a wez

X=[1 1; 2 2; 2 1; 1 2];
Y =[1; 1; 0; 0];
net = newff([0 3; 0 3], [30 8 1], {'tansig' 'purelin' 'purelin'}, 'trainlm');
net =init(net);
net.trainParam.epochs = 200;
net.trainParam.goal=0.0000001;
net=train(net, X', Y');
[X1 Y1] = meshgrid(0:0.1:3);
Z=X1;
Z(:)=sim(net,[X1(:)'; Y1(:)']);
surf(X1, Y1, Z);

%  cp  (cytoplasm)                                    143 000
%  im  (inner membrane without signal sequence)        77 001
%  pp  (perisplasm)                                    52 010
%  imU (inner membrane, uncleavable signal sequence)   35 011
%  om  (outer membrane)                                20 100
%  omL (outer membrane lipoprotein)                     5 101
%  imL (inner membrane lipoprotein)                     2 110
%  imS (inner membrane, cleavable signal sequence)      2 111

 X = importdata('nowy3.txt');
% Y =
%load nowy3.txt
%X = nowy3.txt;
Y = X(:,end-2);
X(:,end) = [];
X(:,end) = [];
X(:,end) = [];
net = newff([0 1; 0 1; 0 1; 0 1; 0 1; 0 1 ; 0 1], [30 8 1], {'tansig' 'purelin' 'purelin'}, 'trainlm');
net =init(net);
net.trainParam.epochs = 500;
net.trainParam.goal=0.000000001;
net=train(net, X', Y');
[X1 Y1] = meshgrid(0:0.1:3);
Z=X1;
Z(:)=sim(net,[X1(:)'; Y1(:)']);
surf(X1, Y1, Z);