context("dataObjects")
test_that("data objects are formatted correctly", {
library(randomForest)
dataPath <- "../../data"
dataFileNames <- list.files(path = dataPath)
for (dataObjectName in dataFileNames) {
load(file.path(dataPath, dataObjectName))
}
dataObjectNames <- ls(pattern = "*_")
datasets_ <- list()
e <- environment()
expect_true(length(dataObjectNames) == length(dataFileNames))
for (dataObjectName in dataObjectNames) {
evalExpression("dataObject <- e[[dataObjectName]]; datasets_[[dataObjectName]] <- dataObject")
}
cat("\n")
accuracies <-
sapply(datasets_,
function (d) {
cat("predicting over", d$name)
train <- sample(nrow(d$X), 0.7*nrow(d$X))
model <- randomForest(d$X[train,], d$Y[train])
pred <- predict(model, d$X[-train,])
acc <- mean(pred == d$Y[-train])
cat(" | achieved accuracy:", acc, "\n")
return(acc)
})
expect_true(is.numeric(accuracies))
})
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