cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8jstu5
title: Occurrence Download

description: A dataset containing 157 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 GBIF_EEARGCODE(1000, decimallatitude, decimallongitude, COALESCE(coordinateuncertaintyinmeters, 1000)) eeacellcode,
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, GBIF_EEARGCODE(1000, decimallatitude, decimallongitude, COALESCE(coordinateuncertaintyinmeters, 1000)), "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, GBIF_EEARGCODE(1000, decimallatitude, decimallongitude, COALESCE(coordinateuncertaintyinmeters, 1000)), "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, GBIF_EEARGCODE(1000, decimallatitude, decimallongitude, COALESCE(coordinateuncertaintyinmeters, 1000)), "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, GBIF_EEARGCODE(1000, decimallatitude, decimallongitude, COALESCE(coordinateuncertaintyinmeters, 1000)), "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, GBIF_EEARGCODE(1000, decimallatitude, decimallongitude, COALESCE(coordinateuncertaintyinmeters, 1000)), "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, GBIF_EEARGCODE(1000, decimallatitude, decimallongitude, COALESCE(coordinateuncertaintyinmeters, 1000)), "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.datasetkey = 'dff56954-d92b-4d83-b165-17c07e233b79'
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL AND occurrence.hascoordinate = TRUE)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year",
 GBIF_EEARGCODE(1000, decimallatitude, decimallongitude, COALESCE(coordinateuncertaintyinmeters, 1000))

 The dataset's 157 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007476-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aq8s6z
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Copadichromis diplostigma, Copadichromis geertsi, Copadichromis ilesi, Copadichromis insularis, Copadichromis jacksoni, Copadichromis likomae, Copadichromis mbenjii, Copadichromis melas, Copadichromis mloto, Copadichromis nkatae, Copadichromis parvus, Copadichromis pleurostigma, Copadichromis pleurostigmoides, Copadichromis quadrimaculatus, Copadichromis trewavasae, Copadichromis trimaculatus, Copadichromis verduyni, Copadichromis virginalis, Coptodon bakossiorum, Coptodon bemini, Coptodon bythobates, Coptodon cameronensis, Coptodon camerunensis, Coptodon coffea, Coptodon congica, Coptodon dageti, Coptodon deckerti, Coptodon discolor, Coptodon ejagham, Coptodon flava, Coptodon fusiforme, Coptodon guineensis, Coptodon gutturosa, Coptodon imbriferna, Coptodon ismailiaensis, Coptodon kottae, Coptodon louka, Coptodon margaritacea, Coptodon nigrans, Coptodon nyongana, Coptodon rendalli, Coptodon rheophila, Coptodon snyderae, Coptodon spongotroktis, Coptodon tholloni, Coptodon thysi, Coptodon walteri, Coptodon zillii, Coptostomabarbus bellcrossi, Coptostomabarbus wittei, Corematodus shiranus, Corematodus taeniatus, Coryogalops william, Cotylopus acutipinnis, Cotylopus rubripinnis, Crenimugil buchanani, Crenimugil crenilabis, Crenimugil seheli, Cromeria nilotica, Cromeria occidentalis, Ctenochromis horei, Ctenochromis luluae, Ctenochromis oligacanthus, Ctenochromis polli, Ctenogobius lepturus, Ctenopharyngodon idella, Ctenopharynx intermedius, Ctenopharynx nitidus, Ctenopharynx pictus, Ctenopoma acutirostre, Ctenopoma ashbysmithi, Ctenopoma kingsleyae, Ctenopoma machadoi, Ctenopoma multispine, Ctenopoma maculatum, Ctenopoma muriei, Ctenopoma nebulosum, Ctenopoma nigropannosum, Ctenopoma ocellatum, Ctenopoma petherici, Ctenopoma weeksii, Cunningtonia longiventralis, Cyathochromis obliquidens, Cyathopharynx furcifer, Cyclopharynx fwae, Cyclopharynx schwetzi, Cynotilapia afra, Cynotilapia aurifrons, Cynotilapia axelrodi, Cynotilapia chilundu, Cynotilapia pulpican, Cynotilapia zebroides, Microchromis zebroides, Cyphomyrus discorhynchus, Cyphomyrus macrops, Hippopotamyrus macrops, Cyphomyrus psittacus, Hippopotamyrus psittacus, Cyphomyrus wilverthi, Hippopotamyrus wilverthi)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((29.1409 31.3397,28.1382 31.6271,28.1382 29.0599,35.2765 29.0599,35.4107 29.4968,34.5044 31.7516,34.206 31.8338,33.641 31.6189,33.1338 31.7313,32.728 31.6056,32.0818 31.9994,31.0088 32.1001,30.2163 31.954,29.1409 31.3397))"
 ]
}

 The dataset includes 68 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007495-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5yryde
title: Occurrence Download

description: A dataset containing 4929 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is one of (South America, North America)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Blechnum occidentale"
 ]
}

