clear all;
close all;

hw1=csvread(hardwood.csv);
cp1=csvread(carpet.csv);

%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%Subspaceselection
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
rand(seed,189);
rp1=randperm(64);
rp2=rp1(1:8)

hw2=hw1(:,rp2);
cp2=cp1(:,rp2);


% Loops over 10 bootstrap samples
for tt=1:10
  %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
  % Bootstrapping
  %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
  rand(seed,131*tt); %111, 131,
  rn=round(1023*rand(1,1023))+1;
  hw=hw2(rn,:);
  cp=cp2(rn,:);


  % Decision tree building
  best_subspaces=dt_build_fn(hw,cp)

end