Function to calculate the percentage of matching between two strings
Source:R/how_similar.R
percentmatch1.Rd
Function to calculate the percentage of matching between two strings
Usage
percent_match(
string1,
string2,
case_sensitive = FALSE,
ignore_whitespace = TRUE,
frag_size = 2
)
string1 %match% string2
sound_match(string1, string2)
Arguments
- string1
first string
- string2
second string
- case_sensitive
if to check case sensitivity
- ignore_whitespace
if to ignore whitespace
- frag_size
fragment size of string
Details
Case Sensitivity:
The function can optionally consider or ignore case sensitivity based on the case_sensitive
argument.
Whitespace Handling:
With ignore_whitespace
set to TRUE, the function removes all whitespaces before comparison. This can be useful for matching strings that may have inconsistent spacing.
Exact Character-by-Character Matching:
The function computes the percentage of matching characters in the same positions.
Substring Matching:
The function checks if one string is a substring of the other, awarding a full match if true.
Levenshtein Distance:
The function uses Levenshtein distance to calculate the similarity and integrates this into the overall match percentage.
Fragment Matching:
- A frag_size
argument is introduced that compares fragments (substrings) of a given size (default is 3) from both strings.
- The function creates unique fragments from each string and compares them to find common fragments.
- The percentage match is calculated based on the ratio of common fragments to the total number of unique fragments.
Combining Metrics:
The overall match percentage is computed as the average of exact match, substring match, Levenshtein match, and fragment match percentages.
Examples
# Example 1: simple match
string1 <- "Hello World"
string2 <- "helo world"
match_percent <- percent_match(string1, string2)
message("Percentage of matching: ", match_percent)
#> Percentage of matching: 009088.8944.72
# Example 2: which date is closest
string0 <- "october 12,1898"
string1 <- "2018-10-12"
string2 <- "1898-10-12"
percent_match(string0, string1)
#> $exact_match_percent
#> [1] 0
#>
#> $substring_match_percent
#> [1] 0
#>
#> $levenshtein_match_percent
#> [,1]
#> [1,] 14.29
#>
#> $f_m_p
#> [1] 10.53
#>
#> $overall_match_percent
#> [,1]
#> [1,] 6.2
#>
percent_match(string0, string2)
#> $exact_match_percent
#> [1] 0
#>
#> $substring_match_percent
#> [1] 0
#>
#> $levenshtein_match_percent
#> [,1]
#> [1,] 14.29
#>
#> $f_m_p
#> [1] 23.53
#>
#> $overall_match_percent
#> [,1]
#> [1,] 9.45
#>
percent_match(string0, string2, frag_size = 4)
#> $exact_match_percent
#> [1] 0
#>
#> $substring_match_percent
#> [1] 0
#>
#> $levenshtein_match_percent
#> [,1]
#> [1,] 14.29
#>
#> $f_m_p
#> [1] 5.88
#>
#> $overall_match_percent
#> [,1]
#> [1,] 5.04
#>
percent_match(string1, string2)
#> $exact_match_percent
#> [1] 70
#>
#> $substring_match_percent
#> [1] 0
#>
#> $levenshtein_match_percent
#> [,1]
#> [1,] 70
#>
#> $f_m_p
#> [1] 60
#>
#> $overall_match_percent
#> [,1]
#> [1,] 50
#>
sound_match("Robert","rupert")
#> [1] TRUE
sound_match("rupert","Rubin")
#> [1] FALSE
sound_match("book","oops")
#> [1] FALSE