xiaosanmeng/City-Hotspot-Analysis-Using-GPS-Cab-Data

城市-热点-分析-使用-GPS-出租车-数据

City-Hotspot-Analysis-Using-GPS-Cab-Data

This is a GGIS 407 final project.

Notebook Outline:

• 1. Introduction
• 2. Data
  • 2.1 Data Preview
  • 2.2 Data Cleaning
  • 2.3 Data Processing
• 3. Clustering Analysis
  • 3.1 KMeans Clustering
  • 3.2 Silhouette Score
  • 3.3 Heatmap Visualization
• 4. Network Analysis
  • 4.1 Network Creating
  • 4.2 Hotspot Visualization
• 5. Improvements and Future Plans
• 6. Summary

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