cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.u28n3t
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hemigrapsus penicillatus",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043570-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u94aye
title: Occurrence Download

description: A dataset containing 329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rudbeckia laciniata",
 "Country is Slovenia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 329 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043571-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xk8h4t
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Clarias nigricans)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043572-250717081556266/datasets/export for details.
DOI: 10.15468/dl.p6x64a
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus hybridus",
 "Country is Lesotho",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043573-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nxyb2s
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 (Podiceps auritus)",
 "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/0043575-250717081556266/datasets/export for details.
DOI: 10.15468/dl.h4e5ge
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043574-250717081556266/datasets/export for details.
DOI: 10.15468/dl.pwd2rf
title: Occurrence Download

description: A dataset containing 1 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 (Podiceps auritus)",
 "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 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043576-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5zn4d
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphaeroma terebrans",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 56 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043577-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kdhjsh
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043578-250717081556266/datasets/export for details.
DOI: 10.15468/dl.8y8evn
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Algansea lacustris)",
 "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 17 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043579-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5dj9y
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amaranthus hybridus",
 "Country is Moldova, Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043580-250717081556266/datasets/export for details.
DOI: 10.15468/dl.mtd5g6
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043582-250717081556266/datasets/export for details.
DOI: 10.15468/dl.2f99a5
title: Occurrence Download

description: A dataset containing 3031 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solidago canadensis",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3031 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043581-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ey54kq
title: Occurrence Download

description: A dataset containing 1135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Carex humilis nana"
 ]
}

 The dataset includes 1135 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043583-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tcvrvt
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sundanella sibogae",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 17 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043584-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16417376
title: Democracy and the Market for Culture: Institutional Determinants of Cultural Goods Exports

description: This dataset accompanies the research article titled Democracy and the Market for Culture, which investigates how different dimensions of democratic governance influence international trade in cultural goods. Drawing from UNESCO cultural exports data, World Bank GDP per capita, and the V-Dem Core v15 democracy indicators, the study uses fixed-effects OLS regression to analyze the institutional determinants of cultural export performance across countries from 2004 to 2019.

The dataset includes:





culture_exports.csv: UNESCO cultural goods export data (USD, by country-year).




GDPPC.csv: World Bank GDP per capita data (log-transformed).




V-Dem-CY-Core-v15.csv: Country-year democracy indicators from V-Dem v15.




Three Colab-ready Python notebooks (v2x_libdem.ipynb, v2x_partipdem.ipynb, v2x_polyarchy.ipynb) with full replication code for each regression model.





🔧 How to Use in Google Colab





Open Google Colab:Go to https://colab.research.google.com/




Upload Files to Colab:





You can drag the files into the file panel (left sidebar) or use this code to upload:



python





CopiarEditar



from google.colab import files
uploaded = files.upload()








Install Required Libraries (if needed):Most notebooks use pandas, statsmodels, and matplotlib:



python





CopiarEditar



!pip install pandas statsmodels matplotlib






Run a Notebook:





Open v2x_libdem.ipynb, v2x_partipdem.ipynb, or v2x_polyarchy.ipynb in Colab.




Click "Runtime" > "Run all" or run each cell individually to replicate the regression results.






Customize or Extend:





You can plug in other democracy or economic indicators from the V-Dem dataset to test additional hypotheses.




Modify the regression specification or add visualization outputs using seaborn or plotly.







License: Creative Commons Attribution 4.0 (CC BY 4.0)

Citation:Anon Annotator. (2025). Democracy and the Market for Culture: Institutional Determinants of Cultural Goods Exports [Dataset]. Zenodo. https://doi.org/10.5281/zenodo.16417376
DOI: 10.25946/27115984
title: Rumin8 Response of yearling steers to the inclusion of stabilized water soluble tribromomethane in the drinking water

description: The primary aim of the study is to evaluate water delivery of a synthetic tribromomethane (TBM) additive to reduce enteric methane production and increase liveweight (LW) gain (LWG) and feed conversion efficiency (FCE) of cattle. The secondary aims are to compare water delivery with feed delivery of TBM and to determine the concentration of TBM in tissue samples after withdrawal of TBM from the water and feed. Rumin8 has developed a proprietary approach to formulating synthetic TBM and delivering via feed or water to fit modern cattle production systems. To date, Rumin8 has performed multiple proof of principle studies to define dosage and measure methane production, yield, and intensity in controlled cattle and sheep experiments. This study will evaluate new formulations of proprietary products for inclusion in total mixed rations as well as products designed for delivery in medicating water delivery systems.
DOI: 10.25946/27115984.v1
title: Rumin8 Response of yearling steers to the inclusion of stabilized water soluble tribromomethane in the drinking water

