cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/633-vl1-c64
title: Monetaria annulus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pfr-md2-psz
title: Calyptraea pellucida (Reeve, 1859)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/347-n5z-3hz
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5g0-0v1-932
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jvb-cbv-aks
title: Strombus pugilis Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0wl-ntw-pxk
title: Bittium incile R. B. Watson, 1897

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dce-mms-pvp
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ccb-3tx-m9z
title: Aliger gigas (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hqc-nm6-zjy
title: Bittium incile R. B. Watson, 1897

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ttx-gqr-dl6
title: Patelloida alticostata (Angas, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6lp-g0m-4y4
title: Diacria trispinosa (Blainville, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.7ebt7j
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Accipiter albogularis)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 262 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007046-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/fh4-p9j-8j3
title: Tibia fusus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lxz-0ae-1f1
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.pqa5t2
title: Occurrence Download

description: A dataset containing 157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aegotheles wallacii)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 157 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007045-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/att-az3-mjj
title: Gyrineum gyrinum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c3q-4nm-1ny
title: Neritina porcata A. Gould, 1847

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dfv-xpk-062
title: Pustularia cicercula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wp8-c3z-p4w
title: Hecuba scortum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2mm-j9b-ldl
title: Conomurex decorus (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ak0-36p-e41
title: Tellinides coccineus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/w1l-4ce-fjg
title: Pinna carnea Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0n9-nkb-c0l
title: Lamarcka imbricata (Bruguière, 1789)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6nf-k13-wy8
title: Orbitestella bermudezi (Aguayo & Borro, 1946)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gyp-mme-y5p
title: Drillia pyramidata (Kiener, 1839)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b59-kat-7br
title: Conus miliaris Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dpf-9l8-856
title: Orbitestella bermudezi (Aguayo & Borro, 1946)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k6b-6vk-z89
title: Arianta arbustorum arbustorum (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yvn-abn-0ab
title: Margarites groenlandicus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tyk-g9a-rcr
title: Naria acicularis (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s4r-np8-lhs
title: Cerithium lutosum Menke, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t5r-tmb-2a1
title: Erronea caurica quinquefasciata (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.ma5eg7
title: Occurrence Download

description: A dataset containing 37828 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mosquito Alert Dataset"
 ]
}

 The dataset includes 37828 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007047-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/de6-vrq-bqd
title: Cypraea tigris Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q6m-2kv-lfk
title: Canarium labiatum (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bf2-42y-cfw
title: Cyrtulus undatus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ngq-hwa-gw4
title: Canarium labiatum (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wht-y87-k5x
title: Clithon oualaniense (Lesson, 1831)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bl4-mqg-1w2
title: Caribachlamys sentis (Reeve, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/re9-bve-taa
title: Strigatella paupercula (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/05a-6s8-z94
title: Clanculus clanguloides (W. Wood, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8m3-p7r-r2e
title: Pupoides coenopictus (T. Hutton, 1834)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e3h-12c-b46
title: Obovaria olivaria (Rafinesque, 1820)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r7s-yvx-3n0
title: Euplica borealis (Pilsbry, 1904)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pmz-71r-1zs
title: Colina pinguis A. Adams, 1855

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qhn-hn8-kwq
title: Venerupis decussata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dya-8dl-awa
title: Lucina pensylvanica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ep8-246-crg
title: Odostomia acuta Jeffreys, 1848

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4ea-3p0-fdx
title: Theodoxus prevostianus (C. Pfeiffer, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/69j-k14-cg6
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r57-lbv-pxb
title: Oliva amethystina (Röding, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tyr-r88-dw4
title: Arca zebra Swainson, 1833

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/afq-5q5-dts
title: Lambis scorpius scorpius (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t0c-g0e-ag9
title: Trochus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xd9-bxx-jhv
title: Nassarius praematuratus (Kuroda & Habe, 1960)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rte-k53-y0q
title: Mauritia scurra scurra (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/skh-s3f-08e
title: Vexillum speciosum (Reeve, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/brp-pt0-et4
title: Paludomus petrosa (A. Gould, 1844)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cyj-dvq-zkn
title: Vitta virginea (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0hv-e2r-gxv
title: Pododesmus patelliformis (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/atr-ylj-hsc
title: Tegula rugata (A. Gould, 1861)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vvc-131-h6z
title: Theodoxus transversalis (C. Pfeiffer, 1828)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7d3-smp-bb4
title: Phacoides pectinatus (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sg6-ld3-lpd
title: Monodonta labio (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cra-z65-q93
title: Palmadusta asellus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fv0-mj2-hc0
title: Latissistrombus sinuatus ([Lightfoot], 1786)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jhz-w2d-833
title: Bractechlamys vexillum (Reeve, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2gd-0zv-rbe
title: Ctena bella (Conrad, 1837)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/blf-18e-sc8
title: Volutharpa perryi (Jay, 1857)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hvv-c33-26g
title: Cypraea tigris Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jjr-9dn-x65
title: Modiolus areolatus (A. Gould, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0t3-4e2-0zb
title: Rissoina multicostata (C. B. Adams, 1850)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vhs-4x4-g6n
title: Muracypraea mus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fr3-lx4-tka
title: Pisinna costata (Hedley, 1911)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/294-bmj-y2q
title: Allopeas gracile (T. Hutton, 1834)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jgd-s78-spf
title: Nerita plicata Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4f3-hf6-rwn
title: Bittiolum varium (L. Pfeiffer, 1840)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xgv-ve7-zaq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/987-vjq-431
title: Conus miliaris Hwass, 1792

