import numpy as np
from pprint import pprint
import collections
from itertools import chain
CATEGORIES = [«0»,«1»,«2»,«3»,«4»,«5»,«6»,«7»,«8»,«9»,«A»,«B»,«C»,«D»,«E»,«F»,«G»,«H»,«I»,«J»,«K»,«L»,«M»,«N»,«O»,«P»,«R»,«S»,«T»,«U»,«V»,«W»,«X»,«Y»,«Z»]
KR8877J = [[0.002,0.006,0.004,0.045,0.002,0.017,0.006,0.077,0.001,0.035,0.042,0.005,0.004,0.039,0.001,0.002,0.001,0.008,0.058,0.352,0.002,0.007,0.017,0.004,0.007,0.007,0.007,0.004,0.005,0.009,0.089,0.036,0.053,0.041,0.004],
[0.003,0.007,0.005,0.075,0.001,0.020,0.006,0.044,0.002,0.035,0.026,0.004,0.004,0.033,0.001,0.001,0.003,0.008,0.049,0.360,0.002,0.007,0.021,0.005,0.009,0.003,0.008,0.007,0.003,0.014,0.092,0.048,0.058,0.031,0.004],
[0.002,0.000,0.025,0.012,0.006,0.002,0.001,0.627,0.006,0.021,0.022,0.008,0.004,0.006,0.004,0.033,0.000,0.006,0.011,0.009,0.002,0.002,0.009,0.000,0.002,0.040,0.007,0.005,0.015,0.000,0.035,0.001,0.008,0.015,0.053],
[0.056,0.008,0.023,0.038,0.015,0.007,0.050,0.006,0.412,0.004,0.005,0.027,0.011,0.005,0.021,0.007,0.073,0.024,0.012,0.005,0.013,0.005,0.027,0.003,0.015,0.001,0.005,0.074,0.002,0.022,0.005,0.011,0.002,0.001,0.006],
[0.025,0.011,0.025,0.034,0.018,0.027,0.090,0.008,0.258,0.006,0.007,0.026,0.016,0.008,0.026,0.011,0.079,0.030,0.026,0.008,0.018,0.011,0.033,0.003,0.016,0.001,0.003,0.106,0.004,0.021,0.012,0.013,0.003,0.005,0.014],
[0.048,0.027,0.019,0.002,0.028,0.002,0.008,0.017,0.041,0.014,0.012,0.022,0.031,0.005,0.045,0.100,0.004,0.031,0.033,0.002,0.029,0.006,0.021,0.032,0.008,0.038,0.317,0.007,0.017,0.004,0.018,0.005,0.003,0.004,0.002],
[0.013,0.002,0.002,0.000,0.164,0.001,0.060,0.004,0.006,0.002,0.018,0.003,0.035,0.002,0.008,0.008,0.001,0.008,0.028,0.005,0.383,0.013,0.063,0.010,0.004,0.002,0.014,0.016,0.002,0.005,0.048,0.011,0.028,0.017,0.012]]
KR8877J_1 = [[0.004,0.007,0.005,0.042,0.002,0.014,0.011,0.054,0.002,0.032,0.051,0.005,0.005,0.044,0.001,0.002,0.002,0.008,0.056,0.389,0.003,0.008,0.023,0.005,0.009,0.005,0.009,0.006,0.004,0.010,0.070,0.029,0.049,0.031,0.005],
[0.005,0.005,0.005,0.034,0.002,0.006,0.005,0.083,0.002,0.062,0.053,0.004,0.006,0.039,0.001,0.002,0.001,0.008,0.055,0.348,0.002,0.005,0.020,0.005,0.011,0.011,0.018,0.004,0.005,0.008,0.086,0.018,0.055,0.020,0.004],
[0.001,0.001,0.024,0.009,0.013,0.003,0.002,0.499,0.006,0.011,0.022,0.011,0.007,0.006,0.006,0.048,0.000,0.008,0.013,0.009,0.004,0.002,0.007,0.000,0.002,0.053,0.009,0.007,0.030,0.000,0.030,0.001,0.009,0.021,0.123],
[0.039,0.008,0.029,0.041,0.013,0.008,0.054,0.005,0.369,0.004,0.005,0.023,0.011,0.005,0.020,0.005,0.100,0.022,0.012,0.005,0.012,0.007,0.028,0.002,0.015,0.000,0.003,0.102,0.001,0.021,0.006,0.012,0.002,0.002,0.007],
