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Is it possible to get a "data dump" of the addresses that are in the EAS?

An early This feature is specifically identified on pages 6 and 7 of the Enterprise (Citywide) Address System: Master Address Database (MAD) and Address Maintenance Application - Functional Requirements, Business Processes, and Logical System ArchitectureImage Added (366 KB) document, though it is not yet implemented. When this feature does get implemented, the data product will very likely be available at DataSF.

Until that time, an early, and completely unsupported, release (December 2009) of a version of the data addresses is available, compliments of Mike Wynne at the Planning Department.   These address points addresses are available as a point compressed here in ESRI Feature class format.   The concomitant parcel polygons are available here which is also in ESRI Feature class format.   The original PostgreSQL database dump is available here.