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