-
Notifications
You must be signed in to change notification settings - Fork 0
Expand file tree
/
Copy pathdefine2validate.R
More file actions
177 lines (170 loc) · 7.19 KB
/
Copy pathdefine2validate.R
File metadata and controls
177 lines (170 loc) · 7.19 KB
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
# Define2Validate - Validate CDISC Dataset-XML with corresponding Define-XML metadata, using R and R4DSXML.
# Copyright (C) 2017 Masafumi Okada
#
# This program is free software: you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation, either version 3 of the License, or
# any later version.
#
# This program is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with this program. If not, see <http://www.gnu.org/licenses/>.
library(R4DSXML)
library(testthat)
library(validate)
getAttr <- function(Nodeset, Attr){
sapply(Nodeset, function(el) xmlGetAttr(el, Attr, default = NA))
}
getWhereClause <- function(valueListOID, varMD, docNodeset) {
namespaces <- c( ns='http://www.cdisc.org/ns/odm/v1.3',
def='http://www.cdisc.org/ns/def/v2.0' )
vldNodes <- getNodeSet(docNodeset, "//def:ValueListDef", namespaces)
vld.OIDs <- getAttr( Nodeset = vldNodes, Attr = "OID" )
if(length(vld.OIDs) < 1) return(NULL)
vldselect <- vld.OIDs == valueListOID
if(sum(vldselect) > 1 ) stop(paste("More than one def:ValueListDef for value list OID ", valueListOID))
vldNode <- vldNodes[[which(vldselect)]]
itemNodes <- getNodeSet(vldNode, "ns:ItemRef", namespaces)
itemOIDs <- getAttr(Nodeset=itemNodes, Attr="OID")
## %notin% operator is not defined in R. But that can be defined as:
## "%notin%" <- function(x, table) !match(x, table, nomatch = 0) > 0
compars <- c("LT"="<", "LE"="<=", "GT"=">", "GE"=">=", "EQ"="==", "NE"="!=", "IN"="%in%", "NOTIN"="%notin%")
vldf <- NULL
for(i in 1:length(itemNodes)) {
vlitemOID <- xmlGetAttr(itemNodes[[i]], "ItemOID",default=NA)
wcRefNode <- getNodeSet(itemNodes[[i]], "def:WhereClauseRef", namespaces)
wcoid <- getAttr(Nodeset=wcRefNode, Attr="WhereClauseOID")
rcNodes <- getNodeSet(docNodeset, paste("//def:WhereClauseDef[@OID='",wcoid, "']/ns:RangeCheck",sep=""), namespaces)
if(length(rcNodes) > 0) {
vlstr <- NULL
for(j in 1:length(rcNodes)) {
itemoid <- xmlGetAttr(rcNodes[[j]], "ItemOID", default=NA)
comparator <- xmlGetAttr(rcNodes[[j]], "Comparator", default=NA)
checkvalues <- getNodeSet(rcNodes[[j]], "ns:CheckValue", namespaces)
if(length(checkvalues)>1) {
values <- NULL
for(k in 1:length(checkvalues)) {
values <- append(values, xmlValue(checkvalues[[k]]))
}
checkstr <- paste("c(\"", paste(values, collapse="\",\""),"\")",sep="")
} else {
checkstr <- paste("\"", xmlValue(checkvalues[[1]]), "\"",sep="")
}
itemName <- subset(varMD, IR_ItemOID == itemoid)$ID_Name
compaStr <- compars[comparator]
vlstr <- append(vlstr, paste(itemName, compaStr, checkstr))
}
}
vldf <- rbind(vldf, data.frame(IR_ItemOID=vlitemOID, WhereClause=
paste("(!(", paste(vlstr, collapse=" & "), "))")))
}
return(vldf)
}
md2validate <- function(metadata, varname=NA, descname=NA) {
expect_equal(nrow(metadata),1)
