function color = som_normcolor(data, clrmap) %SOM_NORMCOLOR RGB values of indexed colors for a given dataset and colormap % % color = som_normcolor(data, [clrmap]) % % color = som_normcolor(data); % color = som_normcolor(data,jet(64)); % % Input and output arguments ([]'s are optional): % data (struct) map or data struct % (matrix) size N x dim % [clrmap] (matrix) size N x 3, a valid colormap (an RGB value matrix) % Default is current colormap. See COLORMAP. % % color (matrix) size N x 3 x dim, RGB matrix % % Purpose of this function is to calculate fixed RGB colors that are similar % to indexed colors with the specified colormap. This is because some % SOM Toolbox visualization functions (as SOM_GRID) do not use indexed colors % if the underlying Matlab function (e.g. PLOT) do not use indexed colors % % EXAMPLE % % %%% Visualize three variables in a map using som_grid: % %%% Give coordinates for the markers according to variables 1 and 2, and % %%% 'indexed colors' according to variable 3. % % som_grid(map.topol.lattice,map.topol.msize,'Coord',map.codebook(:,1:2), ... % 'markercolor', som_normcolor(map.codebook(:,3))); % Contributed to SOM Toolbox 2.0, February 11th, 2000 by Johan Himberg % Copyright (c) by Johan Himberg % http://www.cis.hut.fi/projects/somtoolbox/ % juha 150799 johan 010999 %%%% check possible errors %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% error(nargchk(1,2,nargin)); if nargin < 2| isempty(clrmap), clrmap=colormap; elseif ~vis_valuetype(clrmap,{'nx3rgb'}), error('The specified colormap is invalid!'); end d=size(clrmap,1); if isstruct(data), m_names={'type';'codebook';'topol';'labels';'neigh';'mask';'trainhist';... 'name';'comp_names';'comp_norm'}; d_names=fieldnames(vis_struct); if length(fieldnames(data)) ~= length(d_names) % data is not som_data_struct if length(fieldnames(data)) ~= length(m_names) % and not som_map_struct error('Input argument is not a ''som_vis'' or ''som_map'' struct.') elseif ~all(strcmp(fieldnames(data),m_names)) error('Input argument is not a ''som_vis'' or ''som_map'' struct.') else data=data.codebook; end elseif ~all(strcmp(fieldnames(data),dnames)) error('Input argument is not a ''som_vis'' or ''som_map'' struct.') else data=data.data; end end if ~isnumeric(data) | ndims(data) ~= 2 error('Data is not 2 dimensional numeric matrix.'); end %%% action %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% data=som_normalize(data,'range'); for i=1:size(data,2), inds=~isnan(data(:,i)); color(inds,:,i)=clrmap(round(data(inds,i)*(d-1))+1,:); color(~inds,:,i)=NaN; end