![[OC] Hometown Locations of Players in 2025 NCAA Hockey Tournament - Interactive Map](https://www.byteseu.com/wp-content/uploads/2025/03/568scrxzq4re1-1024x786.png "[OC] Hometown Locations of Players in 2025 NCAA Hockey Tournament – Interactive Map")
Link to interactive map of NCAA Tournament Participants
Link to interactive map of every NCAA Division 1 Hockey Player
Map created with Folium in Python.
– Data scraping: beautifulsoup
– ETL: Pandas, GeoPandas, Numpy, GoogleMapsAPI
– Mapping and HTML Generation: Folium
Data from CollegeHockeyNews.com
Posted by BakedMitten
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All the data was collected from College Hockey News’ publicly available rosters and box scores.
All data collection and transformation was done in Python.
– Scraping: BeautifulSoup
– ELT: Pandas, Numpy, GoogleMapsAPI
– Map Generation: Folium, OpenStreetMap, Seaborn
More info on the project including scraping and plotting scripts can be found at my [github repo](https://github.com/JSmith1826/college_hockey_2425)