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Finding high risk areas and optimal fire station locations in Opole Voivodeship, Poland.

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twerhun/MachineLearning_FireWatch

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In Fire Watch project I analysed data about fire department interventions in my region (Opole Voivodeship, Poland), gathered by Fire Watch algorithm (created for the purpose of this project). Based on this data I was able to determine where are the highest risk areas and how do they correspond to the fire station locations. I also managed to find the optimal locations for fire stations, considering distance to the analysed events.

Topics explored in this project:

  • data scraping from html sites
  • gathering geolocations through api tool
  • converting response to json format and extracting data
  • machine learning basics - exploring K-means algorithm possibilities
  • geolocation data analysis and interpretation

Libraries and tools:

  • sklearn
  • BeautifulSoup
  • pandas
  • numpy
  • matplotlib
  • request
  • time
  • json
  • statistics
  • math
  • AdjustText