How to detect the right encoding for read.csv?
The package readr, https://cran.r-project.org/web/packages/readr/readr.pdf, includes a function called guess_encoding that calculates the probability of a file of being encoded in several encodings:
guess_encoding("your_file", n_max = 1000)
In addition to using the readr-package, you may also choose to use stringi::stri_enc_detect2. This function is particularly efficient if the locale is known and if you are dealing with some form of UTF or ASCII: "..it turns out that (empirically) stri_enc_detect2 works better than the ICU-based one [stringi::stri_enc_detect used by the guess_encoding] if UTF-* text is provided."
Details on stringi::stri_enc_detect.
Details on stringi::stri_enc_detect2.
Change-request for guess_encoding
First of all based on more general question on StackOverflow it is not possible to detect encoding of file in 100% certainty.
I've struggle this many times and come to non-automatic solution:
Use iconvlist to get all possible encodings:
codepages <- setNames(iconvlist(), iconvlist())
Then read data using each of them
x <- lapply(codepages, function(enc) try(read.table("encoding.asc",
fileEncoding=enc,
nrows=3, header=TRUE, sep="\t"))) # you get lots of errors/warning here
Important here is to know structure of file (separator, headers). Set encoding using fileEncoding argument. Read only few rows.
Now you could lookup on results:
unique(do.call(rbind, sapply(x, dim)))
# [,1] [,2]
# 437 14 2
# CP1200 3 29
# CP12000 0 1
Seems like correct one is that with 3 rows and 29 columns, so lets see them:
maybe_ok <- sapply(x, function(x) isTRUE(all.equal(dim(x), c(3,29))))
codepages[maybe_ok]
# CP1200 UCS-2LE UTF-16 UTF-16LE UTF16 UTF16LE
# "CP1200" "UCS-2LE" "UTF-16" "UTF-16LE" "UTF16" "UTF16LE"
You could look on data too
x[maybe_ok]
For your file all this encodings returns identical data (partially because there is some redundancy as you see).
If you don't know specific of your file you need to use readLines with some changes in workflow (e.g. you can't use fileEncoding, must use length instead of dim, do more magic to find correct ones).
First, you have to figure out what is the encoding of the file, what cannot be done in R (at least as I know). You can use external tools for it e.g. from Perl, python or eg. the file utility under Linux/UNIX.
As @ssmit suggested, you have an UTF-16LE (Unicode) encoding here, so load the file with this encoding and use readLines to see what you have in the first (e.g.) 10 lines:
> f <- file('encoding.asc', open="r", encoding="UTF-16LE") # UTF-16LE, which is "called" Unicode in Windows
> readLines(f,10)
[1] "\tFe 2\tZn\tO\tC\tSi\tMn\tP\tS\tAl\tN\tCr\tNi\tMo\tCu\tV\tNb 2\tTi\tB\tZr\tCa\tH\tCo\tMg\tPb 2\tW\tCl\tNa 3\tAr"
[2] ""
[3] "0\t0,003128\t3,82E-05\t0,0004196\t0\t0,001869\t0,005836\t0,004463\t0,002861\t0,02148\t0\t0,004768\t0,0003052\t0\t0,0037\t0,0391\t0,06409\t0,1157\t0,004654\t0\t0\t0\t0,00824\t7,63E-05\t0,003891\t0,004501\t0\t0,001335\t0,01175"
[4] "0,0005\t0,003265\t3,05E-05\t0,0003662\t0\t0,001709\t0,005798\t0,004395\t0,002808\t0,02155\t0\t0,004578\t0,0002441\t0\t0,003601\t0,03897\t0,06406\t0,1158\t0,0047\t0\t0\t0\t0,008026\t6,10E-05\t0,003876\t0,004425\t0\t0,001343\t0,01157"
