The Data Science Working Group’s purpose is to efficiently assess, inspire, and tackle Code for San Francisco’s data science needs, as well as to help the City with its data science needs whenever appropriate. Our practicing and aspiring data scientists are available to:
- develop data science-centric solutions to social good problems;
- assess/inspire the possibility of data science components in other projects;
- provide resources to help produce those components;
- provide a learning environment for ourselves and others to learn more practical data science.
In pursuing the above, we humbly hope that CfSF's dedicated project groups come to consider us an integral and synergistic resource for the brigade at large.
Team Leads: Jude Calvillo and Sanat Moningi
Lead Data Scientist: Rocio Ng, Ph.D.
Website: datascience.codeforsanfrancisco.org
Wiki (resources): DSWG Wiki >>
Here's what we're currently working on, mostly with gov't/org partners, but as mentioned above, we're also eager to work with -or inspire- dedicated project groups.
- City of SF Planning: Development Pipeline Report >>
- Interactive visualization of SF's building emissions and energy use >>
- Friends of the Urban Forest: Prelim Analyses and Visualizations >>
- Predicting Relative Risk of Fire in SF's Buildings >>
- SF OpenData Search Analytics for Improving UX >>
- CA Dept. of Justice OpenJustice Hypothesis Testing and Predictive Modeling >>
- U.S. Dept. of Transportation Traffic Fatality Analyses >>
- SF Homelessness Analysis Project (more info coming) >>
- Small Business Association >>
- U.S. Dept. of Transportation Hazmat Incident Prediction and Anomaly Detection >>
- Status = Completed but working w/DoT to improve resolution and expand functionality
- City of SF 311 Case Data Analysis >>
- Status = Completed but culling together numerous individual analyses for a final, formal report. As well, we're adding 311's newly requested analyses of transferred cases.
- ParkSafe GIS Coordinate Realignment (w/street paths; for parking applications) >>
- Status = Completed
- SF Hip Data Aggregation (for future liquor license visualization) >>
- Status = Completed
- SF's budget allocations: Measuring social impact >>
- Status = On hold until further notice
- City of SF Budget Visualization >>
- Status = Completed
For the latest news and insights from the Data Science Working Group, we invite you to visit our new website, at datascience.codeforsanfrancisco.org.