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

description: A dataset containing 1628 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tursiops erebennus"
 ]
}

 The dataset includes 1628 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032171-250802193616735/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.28645565
title: <b>Automating Social Science: </b><b>LLMs vs. Human Experts in Variable Relationship Identification</b>

description: This dataset supports the research described in the associated paper. It includes data and code used to evaluate the ability of LLMs to identify and reason about variable relationships extracted from social psychology meta-analyses. The dataset contains: <b>Judgments</b>: LLM and human expert judgments on 247 variable relationships extracted from 56 social psychology meta-analyses published in 2024. This includes information on whether they correctly identified the presence or absence of linear relationships, difference tests, mediation, and moderation effects.<b>Input Data</b>: The variable information presented to both the LLMs and the human experts.<b>LLM Prompts and Code</b>: The specific prompts used to query the LLMs, along with the code used to run the LLMs and process their outputs. This dataset allows researchers to replicate the findings of the original study, to compare the performance of LLMs and human experts, and to explore the use of LLMs in social psychological research. Detailed information on the data structure, variable definitions, and the prompts used can be found in the README file included in the archive.
DOI: 10.6084/m9.figshare.28645565.v2
title: <b>Automating Social Science: </b><b>LLMs vs. Human Experts in Variable Relationship Identification</b>

description: This dataset supports the research described in the associated paper. It includes data and code used to evaluate the ability of LLMs to identify and reason about variable relationships extracted from social psychology meta-analyses. The dataset contains: <b>Judgments</b>: LLM and human expert judgments on 247 variable relationships extracted from 56 social psychology meta-analyses published in 2024. This includes information on whether they correctly identified the presence or absence of linear relationships, difference tests, mediation, and moderation effects.<b>Input Data</b>: The variable information presented to both the LLMs and the human experts.<b>LLM Prompts and Code</b>: The specific prompts used to query the LLMs, along with the code used to run the LLMs and process their outputs. This dataset allows researchers to replicate the findings of the original study, to compare the performance of LLMs and human experts, and to explore the use of LLMs in social psychological research. Detailed information on the data structure, variable definitions, and the prompts used can be found in the README file included in the archive.
DOI: 10.6084/m9.figshare.28645565.v1
title: <b>Automating Social Science: </b><b>LLMs vs. Human Experts in Variable Relationship Identification</b>

description: This dataset supports the research described in the associated paper. It includes data and code used to evaluate the ability of LLMs to identify and reason about variable relationships extracted from social psychology meta-analyses. The dataset contains: <b>Judgments</b>: LLM and human expert judgments on 247 variable relationships extracted from 56 social psychology meta-analyses published in 2024. This includes information on whether they correctly identified the presence or absence of linear relationships, difference tests, mediation, and moderation effects.<b>Input Data</b>: The variable information presented to both the LLMs and the human experts.<b>LLM Prompts and Code</b>: The specific prompts used to query the LLMs, along with the code used to run the LLMs and process their outputs. This dataset allows researchers to replicate the findings of the original study, to compare the performance of LLMs and human experts, and to explore the use of LLMs in social psychological research. Detailed information on the data structure, variable definitions, and the prompts used can be found in the README file included in the archive.
DOI: 10.15468/dl.akmaqu
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Petroscirtes germaini"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032172-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/ejfqx4
title: Collezione di Petromyzontiformes del Museo di Storia naturale di Firenze | Petromyzontiformes collection of the Natural History Museum of Florence

description: The whole set of Petromyzontiformes specimens belonging to the fish collections of the Natural History Museum of Florence.
DOI: 10.15468/dl.s4e73u
title: Occurrence Download

description: A dataset containing 1575 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Protohermes grandis"
 ]
}

 The dataset includes 1575 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032173-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2thf2m
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:ADW8902"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032174-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16633322
title: Data for the article: Scaling and stoichiometry of seed nitrogen and phosphorous across Chinese grasslands

description: We selected sites that received no grazing or human disturbance. At each site, we randomly established three 3 × 3 m plots for sampling. In each plot, we collected mature and fresh seeds that were generally dark, brown or yellow in color and were dropped from the mother plant. For each species, more than 20 individuals were collected from each plot and pooled into a single sample. A bootstrapping method was applied to generate boot.csv, relying on existing data to estimate the sampling distribution at each point across the abscissa.
DOI: 10.5281/zenodo.16633323
title: Data for the article: Scaling and stoichiometry of seed nitrogen and phosphorous across Chinese grasslands

description: We selected sites that received no grazing or human disturbance. At each site, we randomly established three 3 × 3 m plots for sampling. In each plot, we collected mature and fresh seeds that were generally dark, brown or yellow in color and were dropped from the mother plant. For each species, more than 20 individuals were collected from each plot and pooled into a single sample. A bootstrapping method was applied to generate boot.csv, relying on existing data to estimate the sampling distribution at each point across the abscissa.
DOI: 10.5281/zenodo.15115957
title: The Cultural Resource Curse: How Trade Dependence Undermines Creative Industries

description: This dataset accompanies the study The Cultural Resource Curse: How Trade Dependence Undermines Creative Industries. It contains country-year panel data for 2000–2023 covering both OECD economies and the ten largest Latin American countries by land area. Variables include GDP per capita (constant PPP, USD), trade openness, internet penetration, education indicators, cultural exports per capita, and executive constraints from the Polity V dataset.

