HighlanderWell-being Monitor
Read-only snapshot

Community signals

A private, local view of public Reddit posts, emerging themes, and campus locations.

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AT A GLANCE

What the community is talking about

Local topics not refreshed yet.

Posts in database—Across all scraped communities
Average sentiment—VADER compound score · −1 to +1
Mapped posts—Posts with an exported campus pin
HWS classified——

Posting and sentiment trends

VADER sentiment uses post text and up to five top-scored comments, like the clustering notebook. Select a period to browse its posts.

Posts Sentiment

Sentiment mix

Select a segment to browse matching posts

Theme mix

Gemini-consolidated themes over local UMAP/HDBSCAN clusters. Select a theme to browse its posts.

HWS divisions

Select a division to browse matching posts

How to read these: sentiment and themes describe aggregate language patterns; they are not clinical assessments or verified incident findings. Local topic refresh uses the notebook's text, embedding, UMAP, HDBSCAN, and TF-IDF steps. Report generation asks Gemini to merge related saved clusters; it does not rerun UMAP or HDBSCAN. Embeddings are cached by post text; only new or changed text is re-embedded.

POST EXPLORER

Browse individual posts

Author names are not loaded or shown. Expand a row for the latest saved post text and source link.

SUBREDDITS FOR FUTURE SCRAPES

Changes here only affect posts fetched by the next scrape. Existing database posts remain available.

HWS CLASSIFICATION COVERAGE
—classified posts in the database
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Gemini classifies a post into zero, one, or several HWS divisions. Completed rows checkpoint to disk; if a run stops, use Resume to continue only posts without saved results.
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SPATIAL VIEW

Campus location flags

Choose a mapped post to center and highlight its pin.

Pins show recognized locations from the local GIS registry. The post popup shows its latest saved text and links to the Reddit source.

GENERATED ANALYSIS

Community listening report

Generate a long-form report from the local database, with Gemini-consolidated themes, dashboard charts, and anonymous post excerpts. Gemini receives aggregate cluster summaries and example post titles; report excerpts are assembled locally.

The report is generated when you request it. Save as PDF from the report's print control.