[R] Error with text analysis data
Neha gupta
neh@@bo|ogn@90 @end|ng |rom gm@||@com
Wed Apr 13 00:11:43 CEST 2022
Hello everyone, I have text data with output variable have three subgroups.
I am using the following code but getting the error message (see error
after the code).
d=read.csv("SONAR_RULES.csv", stringsAsFactors = FALSE)
d$REMEDIATION_FUNCTION=NULL
d$DEF_REMEDIATION_GAP_MULT=NULL
d$REMEDIATION_BASE_EFFORT=NULL
index <- createDataPartition(d$TYPE, p = .70,list = FALSE)
tr <- d[index, ]
ts <- d[-index, ]
ctrl <- trainControl(method = "cv",number=3, index = index, classProbs =
TRUE, summaryFunction = multiClassSummary)
ran <- train(TYPE ~ ., data = tr,
method = "rpart",
## Will create 48 parameter combinations
tuneLength = 3,
na.action= na.pass,
metric = "Accuracy",
preProc = c("center", "scale", "nzv"),
trControl = ctrl)
getTrainPerf(ran)
*It gives me error:*
*Error in `contrasts<-`(`*tmp*`, value = contr.funs[1 + isOF[nn]]) :
contrasts can be applied only to factors with 2 or more levels*
*My data is as follow*
Rows: 1,819
Columns: 14
$ PLUGIN_RULE_KEY <chr> "InsufficientBranchCoverage",
"InsufficientLin~
$ PLUGIN_CONFIG_KEY <chr> "", "", "", "", "", "", "", "", "", "",
"S1120~
$ PLUGIN_NAME <chr> "common-java", "common-java",
"common-java", "~
$ DESCRIPTION <chr> "An issue is created on a file as soon
as the ~
$ SEVERITY <chr> "MAJOR", "MAJOR", "MAJOR", "MAJOR",
"MAJOR", "~
$ NAME <chr> "Branches should have sufficient
coverage by t~
$ DEF_REMEDIATION_FUNCTION <chr> "LINEAR", "LINEAR", "LINEAR",
"LINEAR_OFFSET",~
$ REMEDIATION_GAP_MULT <lgl> NA, NA, NA, NA, NA, NA, NA, NA, NA, NA,
NA, NA~
$ DEF_REMEDIATION_BASE_EFFORT <chr> "", "", "", "10min", "", "", "5min",
"5min", "~
$ GAP_DESCRIPTION <chr> "number of uncovered conditions",
"number of l~
$ SYSTEM_TAGS <chr> "bad-practice", "bad-practice",
"convention", ~
$ IS_TEMPLATE <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
0, 0, 0~
$ DESCRIPTION_FORMAT <chr> "HTML", "HTML", "HTML", "HTML", "HTML",
"HTML"~
$ TYPE <chr> "CODE_SMELL", "CODE_SMELL",
"CODE_SMELL", "COD~
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