[0.031,0.007,0.018,0.032,0.015,0.017,0.075,0.008,0.365,0.005,0.005,0.028,0.015,0.005,0.022,0.011,0.075,0.027,0.014,0.005,0.020,0.006,0.025,0.002,0.014,0.001,0.004,0.099,0.003,0.016,0.008,0.009,0.002,0.002,0.010],
[0.046,0.022,0.022,0.002,0.031,0.003,0.008,0.022,0.047,0.011,0.010,0.039,0.035,0.005,0.048,0.110,0.002,0.028,0.031,0.003,0.029,0.006,0.016,0.022,0.007,0.059,0.289,0.005,0.016,0.003,0.013,0.004,0.002,0.004,0.003],
[0.019,0.004,0.002,0.000,0.134,0.004,0.088,0.006,0.004,0.003,0.016,0.007,0.037,0.004,0.016,0.014,0.002,0.014,0.026,0.005,0.342,0.019,0.049,0.024,0.004,0.003,0.021,0.009,0.005,0.009,0.049,0.012,0.017,0.026,0.006]]
KR8877J_2 = [[0.002,0.005,0.005,0.046,0.002,0.014,0.008,0.073,0.002,0.023,0.042,0.004,0.007,0.027,0.001,0.003,0.001,0.006,0.047,0.384,0.005,0.006,0.015,0.003,0.006,0.004,0.011,0.006,0.006,0.005,0.088,0.027,0.066,0.040,0.010],
[0.002,0.005,0.005,0.039,0.002,0.009,0.005,0.089,0.001,0.036,0.043,0.004,0.006,0.026,0.001,0.002,0.001,0.006,0.051,0.387,0.003,0.005,0.014,0.003,0.007,0.007,0.014,0.004,0.007,0.005,0.090,0.022,0.064,0.030,0.006],
[0.002,0.001,0.014,0.011,0.020,0.005,0.004,0.282,0.005,0.012,0.022,0.011,0.009,0.010,0.008,0.041,0.000,0.017,0.030,0.019,0.009,0.003,0.009,0.000,0.004,0.053,0.010,0.016,0.049,0.000,0.043,0.002,0.017,0.037,0.224],
[0.028,0.015,0.029,0.039,0.023,0.020,0.097,0.008,0.239,0.004,0.009,0.021,0.019,0.008,0.017,0.008,0.082,0.023,0.025,0.012,0.020,0.010,0.037,0.003,0.016,0.001,0.003,0.110,0.003,0.019,0.012,0.014,0.004,0.005,0.015],
[0.037,0.013,0.035,0.053,0.025,0.022,0.057,0.017,0.250,0.005,0.009,0.037,0.025,0.008,0.029,0.013,0.057,0.029,0.029,0.009,0.015,0.009,0.027,0.002,0.020,0.002,0.006,0.092,0.006,0.012,0.011,0.011,0.003,0.004,0.021],
[0.036,0.022,0.024,0.003,0.022,0.004,0.011,0.019,0.069,0.014,0.011,0.035,0.045,0.006,0.057,0.096,0.004,0.037,0.030,0.004,0.039,0.007,0.021,0.018,0.010,0.031,0.256,0.013,0.018,0.003,0.018,0.005,0.004,0.006,0.004],
[0.015,0.003,0.002,0.000,0.174,0.004,0.085,0.008,0.005,0.002,0.015,0.008,0.028,0.003,0.013,0.016,0.001,0.015,0.029,0.004,0.357,0.013,0.043,0.017,0.003,0.003,0.017,0.010,0.004,0.007,0.037,0.013,0.015,0.020,0.010]]
KR8877J_3 = [[0.005,0.006,0.006,0.055,0.002,0.017,0.009,0.076,0.003,0.035,0.032,0.007,0.005,0.050,0.001,0.002,0.002,0.011,0.050,0.391,0.002,0.005,0.018,0.003,0.012,0.009,0.009,0.005,0.005,0.012,0.068,0.032,0.032,0.017,0.006],
[0.009,0.005,0.007,0.064,0.002,0.022,0.009,0.040,0.003,0.030,0.026,0.010,0.006,0.069,0.001,0.001,0.004,0.011,0.040,0.379,0.002,0.009,0.021,0.005,0.017,0.007,0.009,0.005,0.003,0.034,0.063,0.035,0.029,0.017,0.006],
