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

description: A dataset containing 1403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen, Living Specimen, Occurrence evidence)",
 "Continent is South America",
 "OccurrenceStatus is Present",
 "TaxonKey is Solanum betaceum"
 ]
}

 The dataset includes 1403 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023222-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ee6w65
title: Occurrence Download

description: A dataset containing 12209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passer domesticus",
 "Country is Kenya",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12209 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023223-250717081556266/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.29565068.v18
title: Logic 14 pdf NEW

description: Logic innovation
DOI: 10.15468/dl.kbujju
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Ceratopipra mentalis)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023224-250717081556266/datasets/export for details.
DOI: 10.15468/dl.vrhhxh
title: Occurrence Download

description: A dataset listing the 128 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Auburn University Museum of Natural History Invertebrates",
 "Month is November",
 "Year 2013-2013"
 ]
}

 The dataset's 128 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023209-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.44dscg
title: Occurrence Download

description: A dataset containing 785 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eriobotrya japonica",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 785 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023225-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtybjm
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023226-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zvtfp3
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canis lupus",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 36 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023229-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wt4qhq
title: Occurrence Download

description: A dataset containing 618 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passer domesticus",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 618 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023227-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3p4awu
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canis lupus",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023230-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jn8u29
title: Occurrence Download

description: A dataset containing 554 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arenaria pungens"
 ]
}

 The dataset includes 554 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023231-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jrxgrp
title: Occurrence Download

description: A dataset containing 1569 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Protium unifoliolatum"
 ]
}

 The dataset includes 1569 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023232-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqf924
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canis lupus",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023233-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wx7yxn
title: Occurrence Download

description: A dataset containing 71 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Grevillea robusta",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 71 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023234-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdpd4a
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023238-250717081556266/datasets/export for details.
DOI: 10.15468/dl.4t5crn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Turdus grayi)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023236-250717081556266/datasets/export for details.
DOI: 10.15468/dl.zcb45a
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-100.31044 25.63388,-100.30389 25.63388,-100.30389 25.63835,-100.31044 25.63835,-100.31044 25.63388))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 69 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023239-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15472/29zz1j
title: Biopsias y Marcaje de tiburones en el SFF Malpelo

description: Los datos de este recurso corresponden a individuos de especies VOC a los que se les tomó muestras de tejido o se les implantó una marca satelital o acústica. Estas actividades en marco de la resolución 020 del 2018 otorgado por Ministerio de Ambiente y Desarrollo Sostenible y Parques Nacionales Naturales de Colombia a la Fundación Malpelo.
description: Este conjunto de datos consta de 78 registros biológicos tomados en el Santuario de Flora y Fauna Malpelo. El recurso se distribuye taxonómicamente en 4 órdenes, 5 familias, 6 géneros y 6 especies.
DOI: 10.15468/dl.3x5spq
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canis lupus",
 "Country is Fiji",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023242-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fnjh8v
title: Occurrence Download

description: A dataset containing 13924 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passer domesticus",
 "Country is Peru",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13924 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023241-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8mx8pa
title: Occurrence Download

description: A dataset containing 1419 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Argemone platyceras"
 ]
}

 The dataset includes 1419 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023240-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jaasru
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canis lupus",
 "Country is Grenada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 53 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023244-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.29djwd
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dracula irmeliniae"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023243-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15031104
title: Beyond Adoption: Examining the Evolution and Impact of Code of Conduct on Open Source Communities

description: Replication package.

File structure:



Readme.md





Supplementary_material.pdf: Supplementary figures, codebook and clustering results for RQ1 & RQ2



RQ1:



RQ1_1_CoC_repos.csv: Complete list of repositories with CoC

RQ1_2_GPT_coding.md: Prompt for coding CoC update types with GPT

RQ1_2_clustering_results.csv: RQ1.2 output clustering results data



RQ2



RQ2_1_DiD.ipynb: Notebook for DiD analysis to understand the impact of CoC adoption on community engagement

RQ2_1_DiD_data.csv: Input data for DiD analysis, consists of control and treatment group data for different ΔT values (1 months, 3 months, 6 months, 9 months, 12 months)

RQ2_1_DiD_results.csv: Output results of DiD analysis

RQ2_2_CoC_attributes.ipynb: Notebook for analysis to investigate the relationship between CoC Update characteristics and community engagement

RQ2_2_CoC_attributes_data.csv: Input data for CoC Update analysis

RQ2_2_CoC_attributes_results.csv: Output results of CoC Update analysis
DOI: 10.5281/zenodo.16280739
title: Beyond Adoption: Examining the Evolution and Impact of Code of Conduct on Open Source Communities

description: Replication package.

