cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.c7t3v9
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Uncaria gambir (W.Hunter) Roxb.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 55 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076610-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pz26h8
title: Occurrence Download

description: A dataset containing 95244 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euphorbia lathyris L.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 95244 records from 795 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0076599-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktcczy
title: Occurrence Download

description: A dataset containing 56640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (April, May, June, July, August)",
 "TaxonKey is one of (Urtica dioica L., Linum usitatissimum L.)"
 ]
}

 The dataset includes 56640 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013109-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15275243
title: ClinVar dataset cleaning

description: Contains all raw, intermediate, and final datasets used throughout the pipeline.
DOI: 10.5281/zenodo.15275244
title: ClinVar dataset cleaning

description: Contains all raw, intermediate, and final datasets used throughout the pipeline.
DOI: 10.15468/dl.8rgg6u
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyphantria cunea (Drury, 1773)",
 "Country is China",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 160 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023246-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/0gmt-fa58
title: Roddy Lake ostracode surface sample dataset

description: Raw data for the Roddy Lake ostracode surface sample 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: 10.21233/6kx5-2a35
title: LDDsite1904 water chemistry dataset

description: Raw data for the LDDsite1904 water chemistry 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.14768305
title: Supplemental material for the paper: "Understanding the Navigation of Robot Morphology Spaces Using Local Optima Network Analysis"
DOI: 10.5281/zenodo.14768306
title: Supplemental material for the paper: "Understanding the Navigation of Robot Morphology Spaces Using Local Optima Network Analysis"
DOI: 10.5281/zenodo.14768435
title: Supplemental material for the paper: "Understanding the Navigation of Robot Morphology Spaces Using Local Optima Network Analysis"
DOI: 10.5281/zenodo.14768661
title: Supplemental material for the paper: "Understanding the Navigation of Robot Morphology Spaces Using Local Optima Network Analysis"
DOI: 10.5281/zenodo.15373681
title: Supplemental material for the paper: "Understanding the Navigation of Robot Morphology Spaces Using Local Optima Network Analysis"
DOI: 10.21233/8a62-cy82
title: ABD181 pollen surface sample dataset

description: Raw data for the ABD181 pollen surface sample 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: 10.21233/9mdy-t607
title: Bass Cove ostracode surface sample dataset

description: Raw data for the Bass Cove ostracode surface sample 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/qwr5-w537
title: Kitamatsuno ostracode surface sample dataset

description: Raw data for the Kitamatsuno ostracode surface sample 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.6ux3dj
title: Occurrence Download

description: A dataset containing 20413 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Whale-Watching cetacean occurrences by Futurismo Azores Adventures from 2008 to 2018 off São Miguel (Azores)"
 ]
}

 The dataset includes 20413 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023249-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/vmwm-d222
title: Sposito [SIS-29] vertebrate fauna dataset

description: Raw data for the Sposito [SIS-29] vertebrate fauna 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.5tb6m4
title: Occurrence Download

description: A dataset containing 2294465 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Museum of Comparative Zoology, Harvard University"
 ]
}

 The dataset includes 2294465 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023239-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rc6zkc
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Argentina",
 "GadmGid is ARG.6_1",
 "TaxonKey is Chrysocyon brachyurus (Illiger, 1815)"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023250-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28985732
title: Chestionar codat.xlsx

description: This dataset includes responses from a pilot sample of 200 participants, collected as part of the validation process for the Democracy Perception Scale (DPS), a newly developed instrument designed to measure individual perceptions of democracy across multiple dimensions (e.g., participation, rule of law, accountability, civil liberties, etc.). The primary objective of this dataset is to assess the scale’s psychometric properties, including construct validity, internal consistency, and factor structure.Participants were selected to reflect a diverse range of sociodemographic characteristics (age, gender, education level, and urban/rural residence), ensuring sufficient variability for exploratory and confirmatory factor analyses. Each respondent completed the full version of the DPS, consisting of 29 Likert-scale items, along with a brief demographic questionnaire.The dataset is intended for statistical validation purposes and will support analyses such as exploratory factor analysis (EFA), confirmatory factor analysis (CFA), reliability testing (Cronbach’s alpha, composite reliability), and initial construct validity assessments.All responses are anonymous, and data collection was conducted in accordance with ethical standards and data protection regulations.
DOI: 10.15468/dl.7k5e83
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fragaria iinumae Makino",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 "HasCoordinate is true"
 ]
}

