Store Distribution

Python Programming Learning Circle

Apr 17, 2024 · Big Data

Comparative Analysis of Starbucks and Luckin Coffee Store Distribution in China Using Python Data Visualization

Using Python data visualization and geospatial analysis, this article compares the nationwide distribution of Starbucks and Luckin Coffee stores in China, revealing differences in regional concentration, proximity patterns, and statistical insights such as average Luckin stores within 500 m of each Starbucks location.

Big DataGeospatial AnalysisPython

0 likes · 11 min read

Comparative Analysis of Starbucks and Luckin Coffee Store Distribution in China Using Python Data Visualization

Python Programming Learning Circle

Feb 1, 2024 · Big Data

Analyzing the Distribution and Competition Between Starbucks and Luckin Coffee Using Python Data Visualization

Using Python and the Shapely library, this article visualizes and compares the nationwide store distribution of Starbucks and Luckin Coffee, revealing that Starbucks concentrates in coastal first‑tier cities while Luckin is more dispersed, with an average of 0.6 Luckin stores within 500 m of each Starbucks location.

Data VisualizationGeospatial AnalysisLuckin Coffee

0 likes · 10 min read

Analyzing the Distribution and Competition Between Starbucks and Luckin Coffee Using Python Data Visualization