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Reports

Here we will report our data exploration:

  • Using geo_data_processing.py script, we transformed the Pseudo-Mercator(ESPG3857) projection to World-Mercator(ESPG4326). We only had access to Pseudo-Mercator (or Web-Mercator) projection data.
  • There are 743 unique municipalities in the ICBC dataset while we have 160 in the GeoJson file. Intersection of these two sets are 151 municipalities.
  • After applying municipality intersection on the original dataset with 139617 rows, only 124930 rows remained. 14687 rows were removed after matching with GeoJson data (10.5% reduction in the number of data points).
  • We used the municipality_match.py script to generate a well-formed and clean dataset of ICBC
  • These tokenized municipalities were not found in the ICBC dataset: hudson's_hope, daajing_giids, valemont, nrrm, kent, langley_-_city, north_vancouver_-_city, silverton, north_cowichan. Note that north_vancouver_-_city and langley_-_city are omitted because they were included in north_vancouver and langley districts.
  • We used 5 colors that are recognizable by all types of color-blindness Reference