Public records market analysis
Pinellas Market Lens
Explore Pinellas County parcel records as an analytics dashboard: filter a market slice, compare segments, inspect outliers, and export the results.
Engineering proof at a glance
Built beyond the demo layer.
- Production scale
- 437K+ parcels
- Headline metrics
- Exact DB KPIs
- Exploratory layer
- pandas + numpy
- Deliverables
- Excel + PDF
Filter the County
Start broad or narrow by city, ZIP code, property class, market value, square footage, lot size, year built, and annual tax.
Read the Signals
The dashboard computes KPIs, value distributions, city and type medians, assessed-value gaps, tax burden, and build-era patterns.
Audit and Export
Outliers link back to parcel drilldowns, and filtered results can be downloaded as an Excel workbook or PDF insight brief.
Built as an analytics portfolio piece
Not a listing search. A transparent market-analysis workflow.
Pinellas Market Lens uses official public records to demonstrate the full data path: ingestion, normalization, database-backed filtering, pandas/numpy aggregation, Chart.js visualization, and export generation.
It is exploratory analysis, not a valuation model or investment-advice engine. The goal is to make market structure visible and auditable.
Typical workflow
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1
Choose a scope
Use the scope builder or dashboard filter rail to define the slice.
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2
Compare patterns
Review KPIs, distributions, segments, percentiles, and outlier tables.
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3
Export the brief
Download a workbook or PDF that keeps the filters and methodology attached.