cal-confusion-matrix.py

import numpy as np

a=[[405,76,8,4,0,0],
[125,69,7,2,0,0],
[30,40,34,7,1,0],
[0,4,10,26,1,0],
[2,0,2,11,16,5],
[0,0,0,1,24,15]]

a=[[416,59,12,6,0,0],
[136,57,8,2,0,0],
[29,30,35,17,1,0],
[0,1,10,28,2,0],
[1,1,1,12,18,3],
[0,0,0,4,22,14]]

a=[[345,66,77,5,0,0],
[125,37,39,2,0,0],
[15,11,64,21,1,0],
[0,0,11,23,7,0],
[1,0,1,14,19,1],
[0,0,0,3,22,15]]

a=[[347,104,39,3,0,0],
[122,51,29,1,0,0],
[17,21,60,13,1,0],
[0,1,15,23,2,0],
[1,0,3,17,13,2],
[0,0,0,7,16,17]]

a=[[345,131,15,2,0,0],
[112,81,10,0,0,0],
[15,40,45,12,0,0],
[0,2,19,17,2,1],
[2,1,1,8,21,3],
[0,1,1,4,20,14]]

a=[[438,43,9,3,0,0],
[154,40,9,0,0,0],
[30,35,34,13,0,0],
[0,1,21,17,2,0],
[2,0,1,11,20,2],
[0,1,0,3,23,13]]


a=[[676.0, 83.0, 52.0, 4.0, 0.0, 0.0],
[63.0, 15.0, 3.0, 1.0, 0.0, 0.0],
[10.0, 19.0, 15.0, 5.0, 2.0, 0.0],
[1.0, 4.0, 11.0, 10.0, 9.0, 0.0],
[0.0, 0.0, 0.0, 5.0, 19.0, 2.0],
[0.0, 0.0, 0.0, 0.0, 5.0, 18.0]]

a=[[652,112,46,5,0,0],
[57,19,5,1,0,0],
[12,14,21,3,1,0],
[1,3,12,17,2,0],
[0,0,0,8,15,3],
[0,0,0,3,4,16]]

a=[[576,189,49,1,0,0],
[45,31,5,1,0,0],
[6,19,19,6,0,1],
[1,3,12,16,3,0],
[0,0,0,8,14,4],
[0,0,0,2,5,16]]


a=[[700,79,23,10,3,0],
[53,21,5,3,0,0],
[15,15,18,2,1,0],
[1,2,11,17,4,0],
[0,1,0,3,15,7],
[0,0,0,0,8,15]]




a=[[485,252,70,4,4,0],
[37,37,5,3,0,0],
[3,21,20,5,2,0],
[0,2,6,14,11,2],
[0,0,0,5,5,16],
[0,0,0,0,1,22]]



a=[[550,102,144,15,4,0],
[50,16,13,3,0,0],
[5,5,34,5,1,1],
[0,0,8,20,6,1],
[0,0,0,5,13,8],
[0,0,0,0,4,19]]


a=[[650,122,39,4,0,0],
[61,16,5,0,0,0],
[12,8,26,5,0,0],
[3,0,7,22,3,0],
[0,0,0,8,14,4],
[0,0,0,1,4,18]]


a=[[628,99,79,9,0,0],
[58,11,12,1,0,0],
[9,6,29,7,0,0],
[1,3,7,21,3,0],
[0,0,0,6,15,5],
[0,0,0,2,4,17]]


a=[[616,109,77,13,0,0],
[52,18,9,3,0,0],
[8,6,31,5,1,0],
[1,2,9,15,8,0],
[0,0,0,4,15,7],
[0,0,0,1,3,19]]


a=[[588,182,37,7,1,0],
[51,25,6,0,0,0],
[9,14,24,1,3,0],
[1,3,11,14,6,0],
[0,0,2,5,13,6],
[0,0,0,1,8,14]]


a=[[559,197,50,9,0,0],
[56,23,3,0,0,0],
[8,11,27,3,2,0],
[0,5,6,21,3,0],
[0,0,0,8,15,3],
[0,0,0,1,9,13]]

a=[[588,151,35,38,3,0],
[55,19,5,3,0,0],
[11,9,16,12,3,0],
[2,1,4,14,13,1],
[1,0,0,4,14,7],
[0,0,0,1,6,16]]


