cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.q5qn5p
title: Occurrence Download

description: A dataset containing 5780 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia ficus-indica",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5780 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046547-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e72qzy
title: Occurrence Download

description: A dataset containing 212128 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Turdus merula",
 "MediaType is Image"
 ]
}

 The dataset includes 212128 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046515-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9fnq46
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum maximum",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046552-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kkd7yj
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Mylochromis chekopae)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046551-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z5edy7
title: Occurrence Download

description: A dataset containing 5498 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Antigone vipio)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 5498 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046549-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6p6pa8
title: Occurrence Download

description: A dataset containing 2532 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Antrostomus badius)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2532 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046550-250717081556266/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.29647169
title: A Methodological Framework for LLM-Based Mining of Software Repositories

description: This replication package contains the raw data, scripts, and necessary materials to reproduce the research study titled "<b>A Methodological Framework for LLM-Based Mining of Software Repositories</b>". The package is organized into several directories, each containing specific types of files such as datasets, scripts, measurements, and analysis notebooks.
DOI: 10.6084/m9.figshare.29647169.v1
title: A Methodological Framework for LLM-Based Mining of Software Repositories

description: This replication package contains the raw data, scripts, and necessary materials to reproduce the research study titled "<b>A Methodological Framework for LLM-Based Mining of Software Repositories</b>". The package is organized into several directories, each containing specific types of files such as datasets, scripts, measurements, and analysis notebooks.
DOI: 10.15468/dl.3ebdt3
title: Occurrence Download

description: A dataset containing 253 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chelonoidis guntheri"
 ]
}

 The dataset includes 253 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046553-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d4xp7v
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia ficus-indica",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046554-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cxhhfr
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046555-250717081556266/datasets/export for details.
DOI: 10.15468/dl.s8qmvs
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046556-250717081556266/datasets/export for details.
DOI: 10.15468/dl.xz6gk7
title: Occurrence Download

description: A dataset containing 2241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trachemys scripta",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2241 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046557-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16422736
title: Arbitrary Power and Institutional Legacies from Shakespeare to Cervantes

description: This dataset and code package reproduces the analysis from the paper Arbitrary Power and Institutional Legacies from Shakespeare to Cervantes. It investigates whether executive constraint, rather than English-language dominance, predicts national cultural export performance.

📁 Files Included:





Shakespeare.ipynb: Main Google Colab notebook with code for cleaning, merging, and analyzing data




culture_exports.csv: UNESCO-based panel dataset of cultural exports (2005–2019)




GDPPC.csv: World Bank GDP per capita data




p5v2018.csv: Polity5 dataset with institutional indicators



▶️ How to Run:





Open the Jupyter notebook in Google Colab: https://colab.research.google.com




Upload the four files above to your Colab session.




Run all cells in Shakespeare.ipynb. All dependencies (e.g. pandas, statsmodels) are installed automatically.




The notebook performs data wrangling, creates a binary indicator for Anglosphere countries, and runs an OLS regression with clustered standard errors.




Regression results replicate the core finding: institutional constraints on executive power (xconst) are statistically significant predictors of cultural export success, while Anglosphere status is not.



🔍 Citation:

If citing this dataset, please use DOI: 10.5281/zenodo.16422736

License:

Creative Commons Attribution 4.0 (CC BY 4.0)
DOI: 10.15468/dl.8cdcfc
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia ficus-indica",
 "Country is Türkiye",
 "HasCoordinate is true"
 ]
}

 The dataset includes 152 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046558-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r2ptbb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum maximum",
 "Country is Micronesia (Federated States of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046559-250717081556266/datasets/export for details.
DOI: 10.15468/mtja7s
title: Native and non-native records of Pomacea scalaris (d'Orbigny, 1835)

description: This dataset comprises 175 records of the freshwater snail Pomacea scalaris (Caenogastropoda: Ampullariidae), gathered from bibliographic sources, human observations, museum specimens and field surveys conducted by the responsible research team.This species is native to Río de la Plata Basin (South America); however, it was accidentally introduced into Southeast Asia along with Pomacea canaliculata and Pomacea maculata. While the latter two species have spread widely and caused significant damage to aquatic crops and  to biodiversity, Pomacea scalaris has not exhibited invasive behavior. The primary purpose of this database is to document both historical and current occurrence records of the species, across its native and introduced range, in order to provide key information for the analysis of distribution partterns, ecological niche modeling, and risk assessment of potential range expansion.
DOI: 10.5281/zenodo.16422620
title: SURFEX simulation forcing and output at Col de Porte, Torgnon, and ORCHAMP sites, with and without explicit vegetation.
DOI: 10.5281/zenodo.16422621
title: SURFEX simulation forcing and output at Col de Porte, Torgnon, and ORCHAMP sites, with and without explicit vegetation.
DOI: 10.15468/dl.yrqs3n
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Thorichthys callolepis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 24 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046561-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnc9wz
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dicrananthera hedyotidea"
 ]
}

 The dataset includes 70 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046562-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hc72vt
title: Occurrence Download

description: A dataset containing 13885 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Turdus torquatus",
 "MediaType is Image"
 ]
}

