In [1]:

    

import numpy as np


    

In [2]:

    

x = np.loadtxt('Y_train.txt',delimiter=',',dtype=np.int8)


    

In [3]:

    

prob = 0.8
x_train_mask = np.ones(x.shape)
x_test_mask = np.zeros(x.shape)
count = count1 = 0


    

In [4]:

    

for i in range(0,x.shape[0]):
    for j in range(0,x.shape[1]):
        if x[i,j] == 1.0:
            count1 += 1
            temp = np.random.uniform(size=1)
            if temp >= 0.8:
                x_train_mask[i,j] = 0
                x_test_mask[i,j] = 1 
                count += 1
print count
print count1


    

    




2354
11729

In [5]:

    

req = 50
ind = []
index_array = np.arange(x.shape[1])
for i in range(0,x.shape[0]):
    count = 0;
    for j in range(0,x.shape[1]):
        if x_test_mask[i,j] == 1:
            ind.append(j)
            count+=1
    temp = np.array(ind)
    del ind[:]
    temp = np.setdiff1d(index_array,temp,assume_unique=True)
    temp = np.random.choice(temp,size=req-count,replace=False)
    for k in range(0,req-count):
        x_test_mask[i,temp[k]] = 1
        x_train_mask[i,temp[k]] = 0
    print count


    

    