File structure:



Readme.md





Supplementary_material.pdf: Supplementary figures, codebook and clustering results for RQ1 & RQ2



RQ1:



RQ1_1_CoC_repos.csv: Complete list of repositories with CoC

RQ1_2_GPT_coding.md: Prompt for coding CoC update types with GPT

RQ1_2_clustering_results.csv: RQ1.2 output clustering results data



RQ2



RQ2_1_DiD.ipynb: Notebook for DiD analysis to understand the impact of CoC adoption on community engagement

RQ2_1_DiD_data.csv: Input data for DiD analysis, consists of control and treatment group data for different ΔT values (1 months, 3 months, 6 months, 9 months, 12 months)

RQ2_1_DiD_results.csv: Output results of DiD analysis

RQ2_2_CoC_attributes.ipynb: Notebook for analysis to investigate the relationship between CoC Update characteristics and community engagement

RQ2_2_CoC_attributes_data.csv: Input data for CoC Update analysis

RQ2_2_CoC_attributes_results.csv: Output results of CoC Update analysis
DOI: 10.15468/dl.etxjvn
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023245-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xpd4j
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canis lupus",
 "Country is Haiti",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023248-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unuays
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passer domesticus",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 119 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023246-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.952m8j
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canis lupus",
 "Country is Indonesia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 80 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023250-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rv5cq6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Turdus grayi)",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023247-250717081556266/datasets/export for details.
DOI: 10.6073/pasta/7eeccf26b5c97b09a3ac5a5259612ae1
title: Hubbard Brook Experimental Forest: Stream Biology Camera Traps, 2020-2024

description: This dataset comprises daily images positioned to view streams above the weirs at Hubbard Brook for watersheds 1, 2, 3, 4, 5, 6, and 9. Cameras are programmed to take one image per day at ~12:00 pm ET. Each file is timestamped with the image metadata, but also within the file name, and structured to enable temporal trend analysis for end-users. The cameras used are BUSHNELL model number 119R3, and data are collected on SIM cards and manually downloaded every six months. Data gaps are minimal and generally associated with battery failures. These data are designed to capture stream dynamics over time for the purpose of visual pattern analysis, environmental monitoring, and machine learning applications.
 
 These data were gathered as part of the Hubbard Brook Ecosystem Study (HBES). The HBES is a collaborative effort at the Hubbard Brook Experimental Forest, which is operated and maintained by the USDA Forest Service, Northern Research Station.
DOI: 10.15468/dl.rdbyy5
title: Occurrence Download

description: A dataset containing 9970 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passer domesticus",
 "Country is Venezuela (Bolivarian Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9970 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023249-250717081556266/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.29612009.v1
title: Raw files and code for "<b><i>Bumblebee string-pulling skill spreads between colonies under open diffusion conditions</i></b>"

description: <b>Raw Data for Manuscript</b>“Bumblebee string-pulling skill spreads between colonies under open diffusion conditions”DOI: https://doi.org/10.1101/2025.03.03.641175This dataset contains the raw data, provided as a single CSV file, used for all analyses and figures (main and supplementary) in the manuscript. The repository also includes the custom R code (main and supplementary) necessary to generate these analyses and figures, along with supplementary materials.<br><b>Raw data description</b>1) The CSV file, StringPulling_MasterData_2025.csv, compiles all data from the string-pulling open diffusion experiments, covering both experimental and control colonies.2) The excel files, procenko_bridges_et_al2025_non-pulling extractions.xlsx, compiles data on non-string pulling extractions from both experimental and control colonies.3) The R code, procenko_bridges_et_al2025_string_pulling_diffusion.R, produces all main data analysis and figures.4) The R code file, procenko_bridges_et_al2025_supplementary.R, produces all supplementary analyses and figures.For full methodological details, refer to the manuscript.<br><b>StringPulling_MasterData_2025.csv</b><b> </b><b>contents:</b>Each row represents a single string-pulling event with the following columns:Day: Observation day (1–5: Phase I; 6–10: Phase II).Time: Time of the event in seconds, recorded per video file using BORIS software.ID: Identity of the bee involved in the string-pulling event.Colony: Colony identity of the bee.Introduction: Indicates whether the colony is primary (1) or secondary (2).Phase: Experimental phase of the string-pulling event.Group: Experimental group identifier:<br>- Group 1: C1 & SC1<br>- Group 2: C2 & SC2<br>- Group 3: C3 & SC3Demonstrator: Indicates if the event occurred under experimental (with seeded demonstrator) or control (no demonstrator) conditions.Media.file.name: Name of the media file where the event was recorded.
DOI: 10.15468/dl.8cz25f
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canis lupus",
 "Country is Jamaica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 13 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023251-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxy53q
title: Occurrence Download

description: A dataset containing 418 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Argemone grandiflora"
 ]
}

 The dataset includes 418 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023252-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktpzg8
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canis lupus",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 82 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023254-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ffe64h
title: Occurrence Download

description: A dataset containing 3681 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Pluvianellus socialis"
 ]
}

 The dataset includes 3681 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023253-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.