Source: National Transit Database (NTD) Monthly Module via data.transportation[.]gov Socrata API (dataset 8bui-9xvu). US Census Bureau American Community Survey (ACS) 1-Year Estimates, Table B08301 (2023).

Tools: Bruin (data pipeline orchestration), BigQuery (data warehouse and staging transformations), Altair (visualization), Streamlit (dashboard framework).

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    **Source:** National Transit Database (NTD) Monthly Module via data.transportation[.]gov Socrata API (dataset `8bui-9xvu`). US Census Bureau American Community Survey (ACS) 1-Year Estimates, Table B08301 (2023).

    **Tools:** Bruin (data pipeline orchestration), BigQuery (data warehouse and staging transformations), Altair (visualization), Streamlit (dashboard framework).