Thanksgiving

A collection of functions that work with data frame to inspect and manipulate data; and to keep track of data manipulation by producing log files.

Available on CRAN: https://cran.r-project.org/package=cleandata

Demonstration: Wrangling Ames Housing Dataset

New in V0.3.0

• Made parameter 'log' able to take value from a 'log_arg' variable in the parent environment (dynamic scoping) of a function
  • The old way of assigning a value to 'log' is also supported
  • 'log' is the parameter to control producing log files

List of Functions

• Inspection

  • inspect_map: Classify The Columns of A Data Frame
  • inspect_na: Find Out Which Columns Have Most NAs
  • inspect_smap: A Simplified Thus Faster Version of inspect_map

• Imputation

  • impute_mean: Impute Missing Values by Mean
  • impute_median: Impute Missing Values by Median
  • impute_mode: Impute Missing Values by Mode

• Encoding

  • encode_binary: Encode Binary Data Into 0 and 1
  • encode_ordinal: Encode Ordinal Data Into Integers
  • encode_onehot: One Hot encoding

• Partitioning

  • partition_random: Partition A Dataset Randomly

• Other

  • wh_dict: Create Data Dictionary from Data Warehouse