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Programming Task: The attached csv files contain data collected on three different days, each one contains GPS data from a mobile air quality monitor and associated values for a VOC (volatile organic compound). Please do the following:

  1. Use python to process each file:
  • Simplify the headers
  • Add a data flag column
  • Fill the data flag column with 1 (valid data) 2 (negative value) or 3 (missing value, noted as -999 in the raw data)

  1. Use python to create a summary table with statistic for each of the above input files: 

  • Total records
  • Number and percent of valid records
  • Number and percent of records with negative values
  • Number and percent of records with missing values
  • Minimum, 10th 50th and 90th percentile, and maximum of valid values
  1. Append all the files into a single file and visualize using leaflet.js (or another approach of your choice). Use different colours for each day, and different sized symbols to show changes in VOC levels.

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