[5] "0,001\t0,003332\t2,54E-05\t0,0003052\t0\t0,001704\t0,005671\t0,0044\t0,002823\t0,02164\t0\t0,004603\t0,0003306\t0\t0,003611\t0,03886\t0,06406\t0,1159\t0,004705\t0\t0\t0\t0,008036\t5,09E-05\t0,003815\t0,004501\t0\t0,001246\t0,01155"
[6] "0,0015\t0,003313\t2,18E-05\t0,0002616\t0\t0,001678\t0,005689\t0,004447\t0,002921\t0,02171\t0\t0,004621\t0,0003488\t0\t0,003597\t0,03889\t0,06404\t0,1158\t0,004752\t0\t0\t0\t0,008022\t4,36E-05\t0,003815\t0,004578\t0\t0,001264\t0,01144"
[7] "0,002\t0,003313\t2,18E-05\t0,0002834\t0\t0,001591\t0,005646\t0,00436\t0,003008\t0,0218\t0\t0,004643\t0,0003488\t0\t0,003619\t0,03895\t0,06383\t0,1159\t0,004752\t0\t0\t0\t0,008\t4,36E-05\t0,003771\t0,004643\t0\t0,001351\t0,01142"
[8] "0,0025\t0,003488\t2,18E-05\t0,000218\t0\t0,001657\t0,00558\t0,004338\t0,002986\t0,02175\t0\t0,004469\t0,0002616\t0\t0,00351\t0,03889\t0,06374\t0,1159\t0,004621\t0\t0\t0\t0,008131\t4,36E-05\t0,003771\t0,004708\t0\t0,001243\t0,01125"
[9] "0,003\t0,003619\t0\t0,0001526\t0\t0,001591\t0,005668\t0,004207\t0,00303\t0,02169\t0\t0,00449\t0,0002834\t0\t0,00351\t0,03874\t0,06383\t0,116\t0,004665\t0\t0\t0\t0,007956\t0\t0,003749\t0,004796\t0\t0,001286\t0,01125"
[10] "0,0035\t0,003422\t0\t4,36E-05\t0\t0,001482\t0,005711\t0,004185\t0,003292\t0,02156\t0\t0,004665\t0,0003488\t0\t0,003553\t0,03852\t0,06391\t0,1158\t0,004708\t0\t0\t0\t0,007717\t0\t0,003597\t0,004905\t0\t0,00133\t0,01136"
From this, it can be seen, that we have a header, and a blank line in the second row (which will be skipped by default using the read.table function), the separator is \t and the decimal character is ,.
> f <- file('encoding.asc', open="r", encoding="UTF-16LE")
> df <- read.table(f, sep='\t', dec=',', header=TRUE)
And see what we have:
> head(df)
X Fe.2 Zn O C Si Mn P S
1 0.0000 0.003128 3.82e-05 0.0004196 0 0.001869 0.005836 0.004463 0.002861
2 0.0005 0.003265 3.05e-05 0.0003662 0 0.001709 0.005798 0.004395 0.002808
3 0.0010 0.003332 2.54e-05 0.0003052 0 0.001704 0.005671 0.004400 0.002823
4 0.0015 0.003313 2.18e-05 0.0002616 0 0.001678 0.005689 0.004447 0.002921
5 0.0020 0.003313 2.18e-05 0.0002834 0 0.001591 0.005646 0.004360 0.003008
6 0.0025 0.003488 2.18e-05 0.0002180 0 0.001657 0.005580 0.004338 0.002986
Al N Cr Ni Mo Cu V Nb.2 Ti B Zr
1 0.02148 0 0.004768 0.0003052 0 0.003700 0.03910 0.06409 0.1157 0.004654 0
2 0.02155 0 0.004578 0.0002441 0 0.003601 0.03897 0.06406 0.1158 0.004700 0
3 0.02164 0 0.004603 0.0003306 0 0.003611 0.03886 0.06406 0.1159 0.004705 0
4 0.02171 0 0.004621 0.0003488 0 0.003597 0.03889 0.06404 0.1158 0.004752 0
5 0.02180 0 0.004643 0.0003488 0 0.003619 0.03895 0.06383 0.1159 0.004752 0
6 0.02175 0 0.004469 0.0002616 0 0.003510 0.03889 0.06374 0.1159 0.004621 0
Ca H Co Mg Pb.2 W Cl Na.3 Ar
1 0 0 0.008240 7.63e-05 0.003891 0.004501 0 0.001335 0.01175
2 0 0 0.008026 6.10e-05 0.003876 0.004425 0 0.001343 0.01157
3 0 0 0.008036 5.09e-05 0.003815 0.004501 0 0.001246 0.01155
4 0 0 0.008022 4.36e-05 0.003815 0.004578 0 0.001264 0.01144
5 0 0 0.008000 4.36e-05 0.003771 0.004643 0 0.001351 0.01142
6 0 0 0.008131 4.36e-05 0.003771 0.004708 0 0.001243 0.01125