0
1
1
0
0
0
1
0
1
0
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
1
0
0
0
0
0
0
1
2
0
0
1
0
1
1
0
0
1
1
0
0
1
0
2
0
0
0
0
2
0
0
0
0
0
0
1
1
2
0
0
1
1
1
0
0
0
1
0
0
0
0
1
0
0
0
1
1
2
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
1
0
1
0
0
2
1
0
1
1
0
0
1
0
0
0
0
1
2
0
0
0
0
0
2
0
1
0
0
0
0
0
1
1
0
0
0
0
2
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
1
0
0
0
0
0
1
1
1
0
1
0
0
1
1
0
0
0
0
1
0
1
1
0
1
0
1
1
0
0
1
0
0
3
0
1
0
1
0
2
0
1
0
1
0
0
1
0
0
1
0
0
1
1
1
0
1
0
0
0
0
1
0
0
0
0
0
0
0
1
0
0
1
1
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
1
1
0
1
0
2
0
1
1
0
0
0
1
0
2
0
0
0
0
0
0
0
2
0
1
0
0
1
0
1
0
0
0
0
1
0
0
0
0
0
0
2
0
1
0
0
2
1
0
1
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
2
0
0
0
0
0
1
0
1
1
0
0
1
0
1
0
0
1
0
1
0
1
0
0
1
0
3
1
0
0
2
0
2
1
1
0
0
0
1
0
0
0
1
0
1
0
0
0
0
0
2
0
0
0
0
0
0
2
1
1
2
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
0
0
1
0
0
1
1
1
1
1
0
0
0
2
0
0
1
0
1
0
0
0
1
0
0
1
0
1
0
0
4
0
0
0
1
0
0
0
0
0
0
0
0
0
1
1
2
2
0
0
0
0
1
0
1
1
0
1
0
0
2
0
2
1
0
0
0
1
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
1
0
1
0
0
0
1
0
0
0
0
0
1
0
0
1
1
3
0
0
0
0
0
2
0
0
1
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
2
0
0
0
3
1
0
1
0
0
0
3
1
0
1
0
1
0
0
1
0
1
1
0
0
1
0
0
0
2
1
2
0
0
0
0
3
0
2
0
0
1
1
2
0
2
2
0
0
1
0
1
1
2
1
0
0
0
1
0
1
0
0
0
0
0
0
2
1
1
0
1
0
1
0
0
1
1
0
1
1
0
0
0
0
0
0
1
1
0
0
2
2
1
0
0
0
0
0
0
1
0
0
1
0
0
0
2
1
0
0
0
1
2
1
1
1
0
0
0
0
1
1
0
0
1
1
1
0
0
0
0
1
0
1
0
1
1
1
1
0
4
1
1
0
0
1
1
1
0
0
0
1
0
0
0
0
0
0
2
2
2
0
2
0
1
0
0
1
0
0
0
2
0
0
0
0
0
1
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
0
1
1
1
0
0
0
0
1
1
0
1
1
1
0
1
0
0
0
1
0
0
0
1
0
1
1
2
1
0
0
0
1
1
1
0
1
2
1
0
0
0
0
0
2
0
0
1
0
1
0
0
0
1
0
0
0
3
3
0
2
0
1
1
0
0
0
4
1
0
1
0
0
2
0
0
1
0
0
0
1
1
1
1
0
1
1
0
0
1
0
0
0
1
1
1
1
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
0
0
0
1
0
1
0
0
2
0
1
1
0
0
1
2
0
0
1
0
0
0
0
1
0
0
0
0
1
2
0
0
1
1
1
0
0
0
0
3
1
0
0
0
0
0
0
0
0
0
0
1
2
0
1
0
1
0
0
0
1
0
1
1
0
1
1
0
0
0
0
1
1
2
1
1
1
0
2
1
1
0
1
0
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
2
0
0
0
1
0
0
0
1
1
0
1
1
1
0
1
0