 The dataset includes 4929 records from 233 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007493-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u78k35
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Chrysichthys ogooensis, Chrysichthys okae, Chrysichthys ornatus, Chrysichthys platycephalus, Chrysichthys polli, Chrysichthys punctatus, Chrysichthys sharpii, Chrysichthys stappersii, Chrysichthys teugelsi, Chrysichthys thonneri, Chrysichthys thysi, Chrysichthys turkana, Chrysichthys uniformis, Chrysichthys wagenaari, Chrysichthys walkeri, Cirrhinus cirrhosus, Citharichthys stampflii, Citharidium ansorgii, Citharinops distichodoides, Citharinus citharus, Citharinus congicus, Citharinus eburneensis, Citharinus gibbosus, Citharinus latus, Citharinus macrolepis, Clariallabes attemsi, Clariallabes brevibarbis, Clariallabes centralis, Clariallabes heterocephalus, Clariallabes laticeps, Clariallabes longicauda, Clariallabes manyangae, Clariallabes melas, Clariallabes mutsindoziensis, Clariallabes petricola, Clariallabes platyprosopos, Clariallabes simeonsi, Clariallabes teugelsi, Clariallabes uelensis, Clariallabes variabilis, Clarias agboyiensis, Clarias albopunctatus, Clarias alluaudi, Clarias angolensis, Clarias anguillaris, Clarias buettikoferi, Clarias buthupogon, Clarias camerunensis, Clarias cavernicola, Clarias dhonti, Clarias dumerilii, Clarias ebriensis, Clarias engelseni, Clarias gabonensis, Clarias gariepinus, Clarias hilli, Clarias jaensis, Clarias laeviceps, Clarias lamottei, Clarias liocephalus, Clarias longior, Clarias maclareni, Clarias macromystax, Clarias ngamensis, Clarias nigromarmoratus, Clarias pachynema, Clarias platycephalus, Clarias salae, Clarias stappersii, Clarias submarginatus, Clarias theodorae, Clarias werneri, Clarotes laticeps, Clupeocharax schoutedeni, Clypeobarbus bellcrossi, Clypeobarbus bomokandi, Clypeobarbus congicus, Clypeobarbus hypsolepis, Clypeobarbus matthesi, Clypeobarbus pleuropholis, Clypeobarbus pseudognathodon, Clypeobarbus schoutedeni, Cobitis maroccana, Coelotilapia joka, Congocharax olbrechtsi, Congochromis dimidiatus, Congochromis pugnatus, Congochromis sabinae, Congochromis squamiceps, Congoglanis alula, Congolapia bilineata, Congothrissa gossei, Congresox talabonoides, Copadichromis atripinnis, Copadichromis azureus, Copadichromis borleyi, Copadichromis chizumuluensis, Copadichromis chrysonotus, Copadichromis cyaneus, Copadichromis cyanocephalus)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((55.6087 -21.8876,56.1388 -21.7124,56.3374 -21.1838,56.0195 -20.5719,55.451 -20.3718,55.1382 -20.4922,55.1382 -21.6954,55.6087 -21.8876))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007496-250827131500795/datasets/export for details.
DOI: 10.5517/ccdc.csd.cc2k07kd
title: CCDC 2353723: Experimental Crystal Structure Determination

description: Related Article: Barbara Sechi, Nutsa Tsetskhladze, Luke Connell, Alessandro Dessì, Roberto Dallocchio, Bezhan Chankvetadze, Sergio Cossu, Tamar Khatiashvili, Victor Mamane, Paola Peluso|2024|Anal.Chim.Acta|1327|343160|doi:10.1016/j.aca.2024.343160
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2k07lf
title: CCDC 2353724: Experimental Crystal Structure Determination

description: Related Article: Barbara Sechi, Nutsa Tsetskhladze, Luke Connell, Alessandro Dessì, Roberto Dallocchio, Bezhan Chankvetadze, Sergio Cossu, Tamar Khatiashvili, Victor Mamane, Paola Peluso|2024|Anal.Chim.Acta|1327|343160|doi:10.1016/j.aca.2024.343160
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l0fy0
title: CCDC 2383712: Experimental Crystal Structure Determination

description: Related Article: E. Patyk-Kaźmierczak, K. Szymańska, M. Kaźmierczak|2025|IUCrJ|12|88|doi:10.1107/S2052252524011734
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l0fz1
title: CCDC 2383713: Experimental Crystal Structure Determination

description: Related Article: E. Patyk-Kaźmierczak, K. Szymańska, M. Kaźmierczak|2025|IUCrJ|12|88|doi:10.1107/S2052252524011734
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l0g03
title: CCDC 2383714: Experimental Crystal Structure Determination

description: Related Article: E. Patyk-Kaźmierczak, K. Szymańska, M. Kaźmierczak|2025|IUCrJ|12|88|doi:10.1107/S2052252524011734
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l0g14
title: CCDC 2383715: Experimental Crystal Structure Determination

description: Related Article: E. Patyk-Kaźmierczak, K. Szymańska, M. Kaźmierczak|2025|IUCrJ|12|88|doi:10.1107/S2052252524011734
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l0g25
title: CCDC 2383716: Experimental Crystal Structure Determination

description: Related Article: E. Patyk-Kaźmierczak, K. Szymańska, M. Kaźmierczak|2025|IUCrJ|12|88|doi:10.1107/S2052252524011734
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l0g36
title: CCDC 2383717: Experimental Crystal Structure Determination

