I have a whole lot (hundreds of thousands) of rather large (>0.5MB) files, where data are numerical, but with a comma as decimal separator.
It's impractical for me to use an external tool like sed "s/,/./g"
.
When the separator is a dot, I just use textscan(fid, '%f%f%f')
, but I see no option to change the decimal separator.
How can I read such a file in an efficient manner?
Sample line from a file:
5,040000 18,040000 -0,030000
Note: There is a similar question for R, but I use Matlab.
With a test script I've found a factor of less than 1.5. My code would look like:
tmco = {'NumHeaderLines', 1 , ...
'NumColumns' , 5 , ...
'ConvString' , '%f' , ...
'InfoLevel' , 0 , ...
'ReadMode' , 'block', ...
'ReplaceChar' , {',.'} } ;
A = txt2mat(filename, tmco{:});
Note the different 'ReplaceChar' value and 'ReadMode' 'block'.
I get the following results for a ~5MB file on my (not too new) machine:
The full code of my test script:
%% generate sample files
fdot = 'C:\temp\cDot.txt';
fcom = 'C:\temp\cCom.txt';
c = 5; % # columns
r = 100000; % # rows
test = round(1e8*rand(r,c))/1e6;
tdot = sprintf([repmat('%f ', 1,c), '\r\n'], test.'); % '
tdot = ['a header line', char([13,10]), tdot];
tcom = strrep(tdot,'.',',');
% write dot file
fid = fopen(fdot,'w');
fprintf(fid, '%s', tdot);
fclose(fid);
% write comma file
fid = fopen(fcom,'w');
fprintf(fid, '%s', tcom);
fclose(fid);
disp('-----')
%% read back sample files with txt2mat and textscan
% txt2mat-options with comma decimal sep.
tmco = {'NumHeaderLines', 1 , ...
'NumColumns' , 5 , ...
'ConvString' , '%f' , ...
'InfoLevel' , 0 , ...
'ReadMode' , 'block', ...
'ReplaceChar' , {',.'} } ;
% txt2mat-options with dot decimal sep.
tmdo = {'NumHeaderLines', 1 , ...
'NumColumns' , 5 , ...
'ConvString' , '%f' , ...
'InfoLevel' , 0 , ...
'ReadMode' , 'block'} ;
% textscan-options
tsco = {'HeaderLines' , 1 , ...
'CollectOutput' , true } ;
A = txt2mat(fcom, tmco{:});
B = txt2mat(fdot, tmdo{:});
fid = fopen(fdot);
C = textscan(fid, repmat('%f',1,c) , tsco{:} );
fclose(fid);
C = C{1};
disp(['txt2mat test comma (1=Ok): ' num2str(isequal(A,test)) ])
disp(['txt2mat test dot (1=Ok): ' num2str(isequal(B,test)) ])
disp(['textscan test dot (1=Ok): ' num2str(isequal(C,test)) ])
disp('-----')
%% speed test
numTest = 20;
% A) txt2mat with comma
tic
for k = 1:numTest
A = txt2mat(fcom, tmco{:});
clear A
end
ttmc = toc;
disp(['txt2mat test comma avg. time: ' num2str(ttmc/numTest) ])
% B) txt2mat with dot
tic
for k = 1:numTest
B = txt2mat(fdot, tmdo{:});
clear B
end
ttmd = toc;
disp(['txt2mat test dot avg. time: ' num2str(ttmd/numTest) ])
% C) textscan with dot
tic
for k = 1:numTest
fid = fopen(fdot);
C = textscan(fid, repmat('%f',1,c) , tsco{:} );
fclose(fid);
C = C{1};
clear C
end
ttsc = toc;
disp(['textscan test dot avg. time: ' num2str(ttsc/numTest) ])
disp('-----')