1
0
0
0
0
1
2
0
1
1
0
1
2
2
0
0
2
0
1
1
0
1
0
2
1
0
0
0
0
0
0
0
0
0
0
2
2
0
1
0
0
1
0
3
0
1
1
0
0
0
0
0
0
2
1
0
1
0
0
0
0
0
0
1
0
1
0
1
0
1
0
1
0
2
1
1
2
0
1
1
2
0
1
0
2
0
0
2
1
1
1
0
0
1
1
0
0
0
0
0
1
0
0
3
1
1
1
0
0
1
0
0
0
0
0
1
0
0
0
0
1
1
0
0
0
0
0
1
0
0
0
0
0
1
3
0
1
0
0
1
1
0
0
1
1
1
0
0
0
0
1
1
0
2
4
0
0
0
1
0
0
0
0
2
1
0
1
1
0
0
0
1
0
0
0
0
0
0
0
0
1
0
1
0
1
1
0
1
1
1
1
0
0
0
0
1
1
1
1
0
1
0
1
0
1
1
1
0
0
1
0
0
0
5
0
0
0
0
1
1
0
0
0
2
1
0
0
0
0
0
0
0
0
1
0
1
0
0
0
2
0
0
2
0
0
1
2
1
2
0
0
0
1
0
2
1
0
0
0
0
0
0
2
0
1
2
0
0
0
0
1
1
0
1
1
0
0
0
0
1
1
1
0
1
1
0
1
1
0
1
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
1
0
1
1
0
0
0
0
1
0
0
2
0
0
1
0
0
0
0
1
0
0
0
0
0
1
0
0
1
1
0
1
1
0
0
0
0
0
0
0
0
1
1
0
0
2
1
0
1
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
2
1
0
2
0
0
3
3
0
0
0
1
1
2
1
1
0
1
0
2
0
1
0
1
1
0
0
0
0
1
0
0
1
1
2
1
2
0
0
0
0
0
0
1
0
2
0
1
0
1
0
0
1
1
0
0
1
1
1
1
0
0
0
2
1
1
0
0
0
0
0
1
1
1
0
0
1
1
0
1
2
0
2
0
1
2
0
1
0
1
0
2
1
1
1
0
0
1
1
1
0
0
0
1
1
1
0
0
1
2
1
0
0
0
0
0
0
0
0
0
0
0
0
2
1
1
0
1
0
0
0
0
0
0
1
0
1
0
0
1
2
0
0
1
0
0
4
0
1
0
0
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
1
0
1
1
0
1
1
0
2
1
2
0
0
1
1
0
1
0
1
0
1
1
1
0
1
0
0
2
1
1
0
1
1
1
0
1
0
0
0
1
0
2
0
0
1
1
0
0
1
4
0
0
0
0
0
1
0
1
0
0
0
1
1
2
0
0
1
0
0
0
0
0
1
1
2
0
0
0
1
0
0
0
1
1
0
0
0
1
0
0
0
0
1
1
2
2
1
2
1
1
0
1
1
0
0
0
2
0
0
0
0
1
0
0
1
1
1
0
1
0
1
1
1
1
0
1
0
0
0
0
0
1
1
0
0
0
1
0
1
1
0
1
0
1
0
0
1
0
0
1
0
0
0
0
0
0
0
3
0
1
0
1
0
0
0
0
0
0
0
2
0
1
0
0
1
0
0
2
0
0
0
0
1
1
1
0
1
2
0
0
0
0
0
0
1
0
0
0
0
1
0
0
1
0
0
0
1
0
1
0
0
0
0
1
1
1
0
0
1
1
3
0
1
2
2
1
0
0
0
0
1
0
0
0
1
2
0
1
1
1
0
0
0
0
1
0
1
0
0
1
0
0
0
0
1
1
0
1
1
0
0
1
0
0
0
0
0
0
0
1
1
0
2
0
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
1
0
0
0
1
0
1
0
0
0
2
0
0
0
1
0
0
0
1
1
0
1
0
0
2
0
1
4
0
0
0
0
0
0
0
1
0
1
0
0
2
0
0
0
0
0
2
0
0
0
1
0
0
0
0
0
1
0
1
0
1
1
0
1
0
0
1
0
0
0
1
1
1
0
0
1
1
0
1
1
1
1
0
1
4
1
0
0
0
0
0
1
1
1
0
0
1
1
0
0
0
2
0
0
0
1
1
0
1
1
1
0
1
1
0
1
1
1
0
0
0
0
1
0
1
0
1
4
0
0
0
0
0
0
0
0
1
0
0
2
0
0
1
0
1
0
0
0
1
1
1
1
0
0
1
0
0
1
1
1
1
0
0
0
1
0
0
1
1
0
1
1
2
0
0
0
0
2
1
1
0
1
0
0
0
0
0
3
0
