Turn Clean Data into Messy Data
Access the original source vector for a given shaker function
Sample a proportion of indices of a vector
Delete some characters from some values
Insert new characters into some values in a vector
Remove entire values from a vector
Replace certain patterns into some values in a vector
Substitute certain characters in a vector
Randomly swap out entire values in a vector
Salt vectors with common data problems
salty: Turn Clean Data into Messy Data
salty: Turn Clean Data Into Messy Data
Get a set of values to use in salt_ functions
Take real or simulated data and salt it with errors commonly found in the wild, such as pseudo-OCR errors, Unicode problems, numeric fields with nonsensical punctuation, bad dates, etc.