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Table · dataset · 2026

<p>Results from the regression analysis.</p>

Listed in ZivaHub and Deakin Research Online and DMU Figshare and HKU DataHub and Swinburne Figshare and DaYta Ya Rona and SUNScholarData and figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.1371/journal.pone.0357911.t003

<div><p>National happiness is related not only to socioeconomic factors but also to biological and ecological factors.

Description

This ecological correlational study examined associations between national happiness, cat density, <i>Toxoplasma gondii</i> exposure, and socioeconomic indicators across 93 countries. We hypothesized that countries with higher socioeconomic indicators (e.g., GDP, health expenditure, income level) would exhibit higher happiness levels.

In contrast, we predicted that higher <i>T. gondii</i> exposure, both acute (IgM) and chronic (IgG), would be negatively associated with national happiness. Data on happiness measures, cat density, GDP per capita, income classification, health expenditure, and <i>T. gondii</i> seroprevalence in pregnant women (as a proxy for broader population exposure) were obtained from publicly available sources. In line with our hypothesis, we found that national happiness was positively associated with cat density and some socioeconomic factors and negatively associated with IgM seroprevalence.

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In multivariate analyses, cats per 10,000 inhabitants and IgM seroprevalence remained the strongest independent predictors. Overall, these exploratory analyses suggest that biological and ecological factors are associated with socioeconomic variables in determining national well-being. Future studies of happiness at the national level should integrate both socioeconomic and biological perspectives and include longitudinal and interdisciplinary approaches to elucidate the underlying mechanisms and processes.</p></div>