0
1
0
3
1
0
0
0
0
0
1
0
0
1
1
0
1
1
2
0
0
0
1
1
0
1
1
0
0
1
2
1
1
0
0
0
0
0
0
0
1
1
0
0
0
1
1
0
0
1
2
0
0
0
2
0
0
1
0
0
0
2
0
0
1
1
0
0
2
0
0
1
0
1
1
0
2
0
0
0
0
0
1
1
0
0
1
0
1
1
0
0
1
0
1
0
1
1
0
0
1
1
0
0
0
2
3
0
1
1
0
1
0
1
0
1
2
1
1
0
2
0
0
0
1
0
0
1
1
0
0
0
0
1
0
2
0
1
1
0
0
0
0
3
0
1
1
1
0
0
0
0
0
0
0
0
0
0
0
2
1
0
1
0
0
0
0
2
0
0
0
1
1
1
0
0
0
0
3
0
3
0
1
0
0
0
1
1
2
0
0
1
1
0
0
2
1
0
0
0
0
2
2
0
0
1
0
1
1
0
1
0
0
1
1
0
1
0
1
1
0
1
2
0
1
1
0
0
1
0
0
1
1
1
1
0
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
1
0
0
1
0
2
0
0
1
0
0
0
0
1
0
0
1
0
0
0
0
0
1
0
0
1
1
1
0
1
0
0
1
0
2
1
0
1
1
1
3
0
0
0
1
0
0
0
1
0
0
1
0
0
1
2
0
0
1
0
0
0
1
0
1
0
0
3
1
0
0
1
0
1
0
0
1
0
2
0
0
1
0
1
0
2
2
1
1
1
1
0
2
3
0
1
1
1
1
0
0
1
0
0
1
0
0
0
0
0
1
2
0
0
0
1
0
2
0
0
1
0
2
0
2
0
1
0
0
0
0
0
0
2
0
0
0
0
0
0
4
0
0
0
1
0
0
0
1
1
0
0
1
0
0
1
1
0
0
0
1
1
0
1
1
1
0
0
0
0
0
0
0
0
1
0
0
0
1
1
1
0
0
0
1
0
0
0
0
1
3
0
0
0
0
0
2
0
1
0
2
0
0
0
0
0
1
1
0
0
1
0
1
1
0
0
0
0
0
0
0
1
1
0
0
1
0
0
0
1
0
0
1
0
0
0
1
0
1
0
1
0
1
2
0
0
0
0
0
1
0
1
0
0
0
1
1
0
1
0
0
0
0
1
0
0
1
3
2
0
1
0
1
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
0
0
0
0
0
1
1
0
0
0
2
0
0
0
0
1
0
0
2
1
1
1
0
0
0
2
0
0
0
0
1
0
0
0
0
0
0
0
0
1
0
0
2
1
0
1
1
0
0
0
0
0
1
0
0
0
1
0
2
0
0
0
0
2
1
0
0
0
1
1
1
1
0
0
0
0
0
0
1
0
2
0
1
0
0
0
0
2
2
1
0
0
1
0
1
1
1
0
1
0
0
0
0
0
0
1
0
0
1
0
0
0
2
0
0
0
1
0
0
0
0
0
1
0
0
1
0
1
1
0
0
0
1
1
0
0
0
0
1
1
1
0
0
1
0
2
1
0
1
0
0
0
0
0
0
1
1
0
0
0
0
0
0
1
0
0
0
1
0
1
0
0
1
1
0
0
0
1
0
0
1
1
0
0
1
0
0
0
0
0
1
0
1
0
0
0
1
0
0
0
0
0
1
1
0
0
1
0
0
1
1
0
0
1
0
1
2
1
0
1
0
0
1
0
1
1
0
0
0
0
0
1
1
0
0
0
0
1
1
0
0
1
1
0
0
0
1
0
0
0
1
0
0
1
0
0
2
0
0
0
1
0
1
0
2
0
0
0
0
2
0
2
1
0
1
1
2
0
0
0
0
1
0
1
0
1
1
0
0
0
2
0
0
1
0
0
0
0
0
0
0
1
0
0
3
0
1
0
0
0
0
0
1
0
0
3
0
0
1
1
0
1
0
0
0
0
1
0
2
0
1
0
0
0
1
1
0
1
2
0
2
0
1
1
0
1
1
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
1
0
1
0
1
0
0
2
0
0
1
0
1
0
0
0
1
0
0
0
1
0
0
1
1
0
1
1
3
1
0
3
0
0
0
0
0
0
0
0
0
1
1
0
2
0
0
0
1
0
0
1
1
0
0
0
0
1
1
0
0
1
0
1
1
1
0
0
1
3
0
1
0
0
0
0
0
0
0
1
0
0
0
1
0
0
1
1
0
0
1
0
1
0
0
2
0
0
0
1
1
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