a=[[655,121,67,6,0,0],
[54,24,3,1,0,0],
[6,15,23,6,0,1],
[1,4,8,17,5,0],
[0,0,0,8,11,7],
[0,0,0,1,3,19]]

a=[[670,121,50,8,0,0],
[52,27,2,1,0,0],
[9,16,21,2,3,0],
[3,5,7,16,4,0],
[0,0,0,10,14,2],
[0,0,0,1,9,13]]

a=[[690,118,40,1,0,0],
[63,16,3,0,0,0],
[13,15,17,4,2,0],
[1,4,9,15,6,0],
[0,0,1,6,14,5],
[0,0,0,0,8,15]]

a=[[608,168,66,7,0,0],
[56,16,10,0,0,0],
[5,14,27,4,1,0],
[3,2,9,17,4,0],
[0,0,0,5,14,7],
[0,0,0,1,4,18]]


a=[[645,145,56,3,0,0],
[59,15,8,0,0,0],
[8,11,27,4,1,0],
[1,3,10,18,3,0],
[0,0,0,9,13,4],
[0,0,0,2,5,16]]


a=[[676,124,43,6,0,0],
[62,18,2,0,0,0],
[8,15,25,2,1,0],
[3,3,9,15,5,0],
[0,0,0,6,13,7],
[0,0,0,1,7,15]]


a=[[575,175,89,9,1,0],
[50,21,10,1,0,0],
[4,17,23,6,1,0],
[1,1,9,18,6,0],
[0,0,1,7,12,6],
[0,0,0,0,8,15]]


a=[[766,40,35,7,1,0],
[68,12,2,0,0,0],
[20,4,22,4,0,1],
[4,0,12,13,6,0],
[0,0,0,8,12,6],
[1,0,0,0,4,18]]


a=[[499,252,91,6,1,0],
[48,27,7,0,0,0],
[4,11,30,4,2,0],
[1,1,13,16,4,0],
[0,0,1,9,9,7],
[0,0,0,0,7,16]]


a=[[704,109,27,7,2,0],
[48,24,7,3,0,0],
[6,22,18,3,2,0],
[1,5,7,19,3,0],
[0,1,1,6,12,6],
[0,0,0,1,7,15]]


a=[[672,125,42,7,3,0],
[48,18,15,1,0,0],
[12,16,14,7,2,0],
[0,3,8,18,6,0],
[0,0,0,4,16,6],
[0,0,0,0,10,13]]

a=[[699,92,47,7,4,0],
[46,19,17,0,0,0],
[6,12,23,8,2,0],
[0,1,8,14,12,0],
[0,0,0,4,14,8],
[0,0,0,0,3,20]]


a = np.array(a)

# a2 = np.zeros((6,5))
# a2[:,0] = a[:,0]+a[:,1]
# a2[:,1] = a[:,2]
# a2[:,2] = a[:,3]
# a2[:,3] = a[:,4]
# a2[:,4] = a[:,5]

# a3 = np.zeros((5,5))
# a3[0,:] = a2[0,:]+a2[1,:]
# a3[1,:] = a2[2,:]
# a3[2,:] = a2[3,:]
# a3[3,:] = a2[4,:]
# a3[4,:] = a2[5,:]

# for i in range(0, 5):
#     pps = ''
#     for j in range(0, 5):
#         pps += str(a3[i][j]) + ', '
#     pps += str(round(100.*(a3[i,i]/np.sum(a3[i,:])),2))
#     print(pps)

# print('acc,', 100.*(np.trace(a3)/np.sum(a3)))



a2 = np.zeros((6,2))
a2[:,0] = a[:,0]+a[:,1]+a[:,2]
a2[:,1] = a[:,3]+a[:,4]+a[:,5]

a3 = np.zeros((2,2))
a3[0,:] = a2[0,:]+a2[1,:]+a2[2,:]
a3[1,:] = a2[3,:]+a2[4,:]+a2[5,:]

for i in range(0, 2):
    pps = ''
    for j in range(0, 2):
        pps += str(a3[i][j]) + ', '
    pps += str(round(100.*(a3[i,i]/np.sum(a3[i,:])),2))
    print(pps)

print('acc,', 100.*(np.trace(a3)/np.sum(a3)))