# if the metadata is value-level metadata, variable name should be given as varName argument.
# otherwise, get variable name from the metadata.
if(is.na(varname)) {
varname <- metadata$"ID_Name"
descname <- varname
}
varLength <- metadata$"ID_Length"
exprdf <- data.frame()
if(!is.na(varLength)) {
exprdf <- rbind(exprdf, data.frame(
expr=paste("nchar(as.character(", varname, ")) <= ", varLength, sep=""),
name=paste("Length of ", descname,sep="")
))
}
varMandatory <- metadata$"IR_Mandatory"
expect_false(is.na(varMandatory))
if(varMandatory == "Yes") {
exprdf <- rbind(exprdf, data.frame(
expr=paste("!is.na(", varname, ")", sep=""),
name=paste(descname, " is mandatory",sep="")
))
}
varDataType <- metadata$"ID_DataType"
expect_false(is.na(varDataType))
if(varDataType == "integer") {
exprdf <- rbind(exprdf, data.frame(
expr=paste("regexpr(\"^[0-9-]+$\",as.character(", varname,")) == 1", sep=""),
name=paste(descname, " should be integer",sep="")
))
}
if(varDataType == "float") {
exprdf <- rbind(exprdf, data.frame(
expr=paste("(regexpr(\"^[0-9.+-eE]+$\",as.character(", varname,")) == 1) & !is.na(as.numeric(", varname, "))",sep=""),
name=paste(descname, " should be float",sep="")
))
}
if(varDataType == "date") {
exprdf <- rbind(exprdf, data.frame(
expr=paste("regexpr(\"^[[:digit:]]{4}(-[[:digit:]][[:digit:]](-[[:digit:]][[:digit:]](T[[:digit:]][[:digit:]]:[[:digit:]][[:digit:]](:[[:digit:]][[:digit:]])?(.[[:digit:]]+)?(([+-][[:digit:]][[:digit:]]:[[:digit:]][[:digit:]])|Z)?)?)?)?$\",as.character(", varname,")) == 1", sep=""),
name=paste(descname, " should be Date",sep="")
))
}
varCodeList <- metadata$"ID_CodeListOID"
if(!is.na(varCodeList)) {
exprdf <- rbind(exprdf, data.frame(
expr=paste("as.character(", varname, ") %in% CT[CT$OID == \"", varCodeList, "\", \"CodedValue\"]", sep=""),
name=paste(descname, " should follow codelist " , varCodeList,sep="")
))
}
valuelistOID <- metadata$"ID_ValueListOID"
return(list(rules=exprdf, valuelistOID=valuelistOID))
}
define2validate <- function(domain, file="exampleRules.yaml", definexml="Odm_Define.xml", overwrite=FALSE) {
varmd <- subset(getVarMD(definexml), IGD_Name == domain)
if(nrow(varmd) < 1) {
stop(paste("No definition of domain ", domain,". Please specify correct set of domain and corresponding Define-XML.",sep=""))
}
if(file.exists(file) && overwrite == FALSE) {
stop(paste("File", file, "exists, but overwrite option is not set."))
}
cat(file=file, append=FALSE, "")
out <- function(...) cat(file=file, append=TRUE, paste(...,"\n",sep=""))
vloids <- NULL
out("rules:")
expect_gt(nrow(varmd), 0)
for(row in 1:nrow(varmd)) {
r <- md2validate(varmd[row,])
if(!is.null(r$valuelistOID) && !is.na(r$valuelistOID)) {
vloids <- append(vloids, r$valuelistOID)
}
#browser()
if(nrow(r$rules)>0){
for(i in 1:nrow(r$rules)) {
out('-')
out(" expr: '",r$rules[i,"expr"], "'")
out(' name: ',r$rules[i,"name"])
}
}
}
valmd <- getValMD(definexml)
docnode <- xmlTreeParse( definexml, useInternalNodes = T )
whereclauses <- data.frame()
for(vloid in vloids) {
whereclauses <- getWhereClause(vloid, varmd, docnode)
expect_gt(nrow(whereclauses),0)
for(i in 1:nrow(whereclauses)) {
wc <- whereclauses[i,]
itemmd <- subset(valmd, IR_ItemOID == wc$IR_ItemOID)
expect_equal(nrow(itemmd), 1)
tname <- subset(varmd, ID_ValueListOID==vloid)$ID_Name
r <- md2validate(itemmd, tname, paste(itemmd$ID_Name, "(", tname, ")", sep=""))
if(nrow(r$rules)>0){
for(i in 1:nrow(r$rules)) {
out('-')
out(" expr: '",wc$WhereClause, " | ", r$rules[i,"expr"], "'")
out(' name: ',r$rules[i,"name"])
}
}
}
}
out("---")
}