1
0
0
1
2
1
0
1
1
1
0
0
1
0
1
0
0
2
0
1
0
0
0
0
2
0
0
0
2
1
0
0
0
1
0
1
0
0
2
0
1
0
1
0
3
0
2
0
1
0
0
0
0
1
0
0
0
1
0
0
0
1
1
1
2
1
0
0
1
2
1
1
1
0
1
0
0
1
0
0
1
0
1
1
0
1
0
0
0
0
0
0
0
0
0
0
2
2
0
0
0
1
0
0
0
2
1
1
0
0
0
1
0
2
0
1
0
1
1
0
0
0
1
2
1
2
2
0
0
3
1
0
0
1
0
0
1
1
0
0
0
0
1
0
1
0
2
0
1
2
0
0
0
0
0
1
2
1
1
0
0
0
0
0
0
0
1
1
1
2
0
0
1
0
2
0
0
1
0
1
0
1
1
0
0
0
1
0
1
0
1
0
0
2
0
0
0
0
0
1
0
0
0
0
2
2
0
0
0
0
0
1
0
0
0
0
0
0
0
2
0
1
0
1
1
0
1
0
0
1
1
1
0
0
1
0
1
1
0
0
0
0
2
0
0
1
1
3
0
0
0
1
1
0
0
0
0
2
1
0
0
0
0
1
1
1
1
0
0
1
0
2
1
0
0
2
0
1
0
1
0
1
0
0
1
1
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
0
1
1
1
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
2
1
1
1
0
1
0
0
0
1
0
1
0
1
0
1
0
0
3
0
0
0
2
1
0
1
0
1
0
1
0
1
4
1
0
1
0
1
0
0
0
0
1
1
1
0
0
1
0
0
1
1
1
0
0
0
1
0
0
0
1
0
2
0
3
1
0
0
0
0
1
1
1
0
0
0
0
0
0
0
2
0
1
0
0
1
1
1
0
1
0
0
2
1
2
0
0
0
3
0
1
0
0
0
0
0
1
1
1
1
0
0
1
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
1
0
0
2
1
0
0
0
0
0
0
0
0
0
0
1
2
1
0
0
1
0
1
1
0
0
1
0
1
0
2
0
0
0
1
1
0
0
0
1
0
1
1
0
0
0
0
0
0
0
0
0
1
0
1
0
1
1
1
1
0
0
0
0
0
2
0
1
0
0
1
1
0
0
0
0
1
0
0
1
0
1
1
1
0
0
1
1
0
0
2
1
1
1
0
0
0
0
1
1
0
1
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
0
1
1
0
1
0
0
0
0
1
0
0
0
0
0
0
1
0
3
1
0
1
0
0
1
0
2
1
0
1
0
0
1
0
1
2
1
1
0
0
0
0
0
1
1
0
0
1
1
1
1
1
1
0
0
1
0
0
1
0
0
0
0
0
1
0
0
0
1
0
0
0
0
3
2
0
0
0
1
0
0
0
1
0
1
0
3
0
0
1
0
2
1
0
2
0
0
0
0
0
0
0
1
0
2
1
0
0
0
0
2
1
1
0
1
1
1
0
0
0
0
2
0
1
0
0
2
1
0
1
1
0
0
0
0
1
0
0
0
1
0
4
1
0
2
0
0
1
1
1
1
1
0
0
0
0
0
0
0
0
0
1
1
0
0
1
2
0
0
1
0
0
0
1
4
0
0
0
0
1
1
1
0
1
0
0
0
1
0
1
3
0
1
1
1
0
1
1
1
0
1
0
0
1
0
0
0
1
1
1
1
0
0
1
2
1
1
2
0
1
0
1
0
1
0
0
0
1
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
1
0
0
1
2
1
1
0
1
2
0
0
0
0
0
0
1
0
0
0
1
0
1
0
3
0
1
0
2
0
0
0
0
1
0
0
0
0
1
1
3
0
1
1
1
0
0
1
0
0
0
0
1
1
0
0
0
1
0
0
1
1
1
0
1
0
0
0
0
2
1
0
0
1
0
0
0
0
1
1
1
0
0
1
1
0
0
0
2
0
1
1
1
1
0
0
0
2
1
0
1
1
3
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
1
0
3
0
1
0
1
1
0
0
0
1
1
0
0
1
0
0
0
0
0
1
1
0
0
1
1
0
1
0
0
1
1
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