The dataset supports a comparative analysis of how economic structure, institutional quality, and infrastructure shape cultural export performance across development contexts. Within-country fixed effects models show that trade openness constrains cultural exports in OECD economies but has no measurable effect in resource-dependent Latin America. In contrast, strong executive constraints benefit cultural industries in advanced economies while constraining them in extraction-oriented systems. The results provide empirical evidence for a two-stage development framework in which colonial extraction legacies create distinct constraints on creative industry growth.

All variables are harmonized to ISO3 country codes and aligned on a common panel structure. The dataset is fully reproducible using the included Jupyter notebooks (OECD.ipynb, LATAM+OECD.ipynb, cervantes.ipynb).

Contents:





GDPPC.csv — GDP per capita series from the World Bank.




explanatory.csv — Trade openness, internet penetration, and education indicators.




culture_exports.csv — UNESCO cultural export data.




p5v2018.csv — Polity V institutional indicators.




Jupyter notebooks for data processing and replication.



Potential uses: Comparative political economy, cultural economics, institutional development, and resource curse research.

How to Run This Dataset and Code in Google Colab

These steps reproduce the OECD vs. Latin America analyses from the paper using the provided CSVs and notebooks.

1) Open Colab and set up





Go to https://colab.research.google.com




Click File → New notebook.




(Optional) If your files are in Google Drive, mount it:





python





CopiarEditar



from google.colab import drive
drive.mount('/content/drive')



2) Get the data files into Colab

You have two easy options:

A. Upload the 4 CSVs + notebooks directly





In the left sidebar, click the folder icon → Upload.




Upload: GDPPC.csv, explanatory.csv, culture_exports.csv, p5v2018.csv, and any .ipynb you want to run.



B. Use Google Drive





Put those files in a Drive folder.




After mounting Drive, refer to them with paths like /content/drive/MyDrive/your_folder/GDPPC.csv.
DOI: 10.5281/zenodo.16784974
title: The Cultural Resource Curse: How Trade Dependence Undermines Creative Industries

description: This dataset accompanies the study The Cultural Resource Curse: How Trade Dependence Undermines Creative Industries. It contains country-year panel data for 2000–2023 covering both OECD economies and the ten largest Latin American countries by land area. Variables include GDP per capita (constant PPP, USD), trade openness, internet penetration, education indicators, cultural exports per capita, and executive constraints from the Polity V dataset.

The dataset supports a comparative analysis of how economic structure, institutional quality, and infrastructure shape cultural export performance across development contexts. Within-country fixed effects models show that trade openness constrains cultural exports in OECD economies but has no measurable effect in resource-dependent Latin America. In contrast, strong executive constraints benefit cultural industries in advanced economies while constraining them in extraction-oriented systems. The results provide empirical evidence for a two-stage development framework in which colonial extraction legacies create distinct constraints on creative industry growth.

All variables are harmonized to ISO3 country codes and aligned on a common panel structure. The dataset is fully reproducible using the included Jupyter notebooks (OECD.ipynb, LATAM+OECD.ipynb, cervantes.ipynb).

Contents:





GDPPC.csv — GDP per capita series from the World Bank.




explanatory.csv — Trade openness, internet penetration, and education indicators.




culture_exports.csv — UNESCO cultural export data.




p5v2018.csv — Polity V institutional indicators.




Jupyter notebooks for data processing and replication.



Potential uses: Comparative political economy, cultural economics, institutional development, and resource curse research.

How to Run This Dataset and Code in Google Colab

These steps reproduce the OECD vs. Latin America analyses from the paper using the provided CSVs and notebooks.

1) Open Colab and set up





Go to https://colab.research.google.com




Click File → New notebook.




(Optional) If your files are in Google Drive, mount it:





python





CopiarEditar



from google.colab import drive
drive.mount('/content/drive')



2) Get the data files into Colab

You have two easy options:

A. Upload the 4 CSVs + notebooks directly





In the left sidebar, click the folder icon → Upload.




Upload: GDPPC.csv, explanatory.csv, culture_exports.csv, p5v2018.csv, and any .ipynb you want to run.



B. Use Google Drive





Put those files in a Drive folder.