description: Related Article: E. Patyk-Kaźmierczak, K. Szymańska, M. Kaźmierczak|2025|IUCrJ|12|88|doi:10.1107/S2052252524011734
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l0g47
title: CCDC 2383718: Experimental Crystal Structure Determination

description: Related Article: E. Patyk-Kaźmierczak, K. Szymańska, M. Kaźmierczak|2025|IUCrJ|12|88|doi:10.1107/S2052252524011734
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l0g58
title: CCDC 2383719: Experimental Crystal Structure Determination

description: Related Article: E. Patyk-Kaźmierczak, K. Szymańska, M. Kaźmierczak|2025|IUCrJ|12|88|doi:10.1107/S2052252524011734
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2l40f6
title: CCDC 2387137: Experimental Crystal Structure Determination

description: Related Article: Alec T. Larson, Serhii Vasylevskyi, Michael J. Rose|2025|J.Am.Chem.Soc.|147|27341|doi:10.1021/jacs.5c02268
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.cbj2ce
title: Occurrence Download

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

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007497-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2mzd01
title: CCDC 2442273: Experimental Crystal Structure Determination

description: Related Article: Shinji Yamada, Kahoko Miyashita, Hanako Nakajima, Maho Iwata|2025|J.Org.Chem.|90|11103|doi:10.1021/acs.joc.5c00981
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mzd45
title: CCDC 2442277: Experimental Crystal Structure Determination

description: Related Article: Shinji Yamada, Kahoko Miyashita, Hanako Nakajima, Maho Iwata|2025|J.Org.Chem.|90|11103|doi:10.1021/acs.joc.5c00981
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mzd78
title: CCDC 2442280: Experimental Crystal Structure Determination

description: Related Article: Shinji Yamada, Kahoko Miyashita, Hanako Nakajima, Maho Iwata|2025|J.Org.Chem.|90|11103|doi:10.1021/acs.joc.5c00981
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n8c1c
title: CCDC 2450892: Experimental Crystal Structure Determination

description: Related Article: Amelia M. Wheaton, Michael W. Mara, Gethmini K. Jayasekara, Karen L. Mulfort|2025|Inorg.Chem.|64|16045|doi:10.1021/acs.inorgchem.5c02221
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n8dw7
title: CCDC 2450949: Experimental Crystal Structure Determination

description: Related Article: Amelia M. Wheaton, Michael W. Mara, Gethmini K. Jayasekara, Karen L. Mulfort|2025|Inorg.Chem.|64|16045|doi:10.1021/acs.inorgchem.5c02221
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.dgagzu
title: Occurrence Download

description: A dataset containing 1672 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Cocos nucifera"
 ]
}

 The dataset includes 1672 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007500-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16975786
title: Dataset on Social Norms, Religiosity, Stigma, and HIV/STI Burden (1996–2022)

description: Dataset Description

This dataset compiles harmonized country-level aggregates from the World Values Survey (WVS, waves 1-7) covering sexual norms, religious values, and social attitudes, integrated with health and economic indicators for cross-national analysis of HIV/STI epidemiology.

Data Sources and Coverage

The dataset merges individual-level responses from WVS (1981-2022) aggregated to country-year observations with:



HIV prevalence (ages 15-49) and sexually transmitted infection burden indicators from the Global Burden of Disease Study 2021 (IHME)

GDP per capita from World Bank World Development Indicators (WDI)

GINI coefficients from World Bank SI.POV.GINI indicator, supplemented with alternative sources (World Bank Poverty and Inequality Platform, OECD Income Distribution Database, World Inequality Database, and national statistical offices) for countries with missing data


Variable Domains

The dataset includes measures across five theoretical domains:



Sexual norms: Attitudes toward homosexuality, sex work, casual sex, and premarital sex (10-point acceptance scales)

Religious salience: Importance of religion in life, belief in God, and spousal religious concordance preferences

Social values: Self-reported happiness and health status

Stigma indicators: Unwillingness to have neighbors with AIDS

Economic controls: GDP per capita (current US$) and GINI coefficient of income/consumption inequality


Sample Composition

The final analytical dataset contains 68 countries with observations from their most recent WVS wave (2017-2022 period), representing 834,680 individual survey responses aggregated to country level. Countries span seven World Bank regions with particular representation from Europe & Central Asia (40.9%), Latin America & Caribbean (18.2%), and East Asia & Pacific (14.8%).

Data Structure and Missingness

The dataset provides complete data for 10 core variables across all 68 countries. Three additional variables exhibit partial coverage: casual sex acceptance (n=45), premarital sex acceptance (n=56), and GINI coefficient (completed to n=68 through alternative sources). The dataset includes both raw and transformed variables, including logarithmic transformations for skewed distributions and GDP-adjusted GINI residuals to address multicollinearity.

Usage Notes

This dataset was developed to examine relationships between cultural values, economic conditions, and sexual health outcomes while addressing common methodological challenges in cross-national research including temporal consistency, missing data patterns, and measurement heterogeneity across data sources.