This site is a community, crowdsourced collection of datasets, tools, research, and community resources related to SafeGraph Data and the SafeGraph COVID-19 data consortium. Thousands of organizations work with SafeGraph Data, and are contributing to COVID-19 data science research through the Safegraph Data Consortium. We are leveraging the [awesome-list] approach to organize and share the rapidly growing set of contributions from this community.
Please add to the list 👍 📈 :
Do you have a software tool, research project, use case, code snippet, or data product related to or using SafeGraph data, that you'd like to recommend or share? Please add it to the list using either:
- a pull request with your items added to the list. This is so easy, you can just edit the file directly in your browser and then click the "commit" button. or
- an new issue that includes details of what to add (link, description) and we will add it.
Don't see a category that matches your needs--make a new one!
SafeGraph is a geospatial data company. "Unlock innovation with the most accurate Points-of-Interest (POI) data, business listings, & store visitor insights data for commercial places in the U.S." Here is a full list of SafeGraph data sets which you can search in the SafeGraph Data Bar (use coupon AwesomeDataScience
for $100 free data).
A list of code snippets, scripts, notebooks, and workflows for reproducing awesome data science with SafeGraph data
- SafeGraph Core Places Starter Notebook -- CoLab by Ryan Fox Squire (SafeGraph) -- Brand new to SafeGraph Places data? This will help you get oriented.
- Simple Outlier Filtering -- CoLab Notebook by Ryan Fox Squire (SafeGraph) -- Python Google CoLab Notebook showing simple IQR*k based outlier filtering
- Quickly visualize SafeGraph data on a map with python -- CoLab Notebook by Ryan Fox Squire
- Accessing JSON objects inside of Pandas by Jack Lindsay Python Google Co-Lab Notebook showing how to explode JSON objects into multiple columns
- Connecting Safegraph_place_id to Census Block Groups (CBGs) -- CoLab notebook by Ryan Fox Squire
- Download from Wasabi with Boto3 by Thomas Roderick
- Demo for getting started with SafeGraph Open Census Data Google CoLab Notebook by Ryan Fox Squire (SafeGraph)
- Python Library for wrangling Open Census Data for Demographic Analysis by Ryan Fox Squire (SafeGraph)
- Databricks Python Notebook: Simple Demo of Analyzing Starbucks visitors from SafeGraph Patterns by Ryan Fox Squire (SafeGraph)
- Calulate area / square footage from SafeGraph Geometry polygon_wkt using geopandas by Ryan Fox Squire (SafeGraph)
- Demo for getting started with Monthly Patterns Data in Jupyter Notebook with SQLite by Ryan Kruse
- Demo for getting started with Social Distancing Data in Jupyter Notebook with SQLite by Ryan Kruse
- The SafeGraphR github repo -- Package for reading and analyzing SafeGraph foot traffic data
- The Stanford Future Bay Initiative: Covid-19 Rapid Response Projects -- a collection of R functions and documentation for processing, normalizing, and analyzing SafeGraph foot-traffic data
- A Demonstration of how to do population weighting and Hierarchical Bayes shrinkage with SafeGraph social distancing data
- Awesome examples of SafeGraph data analysis with spreadsheets
- Awesome examples of SafeGraph data analysis with STATA
- Macro and Micro approaches to estimating true counts from SafeGraph data by Derek Ouyang (Stanford Future Bay Initiatve)
- Memo and Spreadsheet Example for Simple Example of "Micro" CBG-based Normalization to estimate "True Visits" by day -- by Ryan Fox Squire (SafeGraph)
- Details on The Covid19 Commerce Patterns Dashboard from SafeGraph by Ryan Fox Squire (SafeGraph)
- Data Analysis Methodology for the SafeGraph Stay-At-Home Index by Ryan Fox Squire (SafeGraph)
- SafeGraph's Shelter-in-place index Appendix: Bayesian Hierarchical Models and Empirical Bayes by Ryan Fox Squire (SafeGraph)
- Measuring and Correcting Sampling Bias in Safegraph Patterns for More Accurate Demographic Analysis by Ryan Fox Squire (SafeGraph)
- Analyze Demographic Profiles of Retail Visitors From SafeGraph Patterns Data by Ryan Fox Squire (SafeGraph)
- Calculate Statistics and Confidence Intervals from SafeGraph Patterns by Ryan Fox Squire (SafeGraph)
- SafeGraph's Visit Attribution Whitepaper -- How does SafeGraph combine GPS data and point-of-interest polygon data to measure visits.
- Covid-19 Case Count Forecasting using SafeGraph data from UT Austin
- SafeGraph Data Publications -- Full list of all publications using SafeGraph data. If you see something is missing, please let SafeGraph know by emailing datastories AT safegraph DOT com
- The SafeGraph Covid-19 Re-opening Dashboard -- built with plot.ly and Dash
- SafeGraph Weekly Patterns Disaster Response Map from Esri -- built with Arcgis Online
- Social Distancing Compliance Dashboard for City of San Jose from Stanford Future Bayusing R Shiny
- Covid-19 Cases and Point-of-interest Visit correlation dashboard from Stanford Future Bay using R Shiny
- UT Austin Covid-19 Forecasting using SafeGraph data
- SafeGraph Free Point-of-interest Matching Tool
- How to Join X with Y a collection of free resources/tools for joining different geospatial areas together (e.g., County <> Zip Code)
- SafeGraph USA census block group lookup and visualization -- want to quickly see the shape of a CBG on a map?
- Movable-type Geohashes page
- arthur-e polygon WKT visualization
- Google CoLab -- FREE cloud-hosted python notebooks
- Esri
- CARTO
- Databricks
- Snowflake
- Tableau
- PowerBI
- SafeGraph Docs page
- SafeGraph data science resources page - Lots of notebooks and demos using SafeGraph data produced by SafeGraph
- SafeGraph FAQ
- SafeGraph Places Manual
- SafeGraph Monthly Release Notes
- The coronavirus (COVID-19) global pandemic has brought massive and ongoing changes, including to how people interact with their surroundings and participate in the economy. SafeGraph is providing free access to various datasets to help researchers, non-profits, and governments around the world respond to COVID-19 (Coronavirus).
- Sign-up to join the Data Consortium
- SafeGraph Data Consortium Quick Start Guide
- SafeGraph Data Consosrtium Products Spreadsheet
- Data Consortium FAQ