cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17205624
title: Did COVID-19 Accelerate Digital Finance and Financial Inclusion? Cross-Country Evidence from Emerging Market

description: This dataset accompanies the article “Did COVID-19 Accelerate Digital Finance and Financial Inclusion? Cross-Country Evidence from Emerging Market”.

It contains descriptive statistics, regression results, figures, and supplementary materials for the empirical analysis conducted between 2018–2024. The dataset includes:





Figures: Country-specific data visualizations (India, Pakistan, Bangladesh, Kenya, Nigeria, Ghana).




Tables: Descriptive statistics, regression outputs, dummy regressions, Asia–Africa comparison, and COVID dummy analysis.




Workbooks: Consolidated Excel files with financial inclusion indicators, digital finance measures, and regression inputs.




EViews file: Raw econometric model (with time series and regression commands).



Data Sources:The dataset is derived from publicly available sources including:





World Bank Open Data (https://data.worldbank.org)




IMF Data (https://www.imf.org/en/Data)




Publicly accessible cryptocurrency market databases



Usage License:This dataset is distributed under the Creative Commons Attribution 4.0 International (CC BY 4.0) license, allowing reuse with proper citation.
DOI: 10.6084/m9.figshare.30217081
title: Data repository: Survival of Thermostable Φ6 Genotypes in Acidic, Basic, and UV Environments

description: Raw data and R scripts associated with the preprint version of the paper "Survival of Thermostable Φ6 Genotypes in Acidic, Basic, and UV Environments," bioRxiv doi: https://doi.org/10.1101/2025.09.24.678363
DOI: 10.6084/m9.figshare.30217081.v1
title: Data repository: Survival of Thermostable Φ6 Genotypes in Acidic, Basic, and UV Environments

description: Raw data and R scripts associated with the preprint version of the paper "Survival of Thermostable Φ6 Genotypes in Acidic, Basic, and UV Environments," bioRxiv doi: https://doi.org/10.1101/2025.09.24.678363
DOI: 10.4121/6aae85ab-28c9-43af-a816-fbf11b259692
title: Data and code underlying the MSc thesis: Effects of Environmental Exposure on the Compressive Behaviour of Paperboard Shoring Beams in Air Cargo Operations

description: This dataset contains the full experimental evidence generated during the research project <em>“Effects of Environmental Exposure on the Compressive Behaviour of Paperboard Shoring Beams in Air Cargo Operations.”</em> It includes raw compression test logs exported from a Zwick 10 kN universal testing machine, dimensional and mass measurement records, environmental chamber logs from controlled relative humidity conditioning (50%, 70%, and 90% RH), and the complete weather dataset from Schiphol Airport used in the outdoor exposure campaign. In addition, supplementary statistical outputs (ANOVA, post-hoc, and non-parametric test results) and the scripts used for statistical analyses are provided.All data were collected following the methodology described in the accompanying thesis, which includes quasi-static transverse compression testing of single-cylinder beam segments, controlled environmental conditioning, and natural weather exposure. Force–displacement data were normalised using a preload threshold, and statistical comparisons were carried out using analysis of variance and related methods. Weather data were obtained from the Royal Netherlands Meteorological Institute (KNMI) open-access database and processed into the formats reported in the thesis.No human participants or animal subjects were involved in this study, and therefore no ethical approval was required. All environmental datasets are derived from publicly available sources and used in accordance with open-data licensing conditions. These materials are shared to promote transparency, reproducibility, and reuse in further investigations of paper-based structural elements.
DOI: 10.4121/6aae85ab-28c9-43af-a816-fbf11b259692.v1
title: Data and code underlying the MSc thesis: Effects of Environmental Exposure on the Compressive Behaviour of Paperboard Shoring Beams in Air Cargo Operations

description: This dataset contains the full experimental evidence generated during the research project <em>“Effects of Environmental Exposure on the Compressive Behaviour of Paperboard Shoring Beams in Air Cargo Operations.”</em> It includes raw compression test logs exported from a Zwick 10 kN universal testing machine, dimensional and mass measurement records, environmental chamber logs from controlled relative humidity conditioning (50%, 70%, and 90% RH), and the complete weather dataset from Schiphol Airport used in the outdoor exposure campaign. In addition, supplementary statistical outputs (ANOVA, post-hoc, and non-parametric test results) and the scripts used for statistical analyses are provided.All data were collected following the methodology described in the accompanying thesis, which includes quasi-static transverse compression testing of single-cylinder beam segments, controlled environmental conditioning, and natural weather exposure. Force–displacement data were normalised using a preload threshold, and statistical comparisons were carried out using analysis of variance and related methods. Weather data were obtained from the Royal Netherlands Meteorological Institute (KNMI) open-access database and processed into the formats reported in the thesis.No human participants or animal subjects were involved in this study, and therefore no ethical approval was required. All environmental datasets are derived from publicly available sources and used in accordance with open-data licensing conditions. These materials are shared to promote transparency, reproducibility, and reuse in further investigations of paper-based structural elements.
DOI: 10.15468/dl.vbkxfq
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria bicornis",
 "Country is Guatemala",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018426-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y895d8
title: Occurrence Download

description: A dataset containing 56 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria bicornis",
 "Country is El Salvador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 56 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018425-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txyaub
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria bicornis",
 "Country is Honduras",
 "HasCoordinate is true"
 ]
}

