Data Science Resources

This repository of tutorials and demonstrations help data scientists get value faster with SafeGraph data. These are sorted by topic, so you can find help with panel normalization, common use cases for SafeGraph, how to integrate SafeGraph with data science platforms, calculating differences, and more!

See also, the Awesome SafeGraph Data Science Github list for technical resources for working with SafeGraph data provided by the broader data science community.

Favorites

Topic

Blog Resource

Demo Resource

Getting Started with SafeGraph Places

Calculate Fire and Co-Tenancy Risk for Insurance

Conduct Competitor Analysis using SafeGraph Places and Spend

Leveraging Spend Data

Topic

Blog Resource

Demo Resource

Understanding the Spend panel

Comparing Foot Traffic and Transaction Data

Spend Data in Action

Spend Data as an Indicator for Economic Activity

Getting Started with SafeGraph Data

Topic

Blog Resource

Demo Resource

Places in Python

Use the Places API join an input dataset with SafeGraph Places

Neighborhood Patterns & Retail Site Selection

Use polygons from Geometry to do Visit Attribution

Get Started With Open Census Data

Do Point-In-Polygon Geospatial Joins

Calculating Differences Between Different Core Places Releases

Validating SafeGraph Open/Close Data for Brands

Parsing JSON Columns

Visualizing SafeGraph Data

Topic

Blog Resource

Demo Resource

Quickly Visualize Places On A Map

Quickly Visualize a Census Block Group On a Map

Visualize Retail Catchment Areas with SafeGraph Patterns

De-clutter Your Maps With Simple Outlier Filtering

Quickly Map SafeGraph Places Data with an Interactive App

Panel Normalization for Longitudinal Analysis, Sampling Bias Corrections, and Extrapolation

Common Use Cases with SafeGraph Data

Topic

Blog Resource

Demo Resource

Analyze Demographic Profiles From SafeGraph Patterns Data

Calculate Point-Of-Interest Square Feet From SafeGraph Geometry

Calculate Statistics and Confidence Intervals from SafeGraph Patterns

Using Store ID to Join Transaction Data to Core Places and Patterns

Correlate 1st-Party Store Data with SafeGraph Patterns

Calculate Fire and Co-Tenancy Risk for Insurance

Using a Bayesian Hierarchical Model to Estimate County Stay-At-Home Rates

Using SafeGraph Weekly Patterns Dataset to Serve as a Proxy for Discontinued Social Distancing Metrics

Integrating SafeGraph with Data Science Platforms

Topic

Blog Resource

Demo Resource

Use SafeGraph Patterns With CARTO

Use SafeGraph Patterns in Databricks (With AWS)

Building Reliable Data Pipelines for Machine Learning (Webinar)

Using SafeGraph Patterns With Snowflake + Tableau

Archive

The following notebooks are no longer maintained. They have a place in our ❤️ so wanted to keep a place for them on this page.

Topic

Blog Resource

Demo Resource

Quickly Visualize Places and Patterns On A Map


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