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Catalogue records · 1

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Inferred from text
Longitudinal study 65%
Provenance · 11 source records, 116 field assertions
SourceKeyLast seenRaw
ZivaHuboai:figshare.com:article/3403429612 d agoJSON v1
Deakin Research Onlineoai:figshare.com:article/3403429612 d agoJSON v1
DMU Figshareoai:figshare.com:article/3403429612 d agoJSON v1
HKU DataHuboai:figshare.com:article/3403429611 d agoJSON v1
Swinburne Figshareoai:figshare.com:article/3403429611 d agoJSON v1
DaYta Ya Ronaoai:figshare.com:article/3403429611 d agoJSON v1
SUNScholarDataoai:figshare.com:article/3403429611 d agoJSON v1
figshareoai:figshare.com:article/3403429611 d agoJSON v1
Loughborough Research Repositoryoai:figshare.com:article/3403429611 d agoJSON v1
GRANTS Dataoai:figshare.com:article/3403429611 d agoJSON v1
UP Research Data Repositoryoai:figshare.com:article/3403429610 d agoJSON v1
FieldAssertionExtractorEvidence
access_levelsource · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
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concepts[disease].local:disease:cancermapping · grantsdata jst go jpvocabulary-mapper@1.0.0keywords['Cancer']
concepts[disease].local:disease:cancermapping · figshare swinburne edu auvocabulary-mapper@1.0.0keywords['Cancer']
concepts[disease].local:disease:cancermapping · figshare comvocabulary-mapper@1.0.0keywords['Cancer']
concepts[disease].local:disease:cancermapping · scholardata sun ac zavocabulary-mapper@1.0.0keywords['Cancer']
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concepts[field].anzsrc:field:440710mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Science Policy']
concepts[field].anzsrc:field:440710mapping · grantsdata jst go jpvocabulary-mapper@1.0.0keywords['Science Policy']
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concepts[field].anzsrc:field:440710mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Science Policy']
concepts[field].anzsrc:field:440710mapping · repository lboro ac ukvocabulary-mapper@1.0.0keywords['Science Policy']
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concepts[field].anzsrc:group:3103mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Ecology']
concepts[field].anzsrc:group:3103mapping · grantsdata jst go jpvocabulary-mapper@1.0.0keywords['Ecology']
concepts[field].anzsrc:group:3103mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Ecology']
concepts[field].anzsrc:group:3103mapping · dayta nwu ac zavocabulary-mapper@1.0.0keywords['Ecology']
concepts[field].anzsrc:group:3103mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Ecology']
concepts[field].anzsrc:group:3103mapping · figshare comvocabulary-mapper@1.0.0keywords['Ecology']
concepts[field].anzsrc:group:3103mapping · researchdata up ac zavocabulary-mapper@1.0.0keywords['Ecology']
concepts[field].anzsrc:group:3103mapping · repository lboro ac ukvocabulary-mapper@1.0.0keywords['Ecology']
concepts[field].anzsrc:group:3103mapping · scholardata sun ac zavocabulary-mapper@1.0.0keywords['Ecology']
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concepts[field].anzsrc:group:4410mapping · researchdata up ac zavocabulary-mapper@1.0.0keywords['Sociology']
concepts[field].anzsrc:group:4410mapping · zivahub uct ac zavocabulary-mapper@1.0.0keywords['Sociology']
concepts[field].anzsrc:group:4410mapping · grantsdata jst go jpvocabulary-mapper@1.0.0keywords['Sociology']
concepts[field].anzsrc:group:4410mapping · dro deakin edu auvocabulary-mapper@1.0.0keywords['Sociology']
concepts[field].anzsrc:group:4410mapping · figshare dmu ac ukvocabulary-mapper@1.0.0keywords['Sociology']
concepts[field].anzsrc:group:4410mapping · repository lboro ac ukvocabulary-mapper@1.0.0keywords['Sociology']
concepts[field].anzsrc:group:4410mapping · datahub hku hkvocabulary-mapper@1.0.0keywords['Sociology']
concepts[field].anzsrc:group:4410mapping · figshare swinburne edu auvocabulary-mapper@1.0.0keywords['Sociology']
concepts[field].anzsrc:group:4410mapping · figshare comvocabulary-mapper@1.0.0keywords['Sociology']
concepts[field].anzsrc:group:4410mapping · dayta nwu ac zavocabulary-mapper@1.0.0keywords['Sociology']
concepts[field].local:field:astronomymapping · figshare comconnector:figshare_com@1.0.0
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concepts[field].local:field:chemistrymapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:chemistrymapping · scholardata sun ac zaconnector:scholardata_sun_ac_za@1.0.0
concepts[field].local:field:computer-science-aimapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:computer-science-aimapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
concepts[field].local:field:earth-environmentalmapping · dayta nwu ac zaconnector:dayta_nwu_ac_za@1.0.0
concepts[field].local:field:earth-environmentalmapping · scholardata sun ac zaconnector:scholardata_sun_ac_za@1.0.0
concepts[field].local:field:earth-environmentalmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare swinburne edu auconnector:figshare_swinburne_edu_au@1.0.0
concepts[field].local:field:earth-environmentalmapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:earth-environmentalmapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[field].local:field:earth-environmentalmapping · grantsdata jst go jpconnector:grantsdata_jst_go_jp@1.0.0
concepts[field].local:field:earth-environmentalmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:earth-environmentalmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:earth-environmentalmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:economics-financemapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:economics-financemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:engineeringmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
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concepts[field].local:field:humanitiesmapping · scholardata sun ac zaconnector:scholardata_sun_ac_za@1.0.0
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concepts[field].local:field:humanitiesmapping · dayta nwu ac zaconnector:dayta_nwu_ac_za@1.0.0
concepts[field].local:field:life-sciencesmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
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concepts[field].local:field:life-sciencesmapping · grantsdata jst go jpconnector:grantsdata_jst_go_jp@1.0.0
concepts[field].local:field:life-sciencesmapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:life-sciencesmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:life-sciencesmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:materials-sciencemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:mathematics-statisticsmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:medicine-healthmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:medicine-healthmapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[field].local:field:medicine-healthmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:medicine-healthmapping · figshare dmu ac ukconnector:figshare_dmu_ac_uk@1.0.0
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concepts[field].local:field:medicine-healthmapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:medicine-healthmapping · zivahub uct ac zaconnector:zivahub_uct_ac_za@1.0.0
concepts[field].local:field:medicine-healthmapping · scholardata sun ac zaconnector:scholardata_sun_ac_za@1.0.0
concepts[field].local:field:medicine-healthmapping · dayta nwu ac zaconnector:dayta_nwu_ac_za@1.0.0
concepts[field].local:field:medicine-healthmapping · figshare swinburne edu auconnector:figshare_swinburne_edu_au@1.0.0
concepts[field].local:field:medicine-healthmapping · researchdata up ac zaconnector:researchdata_up_ac_za@1.0.0
concepts[field].local:field:ocean-atmosphericmapping · figshare comconnector:figshare_com@1.0.0
concepts[field].local:field:psychology-behavioralmapping · scholardata sun ac zaconnector:scholardata_sun_ac_za@1.0.0
concepts[field].local:field:psychology-behavioralmapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:social-sciencemapping · repository lboro ac ukconnector:repository_lboro_ac_uk@1.0.0
concepts[field].local:field:social-sciencemapping · dro deakin edu auconnector:dro_deakin_edu_au@1.0.0
concepts[field].local:field:social-sciencemapping · figshare comconnector:figshare_com@1.0.0
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concepts[field].local:field:social-sciencemapping · datahub hku hkconnector:datahub_hku_hk@1.0.0
concepts[field].local:field:social-sciencemapping · scholardata sun ac zaconnector:scholardata_sun_ac_za@1.0.0
concepts[method].local:method:longitudinal-studyenrichment · zivahub uct ac zakeyword-concept-rules@1.0.0title+description (65%)
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