 The dataset includes 13885 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046560-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqscvf
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chelonoidis hoodensis"
 ]
}

 The dataset includes 39 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046565-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jtx4vu
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia ficus-indica",
 "Country is Uganda",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046563-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t3t3b2
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046564-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.16422686
title: Bioactivity Profiling and Metabolomics Analysis of Tempe Co-fermented with Rhizopus oligosporus and Saccharomyces cerevisiae at Different Fermentation Time
DOI: 10.5281/zenodo.16422687
title: Bioactivity Profiling and Metabolomics Analysis of Tempe Co-fermented with Rhizopus oligosporus and Saccharomyces cerevisiae at Different Fermentation Time
DOI: 10.15468/dl.6549cp
title: Occurrence Download

description: A dataset containing 131518 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample)",
 "TaxonKey is Buteo albonotatus"
 ]
}

 The dataset includes 131518 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046528-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xf4zww
title: Occurrence Download

description: A dataset containing 1127 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 (Aythya ferina)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 1127 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046567-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tp3drb
title: Occurrence Download

description: A dataset containing 33 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 (Aythya ferina)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 33 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046569-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2g6k4d
title: CCDC 2270413: Experimental Crystal Structure Determination

description: Related Article: Eugene A. Katlenok, Sergey V. Baykov, Artem V. Semenov, Vitalii V. Suslonov, Vadim Yu. Kukushkin|2024|Cryst.Growth Des.|24|6809|doi:10.1021/acs.cgd.4c00804
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: 10.5517/ccdc.csd.cc2gryfm
title: CCDC 2287131: Experimental Crystal Structure Determination

description: Related Article: Eugene A. Katlenok, Sergey V. Baykov, Artem V. Semenov, Vitalii V. Suslonov, Vadim Yu. Kukushkin|2024|Cryst.Growth Des.|24|6809|doi:10.1021/acs.cgd.4c00804
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: 10.25574/24899
title: Chandra X-ray Observatory ObsId 24899

description: Fraternal or Identical? The Magnetic Properties of M Dwarf Twins
DOI: 10.15468/dl.x2rdd5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Opuntia ficus-indica",
 "Country is United Arab Emirates",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046571-250717081556266/datasets/export for details.
DOI: 10.15468/dl.5f8vpq
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046570-250717081556266/datasets/export for details.
DOI: 10.15468/dl.tbzuea
title: Occurrence Download

description: A dataset containing 24694 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Histiopteris incisa"
 ]
}

 The dataset includes 24694 records from 230 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046566-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbuzjz
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cheirodon ortegai)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046572-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dc64dw
title: Occurrence Download

description: A dataset containing 28167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Turdus viscivorus",
 "MediaType is Image"
 ]
}

 The dataset includes 28167 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046573-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.59yedz
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046574-250717081556266/datasets/export for details.
DOI: 10.5281/zenodo.12651325
title: Popular Animals Dataset for 6-Class Object Detection (Pascal VOC annotation)

description: This dataset contains images used in the monograph titled Zastosowanie wybranych metod uczenia głębokiego w wizji komputerowej (Application of Selected Deep Learning Methods in Computer Vision) to build the Faster R-CNN model. The full collection consists of 600 image files showing 6 classes of objects: kot (cat), krowa (cow), pies (dog), koń (horse), człowiek (human), owca (sheep) (https://drive.google.com/file/d/1g3O1Qq2YqmCb8WSMDHaoFJPoHe6yujlQ/view?usp=drive_link). All images were scaled so that the smaller side is no shorter than 600 pixels and the larger side is no longer than 1000 pixels. The set was randomly divided into a training part (75% of the full set) and a test part (25% of the full set). As a result, the training part contains 450 files, and the test part - 150. Both parts are balanced - they contain a similar number of detected objects. The images are labeled with bounding boxes in the Pacal VOC format, according to which the description of each file is contained in an XML file with the same name. The dataset can be used to build models for object detection.
DOI: 10.5281/zenodo.13786204
title: Popular Animals Dataset for 6-Class Object Detection (Pascal VOC annotation)

description: This dataset contains images used in the monograph titled Zastosowanie wybranych metod uczenia głębokiego w wizji komputerowej (Application of Selected Deep Learning Methods in Computer Vision) to build the Faster R-CNN model. The full collection consists of 600 image files showing 6 classes of objects: kot (cat), krowa (cow), pies (dog), koń (horse), człowiek (human), owca (sheep) (https://drive.google.com/file/d/1g3O1Qq2YqmCb8WSMDHaoFJPoHe6yujlQ/view?usp=drive_link). All images were scaled so that the smaller side is no shorter than 600 pixels and the larger side is no longer than 1000 pixels. The set was randomly divided into a training part (75% of the full set) and a test part (25% of the full set). As a result, the training part contains 450 files, and the test part - 150. Both parts are balanced - they contain a similar number of detected objects. The images are labeled with bounding boxes in the Pacal VOC format, according to which the description of each file is contained in an XML file with the same name. The dataset can be used to build models for object detection.
DOI: 10.15468/dl.udjyab
title: Occurrence Download

description: A dataset containing 81176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Turdus philomelos",
 "MediaType is Image"
 ]
}

 The dataset includes 81176 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046534-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.