After mounting Drive, refer to them with paths like /content/drive/MyDrive/your_folder/GDPPC.csv.
DOI: 10.5281/zenodo.16748791
title: GRAIN_v.1.0_T
DOI: 10.5281/zenodo.16748792
title: GRAIN_v.1.0_T
DOI: 10.15468/dl.249qh7
title: Occurrence Download

description: A dataset containing 1575 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Protohermes grandis"
 ]
}

 The dataset includes 1575 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032176-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/tc4-lf9-20r
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0zj-g5d-f2h
title: Pongo pygmaeus (Linnaeus, 1760)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wjg-bdf-nqx
title: Muntiacus muntjak (Zimmermann, 1780)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gg9-61j-l26
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m6r-tf7-bak
title: Symphalangus syndactylus (Raffles, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dja-yxa-jr4
title: Cervus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nhw-da3-wgg
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/03s-cd9-rgs
title: Rusa C. H. Smith, 1827

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mhd-rrb-7at
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nzw-4lj-378
title: Cervus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/372-z1k-wrf
title: Rhinoceros Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pbh-mcz-j4b
title: Pongo pygmaeus (Linnaeus, 1760)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gc6-qzg-s3v
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mp7-q26-qhf
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nas-bpx-0hf
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fxg-nvp-8pb
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k1z-tsm-l7r
title: Capricornis sumatraensis (Bechstein, 1799)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k8z-clg-8l8
title: Symphalangus syndactylus (Raffles, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wfg-cwq-ge5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fvm-aa8-ta4
title: Cervus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fsj-tva-qnj
title: Pongo pygmaeus (Linnaeus, 1760)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x48-2tn-m9e
title: Symphalangus syndactylus (Raffles, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1rq-r8w-04x
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5tm-w08-b75
title: Pongo pygmaeus (Linnaeus, 1760)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9z7-t8y-3kn
title: Carnivora Bowdich, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g14-we9-xbf
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/a2z-wzk-wrv
title: Elephas Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cj2-rh9-6tq
title: Ratufa bicolor (Sparrman, 1778)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/clh-l3d-g5b
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ncc-1jz-00h
title: Cervus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/glq-dk2-4c4
title: Rhinoceros Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nab-lp7-5xt
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/njb-lhh-9l0
title: Sus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/r28-g5b-nx0
title: Sus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/srm-cst-f0t
title: Cervus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/603-dza-3sc
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/30r-qaj-e3f
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s2f-5ss-ghs
title: Cervus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q4j-knr-1ba
title: Pongo pygmaeus (Linnaeus, 1760)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zay-926-5jf
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dwa-892-2l1
title: Planorbulinella Cushman, 1927

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h88-d4l-8mc
title: Pongo pygmaeus (Linnaeus, 1760)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.39cphu
title: Occurrence Download

description: A dataset containing 265888 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Macropus fuliginosus (Desmarest, 1817), Macropus giganteus Shaw, 1790)",
 "Year 1995-2025"
 ]
}

 The dataset includes 265888 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016679-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uj28hm
title: Occurrence Download

description: A dataset containing 10854 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is True",
 "HasGeospatialIssue is False",
 "OccurrenceStatus is Present",
 "TaxonKey is Marmota bobak (Müller, 1776)"
 ]
}

 The dataset includes 10854 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016693-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ar7hyb
title: Occurrence Download

description: A dataset containing 772775 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Mozambique"
 ]
}

 The dataset includes 772775 records from 845 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016646-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dd.hh7nxp
title: Distribution records of Electrona antarctica

description: These records of Electrona antarctica were downloaded from GBIF on 2019-09-11.
DOI: 10.15468/dd.nxegzm
title: Distribution records of Gymnoscopelus opisthopterus

description: These records of Gymnoscopelus opisthopterus were downloaded from GBIF on 2019-09-11.
DOI: 10.15468/dd.pggxp9
title: Distribution records of Gymnoscopelus braueri

description: These records of Gymnoscopelus braueri were downloaded from GBIF on 2019-09-11.
DOI: 10.15468/dd.c97d6t
title: Distribution records of Gymnoscopelus nicholsi

description: These records of Gymnoscopelus nicholsi were downloaded from GBIF on 2019-09-11.
DOI: 10.15468/dd.65uhgh
title: Distribution records of Krefftichthys anderssoni

description: These records of Krefftichthys anderssoni were downloaded from GBIF on 2019-09-11.
DOI: 10.15468/dd.f47cyq
title: Distribution records of Protomyctophum bolini

description: These records of Protomyctophum bolini were downloaded from GBIF on 2019-09-11.
DOI: 10.15468/dd.zc9tkn
title: Distribution records of Gymnoscopelus bolini

description: These records of Gymnoscopelus bolini were downloaded from GBIF on 2019-09-11.
DOI: 10.15468/dl.88nshw
title: Occurrence Download

description: A dataset containing 57612 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Cortaderia Stapf"
 ]
}

 The dataset includes 57612 records from 980 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016680-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110596552
title: Persepolis Fortification Aramaic Text 346, PFAT 346

description: [Text Description:] Administrative text with seals PFATS 0071s; PFATS 0009s; PFATS 0343s. ❧ [Text or Publication Number Note:] PFAT 346, Bowman 346 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0071s on obverse, reverse; PFATS 0009s on upper edge; PFATS 0343s on bottom edge. ❧ [Physical Object Note:] Damage on round edge.