cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/inscriptifact-ouc112045162
title: Cuneiform Tablet 1913.14.0169, Spurlock 1913.14.0169

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0169; CDLI P420550 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Yellowish White (10YR 9/2) Brownish Pink (5YR 8/3) ❧ [Physical Object Note:] 7.5 x 4.5 x 2.3 cm (82g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.zuteq9
title: Occurrence Download

description: A dataset containing 8850271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 8850271 records from 2610 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0378909-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4rv3ae
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetostoma lineopunctatum",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 47 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010657-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5g867f
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trichoglottis biglandulosa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010659-260208012135463/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.31321873
title: Replication paper Internet Use and Understanding Democracy in Africa

description: Using Afrobarometer Round 6 data (2014), this paper studies how reliance on the Internet and social networks as information sources affects individuals’ understanding of democracy, prioritizing open-ended responses analyzed with ChatGPT to capture conceptual knowledge. Causal identification exploits exogenous variation in Internet access generated by lightning-induced disruptions interacting with 3G coverage. Internet use is associated on average with a negative bias in democratic understanding—especially in high-censorship environments—while it has positive effects in low-censorship contexts, implying that the political impact of Internet diffusion depends critically on media openness.Replication StepsOverviewThis repository contains all data and code required to reproduce the empirical results, tables, and figures presented in the paper.The package includes:Processed Afrobarometer Round 6 survey data (2014–2015) used in the analysisMerged external datasets (V-Dem v13, Polity5, Freedom on the Net, COLDAT, World Bank GDP)A master estimation notebook that reproduces all resultsFilesData<code>df_survey_afrobarometer.csv</code> – processed survey microdata with constructed variables, instrument measures (lightning × 3G), and merged controls<code>V-Dem-CY-Full+Others-v13.csv</code> – democracy and corruption indicators<code>p5v2018.xls</code> – Polity5 regime scores<code>freedom_of_net.xlsx</code> – internet freedom scores<code>COLDAT_dyads.csv</code> – colonial history data<code>gdp_data.csv</code> – GDP per capita (constant 2015 USD)Code<code>evaluate/01_estimate.ipynb</code> – master replication notebook (SOS kernel; Python and R).<br>Running this file sequentially reproduces all regressions, robustness checks, tables, and figures in the paper.RequirementsPython (≥3.8): <code>sos-notebook</code>, <code>pandas</code>, <code>numpy</code>, <code>pandas_datareader</code><br>R (≥4.0): <code>tidyverse</code>, <code>lfe</code>, <code>readxl</code>, <code>haven</code>, <code>progress</code>Install SOS Notebook:<pre><pre>pip install sos-notebook<br>python -m sos_notebook.install</pre></pre>Replication InstructionsDownload the repository.Ensure all data files are in the same directory structure.Open <code>01_estimate.ipynb</code> with the SOS kernel.Run all cells from top to bottom.Data SourcesAll datasets originate from publicly available sources (Afrobarometer, V-Dem Institute, Center for Systemic Peace, Freedom House, Harvard Dataverse, World Bank, NASA LIS/VHRFC). Users remain responsible for complying with original data licensing terms.
DOI: 10.6084/m9.figshare.31321873.v1
title: Replication paper Internet Use and Understanding Democracy in Africa

description: Using Afrobarometer Round 6 data (2014), this paper studies how reliance on the Internet and social networks as information sources affects individuals’ understanding of democracy, prioritizing open-ended responses analyzed with ChatGPT to capture conceptual knowledge. Causal identification exploits exogenous variation in Internet access generated by lightning-induced disruptions interacting with 3G coverage. Internet use is associated on average with a negative bias in democratic understanding—especially in high-censorship environments—while it has positive effects in low-censorship contexts, implying that the political impact of Internet diffusion depends critically on media openness.Replication StepsOverviewThis repository contains all data and code required to reproduce the empirical results, tables, and figures presented in the paper.The package includes:Processed Afrobarometer Round 6 survey data (2014–2015) used in the analysisMerged external datasets (V-Dem v13, Polity5, Freedom on the Net, COLDAT, World Bank GDP)A master estimation notebook that reproduces all resultsFilesData<code>df_survey_afrobarometer.csv</code> – processed survey microdata with constructed variables, instrument measures (lightning × 3G), and merged controls<code>V-Dem-CY-Full+Others-v13.csv</code> – democracy and corruption indicators<code>p5v2018.xls</code> – Polity5 regime scores<code>freedom_of_net.xlsx</code> – internet freedom scores<code>COLDAT_dyads.csv</code> – colonial history data<code>gdp_data.csv</code> – GDP per capita (constant 2015 USD)Code<code>evaluate/01_estimate.ipynb</code> – master replication notebook (SOS kernel; Python and R).<br>Running this file sequentially reproduces all regressions, robustness checks, tables, and figures in the paper.RequirementsPython (≥3.8): <code>sos-notebook</code>, <code>pandas</code>, <code>numpy</code>, <code>pandas_datareader</code><br>R (≥4.0): <code>tidyverse</code>, <code>lfe</code>, <code>readxl</code>, <code>haven</code>, <code>progress</code>Install SOS Notebook:<pre><pre>pip install sos-notebook<br>python -m sos_notebook.install</pre></pre>Replication InstructionsDownload the repository.Ensure all data files are in the same directory structure.Open <code>01_estimate.ipynb</code> with the SOS kernel.Run all cells from top to bottom.Data SourcesAll datasets originate from publicly available sources (Afrobarometer, V-Dem Institute, Center for Systemic Peace, Freedom House, Harvard Dataverse, World Bank, NASA LIS/VHRFC). Users remain responsible for complying with original data licensing terms.
DOI: 10.15468/dl.a9urf6
title: Occurrence Download