 The dataset includes 78 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023251-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/a6cp-d251
title: Tau-Baitii pollen dataset

description: Raw data for the Tau-Baitii pollen 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.15025604
title: Nonparametric reconstructions of dynamical dark energy using flexknots

description: This repository contains the nested sampling chains and python code for the papers "Nonparametric reconstructions of dynamical dark energy via flexknots" arXiv:2503.08658 and "Comparison of dynamical dark energy with ΛCDM in light of DESI DR2" arXiv:2503.17342.

Python code

The code is not intended as a "pip installable" package to run immediately, but as a starting point to guide future work.The flexknot package contains convenience functions which are used in this code, which would not be required for work which does not use flexknots.

common.py contains run() which wraps the pypolychord.run() function, and is used in desi.py, pantheon.py, des5y and desi_des5y.py.desi.py demonstrates how to construct a BAO likelihood from the DESI DR1 data using cosmological distance calculations imported from distances.py. As the supernova datasets require more preparation, common work is contained in ia.py.desi_des5y.py demonstrates how to use BAO and SNe data together.



NOTE: The luminosity distance calculation relies on the supernovae being sorted in z_HD, which DES5Y is not by default (see des5y.py, remember to also sort the covariance matrix). Take care when using other SNe datasets.


Nested sampling chains

The chains directory contains a subset of the files produced by PolyChordLite, sufficient for post-processing with anesthetic.More detail on the contents of each of the files can be found in the PolyChordLite README.

For example, the ΛCDM chains for DESI DR2 could be read as follows:

from anesthetic import read_chains
from anesthetic.samples import merge_samples_weighted

lcdm = read_chains("chains/desidr2/desidr2_lcdm")
flexknot = merge_samples_weighted([read_chains(f"chains/desidr2/desidr2_{i}") for i in range(1, 21)])

where merge_samples_weighted is used to combine the twenty chains from PolyChordLite into a single set of samples.
DOI: 10.5517/ccdc.csd.cc2m3xc1
title: CCDC 2416833: Experimental Crystal Structure Determination

description: Related Article: Li Shun-Shun|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.21233/saqy-f345
title: Arco Lake diatom surface sample dataset

description: Raw data for the Arco Lake diatom surface sample 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: 10.5517/ccdc.csd.cc2m76x0
title: CCDC 2420012: Experimental Crystal Structure Determination

description: Related Article: Ahmed Fathy|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.4m6pvz
title: Occurrence Download

description: A dataset containing 607 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Senecio angulatus L.fil., Acacia dealbata Link)",
 "Year 1000-2000"
 ]
}

 The dataset includes 607 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023252-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/ss1d-rb65
title: Upper Danforth Pond diatom bottom sample dataset

description: Raw data for the Upper Danforth Pond diatom bottom sample 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: 10.15139/s3/zvgr8f
title: Building a Vision Zero Coalition: Identifying Partners tool

description: Building a diverse coalition is a foundational step for building Vision Zero initiative and creating a safety action plan. This tool is intended to inform a coalition recruitment plan tailored to a specific community context. This tool helps users to consider the reasons a community may need engagement from a particular partner, but also, what that partner (or their organization) may gain from contributing and participating in a Vision Zero coalition. The list is exhaustive because every community is unique, and therefore not all partners will be relevant.
DOI: 10.21233/k52w-4548
title: Collin Bog testate amoebae surface sample dataset

