Identifiers

ID ↗ herop-rknxxt
Identifier + ↗ []

Descriptive

Title ↗ Human Flourishing Geographic Index (HFGI)
Alternative Title + ↗ ['The Human Flourishing Geographic Index: A County-Level Dataset for the United States, 2013–2023']
Description + ↗ ['Quantifying human flourishing—a multidimensional construct including happiness, health, purpose, virtue, relationships, and financial stability—is critical for understanding societal well-being beyond economic indicators. Existing measures often lack fine spatial and temporal resolution. Here we introduce the Human Flourishing Geographic Index (HFGI), derived from analyzing approximately 2.6 billion geolocated U.S. tweets (2013-2023) using fine-tuned large language models to classify expressions across 48 indicators aligned with Harvard’s Global Flourishing Study framework plus attitudes towards migration and perception of corruption. The dataset offers monthly and yearly county- and state-level indicators of flourishing-related discourse, validated to confirm that the measures accurately represent the underlying constructs and show expected correlations with established indicators. This resource enables multidisciplinary analyses of well-being, inequality, and social change at unprecedented resolution, offering insights into the dynamics of human flourishing as reflected in social media discourse across the United States over the past decade.']
Language + ↗ ['eng']
Display Note + ↗ []

SDOH Place Project

Spatial Resolution + ['County']
Highlight IDs + []
Spatial Resolution Note None
Methods Variables + []
Data Variables + ['afterlife: Life after death belief', 'altruism: Expressing Altruism', 'anxiety', 'balance: Balance in the various aspects of own life', 'believegod', 'belonging: Belonging to society', 'charity', 'delaygrat: Expressing delayed gratification', 'depression:', 'discrim: Perceiving discrimination', 'drinkhealth: Describing drinking related health issues', 'empathy', 'energy: Having energy', 'fearfuture:', 'finworry: Financial or material worry', 'forgive: Seeking for forgiveness', 'goodpromo: Promoting good', 'govapprove: Expressing government approval', 'gratitude', 'happiness:', 'healthlim: Describing health limitations', 'hope', 'innerpeace:Peace with thoughts and feelings', 'jobsat: Expressing job satisfaction', 'lifesat: Life satisfaction', 'lovedgod: Feeling loved by God', 'loneliness', 'mastery', 'optimism', 'pain', 'polvoice: Feeling having a political voice', 'posfunct: Positive functioning', 'ptsd: PTSD (post-traumatic stress disorder)', 'purpose', 'relationships: Quality of relationships', 'relcomfort: Feeling religious comfort', 'relcrit: Religious criticism', 'resilience', 'selfesteem', 'smokehealth: Describing smoking related health issues', 'spiritpun: Spiritual punishment', 'suffering', 'trust', 'trusted', 'vitality', 'volunteer', 'corruption', 'migmood: Mood towards migration/migrants', 'U.S. Tweets', 'Total Tweets', 'U.S. Share %', 'message_id', 'tweet_date', 'tweet_text', 'tags', 'tweet_lang', 'source', 'place*', 'retweets', 'tweet_favorites', 'photo_url', 'Quoted_status_id', 'user_id', 'user_name', 'user_location*', 'followers', 'friends', 'user_favorites', 'status', 'user_lang', 'latitude', 'longitude', 'data_source*', 'gps', 'spatial_error', 'salience']
Featured Variable(s) + []
Preferred Citation
show full (this value is very long) Iacus, S.M., Jain, D., Nasuto, A. et al. The Human Flourishing Geographic Index: A County-Level Dataset for the United States, 2013–2023. Sci Data 13, 1234 (2026). https://doi.org/10.1038/s41597-026-07803-1
Data Usage Notes
show full (this value is very long) HFGI relies on geotagged tweets, which constitute roughly 1–2% of all Twitter posts on average. As such, the dataset reflects the behavior of Twitter users who opt into geotagging plus those for which the geo-tagging information was added by Twitter algorithm, and not the general population. We did not explicitly filter automated or organizational accounts from our dataset. Previous research estimates that between 9% and 15% of active Twitter accounts exhibit automated behavior. However, the nature of our classification task provides an implicit filter against such content: bots and organisational accounts typically produce promotional, repetitive, or politically targeted material that is unlikely to express the specific well-being dimensions captured by our indicators (e.g., inner peace, gratitude, belonging). Such tweets would be classified as “not present” across most dimensions and thus contribute negligibly to the aggregated indicators. Researchers should therefore treat HFGI as a measure of expressed well-being among geotagging users rather than a direct proxy for population prevalence.

Credits

Creator + ↗ ['Stefano M. Iacus', 'Devika Jain', 'Harvard University']
Publisher + ↗ ['Nature Scientific Data']
Provider ↗ Healthy Regions & Policies Lab, University of Illinois, Urbana-Champaign

Categories

Resource Class + ↗ ['Datasets', 'Imagery', 'Maps']
Resource Type + ↗ ['Statistical maps', 'Table data', 'Thematic maps']
Subject + ↗ ['Social and Community Context']
Theme + ↗ ['Location', 'Society']
Keyword + ↗ human flourishing happiness health purpose virtue relationships financial stability well-being inequality social change

Temporal

Temporal Coverage + ↗ ['2013-2023']
Date Issued ↗ 2026-08-26
Index Year + ↗ [2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023]
Date Range + ↗ []

Spatial

Spatial Coverage + ↗ ['United States']
Geometry ↗
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Bounding Box ↗ None
Centroid ↗ None
Georeferenced ↗ False

Relations

Relation + ↗ []
Member Of + ↗ []
Is Part Of + ↗ []
Source + ↗ []
Is Version Of + ↗ []
Replaces + ↗ []
Is Replaced By + ↗ []

Rights

Rights + ↗ []
Rights Holder + ↗ []
License + ↗ []
Access Rights ↗ Public
References ↗ {'http://schema.org/url': 'https://www.nature.com/articles/s41597-026-07803-1#citeas', 'http://schema.org/downloadUrl': 'https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/T39JBY'}
WxS Identifier ↗ None

Object

Format ↗ None
File Size ↗ None

Admin

Modified ↗ 2026-08-31T18:24:42Z
Metadata Version ↗ SDOH PlaceProject
Contribution Source manager
Suppressed ↗ False