String Comparison in R
String Comparisons
in R Reuben McCreanor
Motivation
R stringdist
An example
References
String Comparison in R
Reuben McCreanor
Stat 521 - Data Mining and Predictive Modeling
Thursday, September 2, 2015
Motivation: Why would you want to compare strings?
String Comparisons
in R Reuben McCreanor
Motivation
R stringdist
An example
References
"No one should ever claim to be a data analyst until he or she has done string manipulation" - Gaston Sanchez
Strings in R are largely lexicographic
String comparisons can be used for: Cleaning dirty data Web search Biomedical research Matching in data frames
R stringdist: How do you compare strings?
String Comparisons
in R Reuben McCreanor
Motivation
R stringdist
An example
References
Stringdist is a package that calculates distances between strings
Adds functionality to R by allowing approximate string matching
Very flexible - allows the user to set what should be considered a match
Key Functions
amatch returns the position of the closest string match aint indicates wether an element approximately matches stringdist computes distances between different strings phonetic translates text into phonetic codes
An example: Using stringdist to match similar words
String Comparisons
in R Reuben McCreanor
Motivation R stringdist An example References
References and further reading
String Comparisons
in R Reuben McCreanor
Motivation
R stringdist
An example
References
Want to know more? Handling and Processing Strings in R by Gaston Sanchez Strings_in_R.pdf
References Relational Operators in R R-manual/R-devel/library/base/html/Comparison.html R Tutorial - Characters r-introduction/basic-data-types/character Package stringdist packages/stringdist/stringdist.pdf
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