1. Presentation 2: Data Warehouse Design Discussion Adwait Mulye, Yuga Pawar, Floyd J. Srubar, Vidyasagar Velamala

2. Brief Review of Business Needs  “Value You’ll See Consulting” provides decision support services to clientele from various industries. City of Houston – Staffing and Resource Planning Realtors – Neighborhood Crime Statistics School Districts – Land Purchases Business Owners – Location Decisions

4. Brief Review of Business Needs  Additionally, the use of a data warehouse allows our firm to compile and re-assemble raw publicly available crime data into specific decision supporting material tailored to our clients’ information needs.

5. Tonight’s Discussion Overview  Tonight’s discussions will address the structure of the Data Warehousing system for our consulting firm. Database & Table Structure Discussion ○ Facts HPD Crime Data: June 01 – December 31, 2009 ○ Dimensions [Date, Type of Crime, Police Beat, Premises] Dimensional Modeling Discussion ○ Star Schema ○ Snowflake: Dimensional Hierarchies

7. Database & Table Structure Takeaways  The fact table is publicly available data from the City of Houston website.  Dimensional tables are a joint effort by both the City of Houston and our consulting firm. City of Houston data revealed natural dimensions based on hierarchies found in the HPD organizational chart. Future Dimensions in the works: ○ DimTimeOfDay: Morning, Mid-Day, Evening, Overnight ○ DimSceneOfCrime: Based on Premises node, we see a pattern emerging in that table for rolling up, or drilling down.  Part of the “Data Cleansing Process” involved simple tasks such as changing field names, and removing five orphaned records.

8. Fact Table: HPD Crime Data Jun – Dec 2009 *The data originates from the Houston Police Department’s OLTP systems.

9. Fact Table: HPD Crime Data Jun – Dec 2009 *The data originates from the Houston Police Department’s OLTP systems.

10. Dimension Table: Police Beats

12. Dimension Table: DimOffenseTypes

14. Dimension Table: DimDates

16. Dimension Table: DimPremisesCodes

20. Snowflake Schema

22. Police Beat Hierarchy  Structure is similar to the HPD organizational chart. Divisions: Treat these as Police Station Locations, as this trend emerges from the fact tables, and later discovered on the HPD website. (see map) Districts: A Division can have authority over multiple Districts. (e.g. Airport Division covers Hobby and Bush Airport districts. Police Beats: A District has jurisdictional authority over many police patrol beats.