Chen Ha Cave speleothem dataset

description: Raw data for the Chen Ha Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/5wrt-az20
title: Cold Water Cave speleothem dataset

description: Raw data for the Cold Water Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/0sg0-nc12
title: Xiangshui Cave speleothem dataset

description: Raw data for the Xiangshui Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/2h9e-f753
title: Whiterock Cave speleothem dataset

description: Raw data for the Whiterock Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/94h3-b426
title: Kesang Cave speleothem dataset

description: Raw data for the Kesang Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/dbxd-5s47
title: Cueva Del Diamante speleothem dataset

description: Raw data for the Cueva Del Diamante speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/2m8g-n521
title: Milchbach Cave speleothem dataset

description: Raw data for the Milchbach Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.82144/c9fb0f03
title: Happywhale - Leopard seal in South Atlantic Ocean

description: Original provider:
Happywhale

Dataset credits:
Happywhale and contributors

Abstract:
Happywhale.com is a resource to help you know whales as individuals, and to benefit conservation science with rich data about individual whales.
DOI: 10.21233/kdyp-8g31
title: Jeita Cave speleothem dataset

description: Raw data for the Jeita Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.5883/ds-clerid01
title: Gabriela Perez-Lachaud, Chantal Poteaux, John M. Leavengood Jr., Jean-Paul Lachaud

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.82144/c74ff6f5
title: Happywhale - Bowhead in North Atlantic Ocean

description: Original provider:
Happywhale

Dataset credits:
Happywhale and contributors

Abstract:
Happywhale.com is a resource to help you know whales as individuals, and to benefit conservation science with rich data about individual whales.
DOI: 10.21233/7361-f457
title: Ball Gown Cave speleothem dataset

description: Raw data for the Ball Gown Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.82144/8f9b7114
title: Happywhale - Weddell seal in Southern Ocean

description: Original provider:
Happywhale

Dataset credits:
Happywhale and contributors

Abstract:
Happywhale.com is a resource to help you know whales as individuals, and to benefit conservation science with rich data about individual whales.
DOI: 10.82144/aecc434a
title: Happywhale - Leopard seal in Southern Ocean

description: Original provider:
Happywhale

Dataset credits:
Happywhale and contributors

Abstract:
Happywhale.com is a resource to help you know whales as individuals, and to benefit conservation science with rich data about individual whales.
DOI: 10.21233/sh5c-fz33
title: Sanbao Cave speleothem dataset

description: Raw data for the Sanbao Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.82144/a5d51fac
title: Happywhale - Long-finned pilot whale in North Atlantic Ocean

description: Original provider:
Happywhale

Dataset credits:
Happywhale and contributors

Abstract:
Happywhale.com is a resource to help you know whales as individuals, and to benefit conservation science with rich data about individual whales.
DOI: 10.21233/veb9-2m56
title: Sanbao Cave speleothem dataset

description: Raw data for the Sanbao Cave speleothem dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.