description: A dataset containing 17 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)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Craspedorhachis rhodesiana"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010658-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e352na
title: Occurrence Download

description: A dataset containing 413 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Triodia bynoei",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 413 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010661-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4jvszf
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetostoma loborhynchos",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010662-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6aur53
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trichoglottis gibbosicalcar",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010663-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9y7twq
title: Occurrence Download

description: A dataset containing 6014 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dichanthium annulatum",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 6014 records from 206 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010664-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcv4ux
title: Occurrence Download

description: A dataset containing 1049 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)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Crataegus cuneata"
 ]
}

 The dataset includes 1049 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010665-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mg9tz4
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetostoma marcapatae",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010666-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.djpd9w
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trichosalpinx parsonsii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010667-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9uthmk
title: Occurrence Download

description: A dataset containing 423859 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 03cb9700-6cee-11d8-922d-b8a03c50a862",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 423859 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010651-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8bct2r
title: Occurrence Download

description: A dataset containing 683711 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Philippines",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 683711 records from 460 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010586-260208012135463/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/14814258
title: Recognizing handwritten text on mobile devices.
DOI: 10.34740/kaggle/dsv/14814261
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.xhbnxp
title: Occurrence Download

description: A dataset containing 5755 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eragrostis ciliaris",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 5755 records from 308 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010668-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cn4ts3
title: Occurrence Download

description: A dataset containing 319205 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 38105fdf-4886-4c2e-9c7c-2bcb091411a5",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 319205 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010656-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxhwaf
title: Occurrence Download

description: A dataset containing 813 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)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Cuscuta chinensis"
 ]
}

 The dataset includes 813 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010669-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ptwy9d
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetostoma marmorescens",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010670-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ay3nyy
title: Occurrence Download

description: A dataset containing 526874 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is b542788f-0dc2-4a2b-b652-fceced449591",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 526874 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010660-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xaya3m
title: Occurrence Download

description: A dataset containing 255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Trizeuxis falcata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 255 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010671-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w2caca
title: Occurrence Download

description: A dataset containing 2349 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phragmites karka",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 2349 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010674-260208012135463/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.31321921
title: Data from：The Mechanism of 'Atomization' in New Gig Work on Mental Health The Mediating Role of Interpersonal Alienation and the Dual-Path Moderating Role of Subjective Social Support.

description: With the growth of the digital economy, the number of food delivery riders and ride-hailing drivers has increased, raising concerns about their mental health due to the "atomized" labor model driven by platform algorithms. Existing studies focus mainly on explicit work stressors, often neglecting the impact of atomization's core features. Drawing on Conservation of Resources (COR) Theory and the Social Support Buffering Model, this study surveyed 234 gig workers using a moderated mediation model. The results show that atomization negatively affects mental health through interpersonal alienation. While subjective social support moderates the relationship between atomization and alienation, it does not influence the link between alienation and mental health. This study reveals the mechanisms through which atomization impacts workers’ mental health and offers insights for improving their well-being.
DOI: 10.6084/m9.figshare.31321921.v1
title: Data from：The Mechanism of 'Atomization' in New Gig Work on Mental Health The Mediating Role of Interpersonal Alienation and the Dual-Path Moderating Role of Subjective Social Support.

description: With the growth of the digital economy, the number of food delivery riders and ride-hailing drivers has increased, raising concerns about their mental health due to the "atomized" labor model driven by platform algorithms. Existing studies focus mainly on explicit work stressors, often neglecting the impact of atomization's core features. Drawing on Conservation of Resources (COR) Theory and the Social Support Buffering Model, this study surveyed 234 gig workers using a moderated mediation model. The results show that atomization negatively affects mental health through interpersonal alienation. While subjective social support moderates the relationship between atomization and alienation, it does not influence the link between alienation and mental health. This study reveals the mechanisms through which atomization impacts workers’ mental health and offers insights for improving their well-being.
DOI: 10.15468/dl.g3w5rn
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetostoma microps",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 82 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010676-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eykhrm
title: Occurrence Download

description: A dataset containing 163 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tropidia curculigoides",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 163 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010677-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w473vy
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",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Year is greater than or equal to 1900",
 "TaxonKey is Cyathobasis fruticulosa"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010678-260208012135463/datasets/export for details.
DOI: 10.15468/dl.2arjdr
title: Occurrence Download

description: A dataset containing 103442 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galathowenia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 103442 records from 216 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010630-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jvxnyd
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaetostoma platyrhynchus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 87 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010681-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7uupy
title: Occurrence Download

description: A dataset containing 3684 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Senna multijuga",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 3684 records from 252 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010679-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id316280.1
title: StrainInfo SI-ID 316280.1

description: StrainInfo dataset 316280 about a strain of Pseudopestalotiopsis theae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id316281.1
title: StrainInfo SI-ID 316281.1

description: StrainInfo dataset 316281 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id316282.1
title: StrainInfo SI-ID 316282.1

description: StrainInfo dataset 316282 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.