Created
October 13, 2014 21:53
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DATA_ROOT < 'UCI HAR Dataset' | |
curr.sep <- .Platform[['file.sep']] | |
read.commons <- function(){ | |
act.labels <<- read.table(paste(DATA_ROOT | |
,'activity_labels.txt' | |
, sep=curr.sep) | |
,sep=' ' | |
,col.names=c('index','name')) | |
col.names <- read.table(paste(DATA_ROOT | |
,'features.txt' | |
, sep=curr.sep) | |
,stringsAsFactors=F | |
,sep=' ')[[2]] | |
selected.cols <<- grepl('-mean()|-std()',col.names) | |
# pretty.col.names <<- gsub('([[:lower:]])([[:upper:]])' | |
# , '\\1 \\2' | |
# , gsub( '[.-]|\\(\\)' | |
# , ' ' | |
# , col.names[selected.cols])) | |
pretty.col.names <<- col.names[selected.cols] | |
} | |
read.datasets <- function(dataset.name){ | |
y.data <- read.table(paste(DATA_ROOT | |
, dataset.name | |
, paste0('y_',dataset.name,'.txt') | |
, sep=curr.sep | |
) | |
)[[1]] | |
y.data <- act.labels[y.data,2] | |
subj.data <- read.table(paste(DATA_ROOT | |
, dataset.name | |
, paste0('subject_',dataset.name,'.txt') | |
, sep=curr.sep | |
) | |
)[[1]] | |
x.data <- read.table(text=gsub( '[[:space:]]+' | |
, ';' | |
, sub( '^[[:space:]]+' | |
, '' | |
, readLines(paste( DATA_ROOT | |
, dataset.name | |
, paste0('X_',dataset.name,'.txt') | |
, sep=curr.sep) | |
) | |
) | |
) | |
, sep=';' | |
)[,selected.cols] | |
cbind(as.factor(subj.data),y.data,x.data) | |
} | |
read.commons() | |
result.df <- rbind(read.datasets('test'),read.datasets('train')) | |
names(result.df) <- c('subject','activity',pretty.col.names) | |
agg <- aggregate(. ~ subject + activity, data = result.df, mean) | |
write.table(agg,paste(DATA_ROOT,'output.txt',sep=curr.sep),sep=';',col.names=names(agg)) |
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