description: The primary aim of the study is to evaluate water delivery of a synthetic tribromomethane (TBM) additive to reduce enteric methane production and increase liveweight (LW) gain (LWG) and feed conversion efficiency (FCE) of cattle. The secondary aims are to compare water delivery with feed delivery of TBM and to determine the concentration of TBM in tissue samples after withdrawal of TBM from the water and feed. Rumin8 has developed a proprietary approach to formulating synthetic TBM and delivering via feed or water to fit modern cattle production systems. To date, Rumin8 has performed multiple proof of principle studies to define dosage and measure methane production, yield, and intensity in controlled cattle and sheep experiments. This study will evaluate new formulations of proprietary products for inclusion in total mixed rations as well as products designed for delivery in medicating water delivery systems.
DOI: 10.15468/dl.j24w6m
title: Occurrence Download

description: A dataset containing 168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Euphorbia esula"
 ]
}

 The dataset includes 168 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043585-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25ev26
title: Occurrence Download

description: A dataset containing 62666 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus fruticosus",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 62666 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043552-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7e5zbv
title: Occurrence Download

description: A dataset containing 118301 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((105.796499 -4.33719, 106.0862 -3.23806, 106.088 -3.23059, 106.0861 -3.21678, 106.0651 -3.08294, 103.698099 0.270109, 103.694127 0.274786, 103.6837 0.28706, 102.9879 1.04233, 101.6974 2.10196, 101.6596 2.12292, 99.62778 3.204179, 99.59998 3.12708, 99.59901 3.11392, 99.60329 3.10005, 100.3677 1.15537, 100.3736 1.14428, 100.4135 1.09623, 103.8773 -3.06853, 104.1729 -3.30911, 105.4269 -4.16852, 105.6435 -4.30949, 105.6647 -4.32227, 105.6741 -4.32496, 105.7454 -4.33689, 105.796499 -4.33719))"
 ]
}

 The dataset includes 118301 records from 285 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043502-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gjam39
title: Occurrence Download

description: A dataset containing 694 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Serrasalmus maculatus)",
 "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 694 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043586-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21979/n9/hodm0y
title: Replication Data for: Coastal vertical land motion across Southeast Asia derived from combining tide gauge and satellite altimetry observations

description: This dataset contains the vertical land motion time series figures and data files derived from satellite altimetry and 50 tide gauge stations.
DOI: 10.15468/dl.qhecdm
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solidago canadensis",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043588-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sbes58
title: Occurrence Download

description: A dataset containing 99185 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Aphyllanthes monspeliensis"
 ]
}

 The dataset includes 99185 records from 414 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043491-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6075/j01c1wz7
title: CIL:32097, Homo sapiens, osteocarcenoma. In Cell Image Library

description: This image set is of Transfluor assay where an orphan GPCR (G-protein coupled receptor) is stably integrated into a beta-arrestin GFP (green) expressing U2OS cell line also showing nucleus (red). After one hour incubation with a compound, the cells were quenched with fixative (formaldehyde) and the plate was read on Cellomics ArrayScan HCS Reader using the GPCR Bioapplication. Negative results are a more uniform distribution of GFP throughout the cytoplasm and positive results are a peri-nuclear localization.
Recommended attribution: "We used the SBS Roche Transfluor image set provided by Ilya Ravkin and available from the Broad Bioimage Benchmark Collection (www.broad.mit.edu/bbbc)."
Analysis of the data set can be downloaded from http://www.broadinstitute.org/bbbc/sbs_roche_transfluor.html
description: Preparation: formaldehyde fixed tissue
Relation to intact cell: dispersed cells in vitro
Item type: recorded image
Imaging mode: plate reader
Parameter imaged: fluorescence emission
Source of contrast: distribution of a specific protein; distribution of DNA
Visualization methods: EGFP
Processing history: unprocessed raw data
description: The images constitute one row of a 348 well plate. The dose curve consists of 11 dose points and one control. Each concentration is duplicated in adjacent wells. Each well has three fields.
DOI: 10.6075/j0222tt6
title: CIL:32092, Homo sapiens, osteocarcenoma. In Cell Image Library

