count = 2;
for n=1:count
Subj_ID_rand = Subj_ID;

rng(n, 'twister');
rand_index = randi(39, 1, 39);
Subj_ID_rand = Subj_ID_rand(:,rand_index);
all_data_rand = all_rank(:,rand_index);

train_data{n} = all_data_rand(:,1:floor(0.7*39));
test_data{n} = all_data_rand(:,floor(0.7*39)+1:end);


train_ID{n} = Subj_ID_rand(:,1:floor(0.7*39));
test_ID{n} = Subj_ID_rand(:,floor(0.7*39)+1:end);

while(~any(strcmp(test_ID{n},'Huntington')))    %Make sure Huntington is included in the test set
    rng('shuffle')
    rng(1, 'twister');
    rand_index = randi(39, 1, 39);
    Subj_ID_rand = Subj_ID_rand(:,rand_index);
    all_data_rand = all_data(:,rand_index);

    train_data{n} = all_data_rand(:,1:floor(0.7*39));
    test_data{n} = all_data_rand(:,floor(0.7*39)+1:end);

    train_ID{n} = Subj_ID_rand(:,1:floor(0.7*39));
    test_ID{n} = Subj_ID_rand(:,floor(0.7*39)+1:end);
end

%train_ID numerical vector
train_num{n} = zeros(1, length(train_ID{n}));
for i=1:length(train_ID{n})
    if(strcmp(train_ID{n}{2,i},'Control'))
        train_num{n}(i) = 1;
    end
    if(strcmp(train_ID{n}{2,i},'Epilepsy'))
        train_num{n}(i) = 2;
    end
    if(strcmp(train_ID{n}{2,i},'Huntington'))
        train_num{n}(i) = 3;
    end
    if(strcmp(train_ID{n}{2,i},'Parkinson'))
        train_num{n}(i) = 4;
    end
end

%test_ID numerical vector
test_num{n} = zeros(1, length(test_ID{n}));
for i=1:length(test_ID)
    if(strcmp(test_ID{n}{2,i},'Control'))
        test_num{n}(i) = 1;
    end
    if(strcmp(test_ID{n}{2,i},'Epilepsy'))
        test_num{n}(i) = 2;
    end
    if(strcmp(test_ID{n}{2,i},'Huntington'))
        test_num{n}(i) = 3;
    end
    if(strcmp(test_ID{n}{2,i},'Parkinson'))
        test_num{n}(i) = 4;
    end
end

train_labels{n} = train_ID{n}(2,:);

test_labels{n} = test_ID{n}(2,:);

end