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Custom Template

Basic Requirements

  • matplotlib
  • numpy
  • pandas
  • pandas_summary
  • sklearn
  • pyarrow
  • scipy
  • seaborn
  • sqlalchemy
  • tqdm
  • wurlitzer
  • yaml

Custom tools pandas

  • imputer; Assign missing values using K-means. need improvments
  • combine_date; combine date in a single value
  • expand_date; expand date into weekday, day, month , year, etc...
  • to_cats; Apply category to all string columns
  • apply_cats; apply category using a template
  • fix_missing; assignation of meadian to missing values, quick
  • numericalize; Changes the column col from a categorical type to it's integer codes.
  • scale_vars; scale values from -1 to 1
  • proc_df; quick and dirty preprocessing for dataframes

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Custom tools and Template notebooks for Data Analysis projects

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