description: This image set is of Transfluor assay where an orphan GPCR (G-protein coupled receptor) is stably integrated into a beta-arrestin GFP (green) expressing U2OS cell line also showing nucleus (red). After one hour incubation with a compound, the cells were quenched with fixative (formaldehyde) and the plate was read on Cellomics ArrayScan HCS Reader using the GPCR Bioapplication. Negative results are a more uniform distribution of GFP throughout the cytoplasm and positive results are a peri-nuclear localization.
Recommended attribution: "We used the SBS Roche Transfluor image set provided by Ilya Ravkin and available from the Broad Bioimage Benchmark Collection (www.broad.mit.edu/bbbc)."
Analysis of the data set can be downloaded from http://www.broadinstitute.org/bbbc/sbs_roche_transfluor.html
description: Preparation: formaldehyde fixed tissue
Relation to intact cell: dispersed cells in vitro
Item type: recorded image
Imaging mode: plate reader
Parameter imaged: fluorescence emission
Source of contrast: distribution of a specific protein; distribution of DNA
Visualization methods: EGFP
Processing history: unprocessed raw data
description: The images constitute one row of a 348 well plate. The dose curve consists of 11 dose points and one control. Each concentration is duplicated in adjacent wells. Each well has three fields.
DOI: 10.6075/j0b27v98
title: CIL:32091, Homo sapiens, osteocarcenoma. In Cell Image Library

description: Preparation: formaldehyde fixed tissue
Relation to intact cell: dispersed cells in vitro
Item type: recorded image
Imaging mode: plate reader
Parameter imaged: fluorescence emission
Source of contrast: distribution of a specific protein; distribution of DNA
Visualization methods: EGFP
Processing history: unprocessed raw data
description: The images constitute one row of a 348 well plate. The dose curve consists of 11 dose points and one control. Each concentration is duplicated in adjacent wells. Each well has three fields.
description: This image set is of Transfluor assay where an orphan GPCR (G-protein coupled receptor) is stably integrated into a beta-arrestin GFP (green) expressing U2OS cell line also showing nucleus (red). After one hour incubation with a compound, the cells were quenched with fixative (formaldehyde) and the plate was read on Cellomics ArrayScan HCS Reader using the GPCR Bioapplication. Negative results are a more uniform distribution of GFP throughout the cytoplasm and positive results are a peri-nuclear localization.
Recommended attribution: "We used the SBS Roche Transfluor image set provided by Ilya Ravkin and available from the Broad Bioimage Benchmark Collection (www.broad.mit.edu/bbbc)."
Analysis of the data set can be downloaded from http://www.broadinstitute.org/bbbc/sbs_roche_transfluor.html
DOI: 10.6075/j0n016hx
title: CIL:32086, Homo sapiens, osteocarcenoma. In Cell Image Library

description: Preparation: formaldehyde fixed tissue
Relation to intact cell: dispersed cells in vitro
Item type: recorded image
Imaging mode: plate reader
Parameter imaged: fluorescence emission
Source of contrast: distribution of a specific protein; distribution of DNA
Visualization methods: EGFP
Processing history: unprocessed raw data
description: This image set is of Transfluor assay where an orphan GPCR (G-protein coupled receptor) is stably integrated into a beta-arrestin GFP (green) expressing U2OS cell line also showing nucleus (red). After one hour incubation with a compound, the cells were quenched with fixative (formaldehyde) and the plate was read on Cellomics ArrayScan HCS Reader using the GPCR Bioapplication. Negative results are a more uniform distribution of GFP throughout the cytoplasm and positive results are a peri-nuclear localization.
Recommended attribution: "We used the SBS Roche Transfluor image set provided by Ilya Ravkin and available from the Broad Bioimage Benchmark Collection (www.broad.mit.edu/bbbc)."
Analysis of the data set can be downloaded from http://www.broadinstitute.org/bbbc/sbs_roche_transfluor.html
description: The images constitute one row of a 348 well plate. The dose curve consists of 11 dose points and one control. Each concentration is duplicated in adjacent wells. Each well has three fields.