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9r7-58m-z21
title: Scissurella costata A. d'Orbigny, 1824

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nlb-zhr-x71
title: Monetaria caputserpentis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ff2-sme-qwd
title: Neodilatilabrum robustum (G. B. Sowerby III, 1875)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m3j-ck5-wyj
title: Echinolittorina arabica (El Assal, 1990)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3hp-s1h-kar
title: Mauritia eglantina (Duclos, 1833)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/03y-wha-fft
title: Limaria tuberculata (Olivi, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8zf-yrq-ayv
title: Lyncina vitellus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7xn-1e3-gpt
title: Crenella divaricata (A. d'Orbigny, 1853)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ghl-h0w-1dr
title: Talparia talpa (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f46-qyv-xvg
title: Cerithium columna G. B. Sowerby I, 1834

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h39-y68-c6k
title: Dolicholatirus lancea (Gmelin, 1791)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qk8-j3n-fjr
title: Pseudominolia nedyma (Melvill, 1897)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/09g-zz5-kga
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8wg-92m-44h
title: Mauritia arabica arabica (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3hd-krz-nv9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v3j-s8z-xea
title: Dallitellina rostrata (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2n8-a1k-9mp
title: Canarium urceus (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6qn-l5w-pwb
title: Dikoleps umbilicostriata (Gaglini, 1987)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5tl-fwf-bg0
title: Gemmula cosmoi (Sykes, 1930)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vbc-964-cqy
title: Lithophaga teres (R. A. Philippi, 1846)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tfe-ane-kml
title: Mangelia Risso, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0rb-yz9-jd5
title: Etheria elliptica Lamarck, 1807

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ynd-8dg-ec3
title: Solariorbis guianensis van Regteren Altena, 1966

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.gadvvx
title: Occurrence Download

description: A dataset containing 54680247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 {
 "or" : [
 "License is CC-BY-NC 4.0",
 "License is CC-BY 4.0",
 "License is CC0 1.0"
 ]
 },
 "MediaType is Image"
 ]
}

 The dataset includes 54680247 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011168-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbq3y7
title: Occurrence Download

description: A dataset containing 133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-102.58557 26.28746,-101.58471 26.28746,-101.58471 27.24841,-102.58557 27.24841,-102.58557 26.28746))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "InstitutionCode is one of (ummz, asu, tnhc, ibunam, encb-ipn, fcb-uanl)",
 "TaxonKey is Cyprinodon bifasciatus Miller, 1968"
 ]
}

 The dataset includes 133 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108765-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11608287
title: Dataset and Code Package for Studying OSS Governance on GitHub

description: Introduction

This data and code package accompanies the research paper, providing all necessary scripts for replicating the study's findings and facilitating further exploration. The package includes a series of Python and R scripts, each designed to perform specific tasks in the data analysis process. Below is a detailed description of each file included in the package:

Usage Instructions

To replicate the study's results, users should run the scripts in the order provided. Each script is designed to build upon the previous one, ensuring a seamless data processing workflow. Detailed comments within each script offer further guidance on their specific functionalities and dependencies.

Dependencies



Python 3.12: Required for running the Python scripts.

R: Required for running the 11_effects_analysis.R script.

Python Libraries: pandas, numpy, nltk, and other standard libraries as specified in the scripts.

R Packages: dplyr, ggplot2, and other necessary packages as specified in the R script.


Dataset Description

Under gov_md_files

This folder contains markdown files related to governance documentation from various GitHub projects. Each file includes detailed governance rules and policies, which are analyzed to understand the evolution and impact of governance structures.

comment-list.csv

This file contains a list of comments extracted from the GitHub projects. Each entry includes details such as the comment text, author, date, and associated rule or issue, providing context for qualitative analysis.

governance-change-commit.csv

This file lists commits related to governance changes in the projects. Each entry includes commit metadata such as commit ID, author, date, and a brief description, allowing for tracking and analysis of governance modifications over time.

governance-change-content.csv

This file provides the content of governance changes associated with each commit. It includes the actual changes made to governance documentation, offering detailed insights into how governance rules evolve.

issue-list.csv

This file contains a list of issues reported in the GitHub projects. Each issue includes details such as issue ID, title, description, author, date, and status, enabling analysis of issues in relation to governance and rule changes.

repo-list.csv

This file lists the repositories included in the study. Each entry includes repository metadata such as repository name, owner, and other relevant information, serving as a reference for the scope of the analysis.

latest-governance-file-content.csv

This file contains the latest content of governance files from the projects. It captures the current state of governance rules and policies, providing a snapshot for comparison with historical data.