R-通过levenshtein距离返回n个匹配

R-通过levenshtein距离返回n个匹配,r,dataframe,tm,levenshtein-distance,stringdist,R,Dataframe,Tm,Levenshtein Distance,Stringdist,我想通过levenshtein距离找到给定字符串的n个最佳匹配项。我知道R中的adist函数给出了最小距离,但我试图将结果的数量缩放到,比如说,10。下面我有一些代码 name <- c("holiday inn", "geico", "zgf", "morton phillips") address <- c("400 lafayette pl tupelo ms", "227 geico plaza chevy chase md", "811 quincy st wa

我想通过levenshtein距离找到给定字符串的n个最佳匹配项。我知道R中的adist函数给出了最小距离,但我试图将结果的数量缩放到,比如说,10。下面我有一些代码

name <- c("holiday inn", "geico", "zgf", "morton phillips")
address <- c("400 lafayette pl tupelo ms", "227 geico plaza chevy chase md", 
     "811 quincy st washington dc", "1911 1st st rockville md")

source1 <- data.frame(name, address)

name <- c("williams sonoma", "mamas bbq", "davis polk", "hop a long diner",
  "joes crag shack", "mike lowry place", "holiday inn", "zummer")

name2 <- c(NA, NA, NA, NA, NA, NA, "hi express", "zummer gunsul frasca")
address <- c("2 reads way new castle de", "248 w 4th st newark de",
     "1100 21st st nw washington dc", "1804 w 5th st wilmington de",
     "1208 kenwood parkway holdridge nb", "4203 ocean drive miami fl",
     "400 lafayette pl tupelo ms", "811 quincy st washington dc")
source2 <- data.frame(name, name2, address)

dist.mat.nm <- adist(source1$name, source2$name, partial = T, ignore.case = TRUE)

dist.mat.ad <- adist(source1$address.full, source2$address.full, partial = TRUE, ignore.case = TRUE)
dist.mat <- ifelse(is.na(dist.mat.nm), dist.mat.ad, dist.mat.nm)
dist.mat2 <- ifelse(is.na(dist.mat.ad), dist.mat.nm, dist.mat.ad)
which.match <- function(x, nm) return(nm[which(x == min(x))[1]])
which.index <- function(x, nm) return(which(x == min(x))[1])

source2.matches.name <- apply(dist.mat, 1, which.match, nm = source2$name)
source2.name.index <- apply(dist.mat, 1, which.index, nm = 
source2$names[source2.matches.name])

所需的结果是一个数据帧,其中包含source1$name、使用adist根据lev距离获得最佳5个匹配的列,以及source1$address及其最佳5个匹配。也许是使用dplyr的top_n?如果有什么不清楚的地方,请告诉我。非常感谢您的帮助。谢谢。

如果我理解这个问题,下面就是你想要的。 首先,我将重新运行创建dist.mat.ad的代码行,因为您的代码有一个错误,当列名为address时,它引用列address.full


有没有办法增加距离?
dist.mat.ad <- adist(source1$address, source2$address, partial = TRUE, ignore.case = TRUE)
imat <- apply(dist.mat.nm, 1, order)[1:5, ]
top.nm <- data.frame(name = source1$name)
tmp <- apply(imat, 1, function(i) source2$name[i])
colnames(tmp) <- paste("top", 1:5, sep = ".")
top.nm <- cbind(top.nm, tmp)

imat <- apply(dist.mat.ad, 1, order)[1:5, ]
top.ad <- data.frame(address = source1$address)
tmp <- apply(imat, 1, function(i) source2$address[i])
colnames(tmp) <- paste("top", 1:5, sep = ".")
top.ad <- cbind(top.ad, tmp)
rm(imat, tmp)