description: Raw data for the Collin Bog testate amoebae surface sample 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/b4s2-m556
title: Moninea testate amoebae surface sample dataset

description: Raw data for the Moninea testate amoebae surface sample 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/mbed-sk93
title: Toconce charcoal dataset

description: Raw data for the Toconce charcoal 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/ps8q-b474
title: Lake Biwa Museum Ricefield ostracode surface sample dataset

description: Raw data for the Lake Biwa Museum Ricefield ostracode surface sample 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: 10.15139/s3/4h2vdl
title: Vision Zero Key Partner Reports (2023)

description: The purpose of the following six (6) reports is to orient readers to the professional skills and potential contributions of diverse sectors for advancing Vision Zero. These reports were produced by the 2022 – 2023 NC Vision Zero Capstone team at UNC-Chapel Hill and are the result of a sector-specific landscape scan and interviews with experts in the field.

Each report includes: an overview of the sector, case studies that highlight the role of the sector in road safety, sector-specific resources, and a list of concrete skills, knowledge, and resources that professionals from that sector bring (or can bring) to Vision Zero.
DOI: 10.6084/m9.figshare.28985708
title: Results Table – Systematic Mapping Study on Low-Fidelity Prototyping Tools

description: This table presents the results of a Systematic Mapping Study (SMS) focused on identifying and characterizing low-fidelity prototyping tools in terms of their functionalities, limitations, and applicability. The study reviewed 1493 publications retrieved from Scopus, IEEE Xplore, ACM Digital Library, and ScienceDirect, from which 37 studies were selected based on inclusion and exclusion criteria. A total of 22 tools were identified, with Figma, Balsamiq, and PowerPoint being the most frequently cited. The table summarizes key findings, including the limited integration of emerging technologies such as artificial intelligence, reduced functionality in tools dedicated solely to low-fidelity prototyping, and the lack of structured design guidelines, which often leaves quality assurance to the discretion of software professionals.
DOI: 10.15468/dl.uz38ya
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Mongolia)",
 "TaxonKey is Fraxinus sieboldiana Blume"
 ]
}

 The dataset includes 74 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023253-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/xpgd-9486
title: LDDsite5847 ostracode surface sample dataset

description: Raw data for the LDDsite5847 ostracode surface sample 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/m21k-0359
title: Andijk GP10c pollen dataset

description: Raw data for the Andijk GP10c pollen 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/x4p0-8038
title: Wadi Fidan vertebrate fauna dataset

description: Raw data for the Wadi Fidan vertebrate fauna 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.st3x5c
title: Occurrence Download

description: A dataset containing 1592 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is one of (March, April, May, June, July, August, September, October, November, December)",
 "OccurrenceStatus is Present",
 "TaxonKey is Cyanomitra olivacea (A.Smith, 1840)",
 "Year 2010-2010"
 ]
}

 The dataset includes 1592 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023254-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gr8skk
title: Occurrence Download

description: A dataset containing 183 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is one of (January, February)",
 "OccurrenceStatus is Present",
 "TaxonKey is Cyanomitra olivacea (A.Smith, 1840)",
 "Year 2011-2011"
 ]
}

 The dataset includes 183 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023255-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/8nqf-n735
title: Heron Bay [DdIn-1] vertebrate fauna dataset

description: Raw data for the Heron Bay [DdIn-1] vertebrate fauna 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.sghr62
title: Occurrence Download

description: A dataset containing 338118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is BRA.4.38_2",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 338118 records from 537 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023236-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p69e2t
title: Occurrence Download

description: A dataset containing 365 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dicksonia thyrsopteroides Mett."
 ]
}

 The dataset includes 365 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023257-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21233/8sqr-z767
title: LDDsite1596 ostracode surface sample dataset

description: Raw data for the LDDsite1596 ostracode surface sample 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.r9pz5r
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elseya schultzei (Vogt, 1911)"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023258-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.