3
1
0
0
0
0
0
0
1
0
0
1
1
1
1
1
1
0
0
1
0
2
0
0
0
2
0
0
0
0
1
0
0
1
1
0
1
1
1
0
2
1
0
0
1
2
2
0
0
0
0
1
0
0
1
0
2
2
1
0
1
1
0
0
0
0
0
0
2
1
0
1
0
1
1
0
1
1
1
1
0
1
2
2
1
1
0
0
1
0
1
1
0
0
0
1
0
2
0
0
0
1
0
0
0
1
1
1
0
0
0
0
0
1
1
1
0
0
0
0
0
1
0
1
1
1
1
1
0
1
0
2
1
1
0
0
2
1
0
1
1
0
0
0
0
0
2
1
0
0
0
0
1
0
1
2
1
1
1
2
0
0
0
0
0
0
0
1
0
1
1
0
1
0
1
0
0
1
0
0
0
2
1
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
2
1
1
0
0
1
0
1
2
0
1
0
1
1
1
1
0
1
2
1
0
0
0
0
1
0
0
1
0
0
0
2
1
0
1
0
0
0
0
0
1
0
1
1
0
0
0
0
0
0
0
1
1
1
0
1
0
1
0
0
1
1
0
0
0
0
0
1
0
0
0
0
1
1
1
0
0
1
0
1
0
0
0
0
2
0
0
2
0
0
0
0
1
0
0
1
0
0
0
0
0
1
1
0
0
0
1
0
0
1
0
0
0
0
0
2
0
0
1
1
1
1
0
0
0
1
0
0
2
0
2
1
0
1
0
0
1
1
0
0
0
1
0
0
1
4
1
0
0
1
1
1
0
1
1
0
0
0
0
0
1
0
1
1
1
1
0
1
0
0
1
2
0
1
1
0
1
0
2
1
0
1
0
0
0
1
0
1
0
0
0
0
1
0
1
0
0
1
0
0
0
0
2
0
1
0
0
1
0
1
1
1
0
0
0
0
0
0
1
1
1
1
1
1
0
0
1
1
4
0
0
2
0
0
0
0
1
0
0
1
1
0
0
0
1
0
1
2
0
0
2
1
0
3
0
1
0
0
0
0
0
1
1
0
1
1
0
0
2
1
0
0
0
0
1
2
0
0
0
1
0
0
0
0
6
1
1
1
1
0
0
1
0
1
1
0
1
0
0
3
0
0
1
0
1
0
1
1
2
0
0
1
0
1
0
1
0
1
0
0
2
0
1
1
0
0
0
0
0
1
1
0
1
0
1
0
1
0
0
0
1
1
0
1
0
1
0
1
0
0
1
2
0
0
0
1
0
1
0
0
1
0
0
0
0
1
2
1
0
1
0
1
0
1
0
0
0
2
0
0
1
0
0
1
0
0
0
0
1
0
1
0
1
0
0
1
1
0
1
1
2
1
1
0
1
0
0
0
1
0
0
2
1
2
1
0
0
0
0
0
1
0
0
0
0
1
0
0
0
1
1
0
0
0
0
0
1
1
1
0
0
0
0
0
2
0
1
0
0
0
1
1
1
2
0
0
0
0
0
2
0
0
0
0
1
0
0
2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
2
0
1
0
0
1
0
2
0
0
0
0
0
0
0
0
1
1
0
2
0
0
1
0
0
0
0
0
1
0
2
1
0
1
1
0
0
1
1
1
0
0
1
0
1
1
0
1
2
0
1
0
0
0
1
0
0
1
0
1
2
0
0
1
0
0
0
0
0
1
5
0
1
0
0
0
0
3
0
1
0
2
0
0
0
1
0
0
1
0
0
0
1
0
1
1
0
1
0
2
0
0
0
1
4
1
0
0
0
0
0
1
0
0
0
0
1
0
1
1
1
0
1
1
0
0
0
1
0
1
0
1
0
1
0
0
2
1
0
0
0
0
0
0
0
0
1
1
1
0
1
1
0
0
0
0
0
1
0
5
1
0
1
0
0
1
0
1
0
0
0
0

In [6]:

    

for i in range(0,x.shape[0]):
    count = 0;
    for j in range(0,x.shape[1]):
        if x_test_mask[i,j] == 1:
            count += 1
    print count


    

    




50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50
50

In [7]:

    

np.savetxt("y_test_mask.txt",x_test_mask,fmt="%d")
np.savetxt("y_train_mask.txt",x_train_mask,fmt="%d")