 The dataset includes 66 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018427-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzdetp
title: Occurrence Download

description: A dataset containing 366 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Palaemon orientis",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 366 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018428-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5524/102759
title: Supporting data for "Complete end-to-end learning from protein feature representation to protein interactome inference"

description: This dataset was created to support the development and evaluation of FREEPII, a deep learning-based framework for predicting protein-protein interactions (PPIs) from co-fractionation mass spectrometry (CF-MS) data. The motivation behind this work is to improve the robustness and generalizability of CF-MS-based PPI predictions by integrating multimodal biological information and leveraging recent advances in deep representation learning. <br>The dataset includes processed CF-MS profiles, protein sequence-based features (including frequency-based encodings and pretrained embeddings), ground truth labels derived from known protein complexes, and the output predictions generated by our model. Also included are the scripts and intermediate files used to generate Figures 25 and Supplementary Figures S1 and S3S10 in the associated manuscript.
DOI: 10.15468/dl.dk7xe2
title: Occurrence Download

description: A dataset containing 375 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Metapenaeus ensis",
 "Geometry POLYGON((119.300000 20.500000, 122.100000 20.500000, 122.100000 25.400000, 119.300000 25.400000, 119.300000 20.500000))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 375 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018431-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.59cxun
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria bicornis",
 "Country is Madagascar",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018432-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tgj3rg
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018434-250920141307145/datasets/export for details.
DOI: 10.15468/dl.3y4vuh
title: Occurrence Download

description: A dataset containing 668 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria bicornis",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 668 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018433-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13176175
title: Contrastive Language Image Pretraining by openai
DOI: 10.6084/m9.figshare.30215359.v5
title: Predictive Networks Generate Motion-Induced Color Illusions (Videos and Images)

description: We developed Artificial Neural Network models capable of generating artificial subjective color and leveraged these computational frameworks to investigate the underlying mechanisms of subjective color perception. Here we publish the data and code used in the research.
DOI: 10.15468/dl.pejuwt
title: Occurrence Download

description: A dataset containing 144811 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Biodiversity data from Miljolare.no"
 ]
}

 The dataset includes 144811 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018419-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.33076.10880
title: Data Distribution in R and Outliers
DOI: 10.15468/dl.n256kp
title: Occurrence Download

description: A dataset containing 263394 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Centaurea scabiosa)"
 ]
}

 The dataset includes 263394 records from 1233 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018409-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pyu2xa
title: Occurrence Download

description: A dataset containing 452 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calycosiphonia spathicalyx (K.Schum.) Robbr."
 ]
}

 The dataset includes 452 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258884-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5gd7e
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Wittmackia polycephala (Baker) Aguirre-Santoro"
 ]
}

 The dataset includes 50 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247887-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qxh4s3
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Herpetogramma fuscescens Warren, 1892",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211722-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqwdf9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhyacionia dativa Heinrich, 1928",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211738-220831081235567/datasets/export for details.
DOI: 10.15468/dl.6vd4u2
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Butia lallemantii Deble & Marchiori"
 ]
}

 The dataset includes 13 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247896-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4qnj9w
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Micronecta guttata Matsumura, 1905",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211729-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8eavfh
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Deprea sawyeriana (S.Leiva, E.Rodr. & J.Campos) S.Leiva"
 ]
}

 The dataset includes 30 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004224-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwqs33
title: Occurrence Download

description: A dataset containing 3141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is MEX.25_1",
 "TaxonKey is Colubridae"
 ]
}

 The dataset includes 3141 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211739-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2se5xq
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthes droseroides Luer"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006500-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nvvnz2
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agrilus marginicollis Saunders, 1873",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0223157-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7vmdm
title: Occurrence Download

description: A dataset containing 327 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juncus howellii F.J.Herm."
 ]
}

 The dataset includes 327 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0258876-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgbzpm
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Agonopterix sumizome Fujisawa, 1985",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0223162-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dmm854
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oxybelus lewisi Cameron, 1890",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225106-220831081235567/datasets/export for details.
DOI: 10.15468/dl.urehvw
title: Occurrence Download

description: A dataset containing 9053 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ximenia americana L.",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 9053 records from 350 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008834-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4zcmv3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eukiefferiella yasunoi Sasa, 1979",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225085-220831081235567/datasets/export for details.
DOI: 10.15468/dl.fcd6hk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acallinus tuberculatus Morimoto, 1962",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0224445-220831081235567/datasets/export for details.
DOI: 10.15468/dl.ck9yx5
title: Occurrence Download

description: A dataset containing 162 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Liatris aestivalis G.L.Nesom & O'Kennon"
 ]
}

 The dataset includes 162 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008840-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcxxxz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Piniphila bifasciana (Haworth, 1811)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0211735-220831081235567/datasets/export for details.
DOI: 10.15468/dl.tbu9pt
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hohenbergia pabstii L.B.Sm. & Read"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0247914-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6dyhsc
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scolytus japonicus Chapuis, 1875",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0220257-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ejbhry
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepanthes dussii Urb."
 ]
}

 The dataset includes 59 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006505-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.acwft3
title: Occurrence Download

description: A dataset containing 83 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Issue is Country derived from coordinates",
 "Month is November",
 "Year 2021-2022"
 ]
}

 The dataset includes 83 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0232200-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.