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A high-level library for analyzing Points and Areas of Interest

Project description

LOCI

Overview

LOCI is a Python library providing high-level functions for exploring, mining and visualizing Points and Areas of Interest. It is under ongoing development. It currently supports the following functionalities:

  • Create a GeoDataFrame from POI data in a CSV file.
  • Display POIs on the map.
  • Filter POIs by category or keywords.
  • Compute and visualize statistics about POI categories or keywords.
  • Generate word clouds from POI categories or keywords.
  • Generate heatmaps from POI locations.
  • Construct and visualize a grid structure over POI locations.
  • Compute and visualize POI clusters using density-based clustering.
  • Use LDA to extract and assign topics to clusters.
  • Use of frequent itemset mining to discover frequent location sets.

Quick start

Please see the provided notebooks.

Documentation

See here.

License

The contents of this project are licensed under the Apache License 2.0.

Project details


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