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Home Machine Learning

Showcasing Hovering Wildfire Counts With Streamlit and Python: A Highly effective Strategy | by John Loewen, PhD | Jan, 2025

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January 18, 2025
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Analyzing historic wildfire tendencies in Canada with public knowledge

John Loewen, PhD

Towards Data Science

CL-415 In Motion (in Italy). Picture By Maarten Visser — Wikimedia commons

Python Streamlit is terrific for creating interactive maps from a GIS dataset.

Interactive maps that enable enter out of your viewers can be utilized for deeper evaluation and storytelling.

Python Streamlit is the precise software for the job. It may be used alongside the pandas for simple knowledge body creation and manipulation.

Let’s take a look at this out with a deep and detailed dataset on a really prescient problem — the seeming escalation of wildfires. There’s a terrific public wildfires dataset accessible on the location managed by Pure Assets Canada.

With this detailed dataset let’s take a modular method to our knowledge evaluation and create:

  • A static map that reveals all forest fires in Canada for a time frame (ie. a selected 12 months).
  • An interactive map that permits the person to pick out a shorter time frame (ie. a dropdown menu by 12 months) to view extra granular knowledge.
  • A bar chart that reveals extra granularity —the variety of fires at a provincial stage.
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