function sData = som_read_data(filename, varargin) %SOM_READ_DATA Read data from an ascii file in SOM_PAK format. % % sD = som_read_data(filename, dim, [missing]) % sD = som_read_data(filename, [missing]) % % sD = som_read_data('system.data'); % sD = som_read_data('system.data',10); % sD = som_read_data('system.data','*'); % sD = som_read_data('system.data',10,'*'); % % Input and output arguments ([]'s are optional): % filename (string) input file name % dim (scalar) input space dimension % [missing] (string) string which indicates a missing component % value, 'NaN' by default % % sD (struct) data struct % % Reads data from an ascii file. The file must be in SOM_PAK format, % except that it may lack the input space dimension from the first % line. % % For more help, try 'type som_read_data' or check out online documentation. % See also SOM_WRITE_DATA, SOM_READ_COD, SOM_WRITE_COD, SOM_DATA_STRUCT. %%%%%%%%%%%%% DETAILED DESCRIPTION %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% % % som_read_data % % PURPOSE % % Reads data from an ascii file in SOM_PAK format. % % SYNTAX % % sD = som_read_data(filename) % sD = som_read_data(..., dim) % sD = som_read_data(..., 'missing') % sD = som_read_data(..., dim, 'missing') % % DESCRIPTION % % This function is offered for compatibility with SOM_PAK, a SOM software % package in C. It reads data from a file in SOM_PAK format. % % The SOM_PAK data file format is as follows. The first line must % contain the input space dimension and nothing else. The following % lines are comment lines, empty lines or data lines. Unlike programs % in SOM_PAK, this function can also determine the input dimension % from the first data lines, if the input space dimension line is % missing. Note that the SOM_PAK format is not fully supported: data % vector 'weight' and 'fixed' properties are ignored (they are treated % as labels). % % Each data line contains one data vector and its labels. From the beginning % of the line, first are values of the vector components separated by % whitespaces, then labels also separated by whitespaces. If there are % missing values in the vector, the missing value marker needs to be % specified as the last input argument ('NaN' by default). The missing % values are stored as NaNs in the data struct. % % Comment lines start with '#'. Comment lines as well as empty lines are % ignored, except if the comment lines that start with '#n' or '#l'. In that % case the line should contain names of the vector components or label names % separated by whitespaces. % % NOTE: The minimum value Matlab is able to deal with (realmax) % should not appear in the input file. This is because function sscanf is % not able to read NaNs: the NaNs are in the read phase converted to value % realmax. % % REQUIRED INPUT ARGUMENTS % % filename (string) input filename % % OPTIONAL INPUT ARGUMENTS % % dim (scalar) input space dimension % missing (string) string used to denote missing components (NaNs); % default is 'NaN' % % OUTPUT ARGUMENTS % % sD (struct) the resulting data struct % % EXAMPLES % % The basic usage is: % sD = som_read_data('system.data'); % % If you know the input space dimension beforehand, and the file does % not contain it on the first line, it helps if you specify it as the % second argument: % sD = som_read_data('system.data',9); % % If the missing components in the data are marked with some other % characters than with 'NaN', you can specify it with the last argument: % sD = som_read_data('system.data',9,'*') % sD = som_read_data('system.data','NaN') % % Here's an example data file: % % 5 % #n one two three four five % #l ID % 10 2 3 4 5 1stline label % 0.4 0.3 0.2 0.5 0.1 2ndline label1 label2 % # comment line: missing components are indicated by 'x':s % 1 x 1 x 1 3rdline missing_components % x 1 2 2 2 % x x x x x 5thline emptyline % % SEE ALSO % % som_write_data Writes data structs/matrices to a file in SOM_PAK format. % som_read_cod Read a map from a file in SOM_PAK format. % som_write_cod Writes data struct into a file in SOM_PAK format. % som_data_struct Creates data structs. % Copyright (c) 1997-2000 by the SOM toolbox programming team. % http://www.cis.hut.fi/projects/somtoolbox/ % Version 1.0beta ecco 221097 % Version 2.0beta ecco 060899, juuso 151199 %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %% check arguments error(nargchk(1, 3, nargin)) % check no. of input args is correct dont_care = 'NaN'; % default don't care string comment_start = '#'; % the char a SOM_PAK command line starts with comp_name_line = '#n'; % string denoting a special command line, % which contains names of each component label_name_line = '#l'; % string denoting a special command line, % which contains names of each label block_size = 1000; % block size used in file read kludge = num2str(realmax, 100); % used in sscanf % open input file fid = fopen(filename); if fid < 0 error(['Cannot open ' filename]); end % process input arguments if nargin == 2 if isstr(varargin{1}) dont_care = varargin{1}; else dim = varargin{1}; end elseif nargin == 3 dim = varargin{1}; dont_care = varargin{2}; end % if the data dimension is not specified, find out what it is if nargin == 1 | (nargin == 2 & isstr(varargin{1})) fpos1 = ftell(fid); c1 = 0; % read first non-comment line while c1 == 0, line1 = strrep(fgetl(fid), dont_care, kludge); [l1, c1] = sscanf(line1, '%f '); end fpos2 = ftell(fid); c2 = 0; % read second non-comment line while c2 == 0, line2 = strrep(fgetl(fid), dont_care, kludge); [l2, c2] = sscanf(line2, '%f '); end if (c1 == 1 & c2 ~= 1) | (c1 == c2 & c1 == 1 & l1 == 1) dim = l1; fseek(fid, fpos2, -1); elseif (c1 == c2) dim = c1; fseek(fid, fpos1, -1); warning on warning(['Automatically determined data dimension is ' ... num2str(dim) '. Is it correct?']); else error(['Invalid header line: ' line1]); end end % check the dimension is valid if dim < 1 | dim ~= round(dim) error(['Illegal data dimension: ' num2str(dim)]); end %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% %% read data sData = som_data_struct(zeros(1, dim), 'name', filename); lnum = 0; % data vector counter data_temp = zeros(block_size, dim); labs_temp = cell(block_size, 1); comp_names = sData.comp_names; label_names = sData.label_names; form = [repmat('%g',[1 dim-1]) '%g%[^ \t]']; limit = block_size; while 1, li = fgetl(fid); % read next line if ~isstr(li), break, end; % is this the end of file? % all missing vectors are replaced by value realmax because % sscanf is not able to read NaNs li = strrep(li, dont_care, kludge); [data, c, err, n] = sscanf(li, form); if c < dim % if there were less numbers than dim on the input file line if c == 0 if strncmp(li, comp_name_line, 2) % component name line? li = strrep(li(3:end), kludge, dont_care); i = 0; c = 1; while c [s, c, e, n] = sscanf(li, '%s%[^ \t]'); if ~isempty(s), i = i + 1; comp_names{i} = s; li = li(n:end); end end if i ~= dim error(['Illegal number of component names: ' num2str(i) ... ' (dimension is ' num2str(dim) ')']); end elseif strncmp(li, label_name_line, 2) % label name line? li = strrep(li(3:end), kludge, dont_care); i = 0; c = 1; while c [s, c, e, n] = sscanf(li, '%s%[^ \t]'); if ~isempty(s), i = i + 1; label_names{i} = s; li = li(n:end); end end elseif ~strncmp(li, comment_start, 1) % not a comment, is it error? [s, c, e, n] = sscanf(li, '%s%[^ \t]'); if c error(['Invalid vector on input file data line ' ... num2str(lnum+1) ': [' deblank(li) ']']), end end else error(['Only ' num2str(c) ' vector components on input file data line ' ... num2str(lnum+1) ' (dimension is ' num2str(dim) ')']); end else lnum = lnum + 1; % this was a line containing data vector data_temp(lnum, 1:dim) = data'; % add data to struct if lnum == limit % reserve more memory if necessary data_temp(lnum+1:lnum+block_size, 1:dim) = zeros(block_size, dim); [dummy nl] = size(labs_temp); labs_temp(lnum+1:lnum+block_size,1:nl) = cell(block_size, nl); limit = limit + block_size; end % read labels if n < length(li) li = strrep(li(n:end), kludge, dont_care); i = 0; n = 1; c = 1; while c [s, c, e, n_new] = sscanf(li(n:end), '%s%[^ \t]'); if c, i = i + 1; labs_temp{lnum, i} = s; n = n + n_new - 1; end end end end end % close input file if fclose(fid) < 0, error(['Cannot close file ' filename]); else fprintf(2, '\rdata read ok \n'); end % set values data_temp(data_temp == realmax) = NaN; sData.data = data_temp(1:lnum,:); sData.labels = labs_temp(1:lnum,:); sData.comp_names = comp_names; sData.label_names = label_names; return; %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%