
Worked on the BU-Spark/ds-bcc-liz-breadon-accountability repository to deliver end-to-end property assessment analytics and data standardization over a two-month period. Developed processes for cleaning, aligning, and enriching multi-year property data, including mapping categorical fields to numeric values and computing ZIP-based statistics. Leveraged Python, Pandas, and Excel to ingest large datasets, aggregate owner occupancy and heating system data, and export results for stakeholder reporting. Produced visualizations such as heatmaps and pie charts using Matplotlib and Seaborn, supporting year-over-year trend analysis. The work established a foundation for reliable analytics, streamlined reporting, and future dashboard development for property assessment insights.
Month: 2024-12 — Delivered ZIP-code level property assessment analytics with visualization capabilities for BU-Spark/ds-bcc-liz-breadon-accountability. Processed 2021-2024 data to analyze owner occupancy, heating systems, and average bedrooms by ZIP code. Implemented data cleaning, aggregation, and mode computation for heating systems (ignoring blanks). Exported results to a new Excel workbook and produced heatmaps and pie charts to illustrate trends over the years. This work establishes a foundation for dashboards and stakeholder reports, enabling data-driven property insights and policy considerations.
Month: 2024-12 — Delivered ZIP-code level property assessment analytics with visualization capabilities for BU-Spark/ds-bcc-liz-breadon-accountability. Processed 2021-2024 data to analyze owner occupancy, heating systems, and average bedrooms by ZIP code. Implemented data cleaning, aggregation, and mode computation for heating systems (ignoring blanks). Exported results to a new Excel workbook and produced heatmaps and pie charts to illustrate trends over the years. This work establishes a foundation for dashboards and stakeholder reports, enabling data-driven property insights and policy considerations.
October 2024 – BU-Spark/ds-bcc-liz-breadon-accountability: Delivered end-to-end data standardization and enrichment for property assessment analytics. Key outcomes include cross-year data cleaning and alignment of ZIP_CODE and OVERALL_COND, numeric mapping of categorical fields, calculation of mean conditions, and ZIP-based classifications. Ingested a large batch of new property assessment records and saved processed data for yearly analysis and Excel visualizations. These changes enable reliable year-over-year analytics, faster reporting, and stronger data governance.
October 2024 – BU-Spark/ds-bcc-liz-breadon-accountability: Delivered end-to-end data standardization and enrichment for property assessment analytics. Key outcomes include cross-year data cleaning and alignment of ZIP_CODE and OVERALL_COND, numeric mapping of categorical fields, calculation of mean conditions, and ZIP-based classifications. Ingested a large batch of new property assessment records and saved processed data for yearly analysis and Excel visualizations. These changes enable reliable year-over-year analytics, faster reporting, and stronger data governance.

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