[0.001,0.001,0.014,0.011,0.011,0.004,0.003,0.458,0.004,0.012,0.023,0.010,0.007,0.009,0.006,0.039,0.000,0.012,0.016,0.014,0.005,0.003,0.007,0.000,0.002,0.052,0.008,0.009,0.039,0.000,0.036,0.001,0.013,0.032,0.139],
[0.042,0.012,0.023,0.029,0.043,0.015,0.111,0.010,0.235,0.004,0.009,0.036,0.023,0.010,0.018,0.010,0.039,0.029,0.024,0.012,0.025,0.009,0.041,0.003,0.019,0.002,0.005,0.084,0.004,0.018,0.013,0.012,0.004,0.005,0.023],
[0.030,0.008,0.017,0.033,0.011,0.020,0.103,0.009,0.289,0.004,0.006,0.030,0.022,0.007,0.021,0.011,0.108,0.031,0.013,0.008,0.020,0.006,0.023,0.002,0.018,0.001,0.004,0.102,0.005,0.012,0.007,0.007,0.002,0.003,0.009],
[0.034,0.024,0.018,0.003,0.025,0.005,0.008,0.025,0.053,0.010,0.008,0.045,0.036,0.006,0.050,0.119,0.002,0.035,0.028,0.003,0.029,0.005,0.014,0.017,0.007,0.060,0.275,0.006,0.019,0.002,0.013,0.004,0.003,0.006,0.005],
[0.016,0.004,0.002,0.000,0.130,0.003,0.080,0.005,0.004,0.003,0.017,0.005,0.038,0.002,0.015,0.014,0.002,0.011,0.027,0.004,0.378,0.016,0.051,0.019,0.004,0.002,0.020,0.012,0.004,0.006,0.040,0.013,0.023,0.020,0.008]]
KR8877J_4 = [[0.006,0.004,0.007,0.052,0.002,0.012,0.005,0.066,0.002,0.043,0.036,0.007,0.007,0.051,0.001,0.001,0.002,0.008,0.037,0.401,0.002,0.008,0.017,0.004,0.013,0.010,0.014,0.004,0.004,0.016,0.077,0.021,0.038,0.018,0.006],
[0.001,0.001,0.012,0.008,0.013,0.004,0.002,0.462,0.004,0.011,0.022,0.008,0.006,0.006,0.006,0.052,0.000,0.012,0.018,0.012,0.005,0.002,0.007,0.000,0.002,0.046,0.009,0.009,0.040,0.000,0.039,0.002,0.012,0.031,0.136],
[0.004,0.003,0.007,0.042,0.001,0.008,0.005,0.060,0.002,0.062,0.050,0.005,0.004,0.053,0.000,0.001,0.002,0.006,0.033,0.422,0.001,0.008,0.017,0.004,0.011,0.007,0.010,0.003,0.002,0.013,0.065,0.024,0.045,0.017,0.003],
[0.029,0.015,0.032,0.058,0.018,0.013,0.067,0.012,0.287,0.006,0.010,0.025,0.016,0.007,0.017,0.009,0.059,0.023,0.026,0.011,0.016,0.006,0.033,0.003,0.017,0.001,0.006,0.118,0.004,0.014,0.009,0.012,0.004,0.003,0.012],
[0.056,0.011,0.024,0.034,0.027,0.015,0.065,0.013,0.271,0.006,0.007,0.062,0.028,0.013,0.026,0.014,0.030,0.039,0.027,0.011,0.019,0.006,0.031,0.003,0.027,0.005,0.009,0.061,0.006,0.014,0.011,0.006,0.002,0.004,0.016],
[0.041,0.020,0.022,0.002,0.019,0.004,0.007,0.024,0.046,0.016,0.008,0.051,0.036,0.006,0.051,0.109,0.002,0.030,0.027,0.003,0.024,0.005,0.015,0.017,0.008,0.067,0.286,0.005,0.015,0.003,0.014,0.003,0.002,0.005,0.003],
[0.014,0.003,0.002,0.000,0.106,0.007,0.079,0.007,0.004,0.003,0.014,0.010,0.041,0.004,0.013,0.011,0.001,0.014,0.031,0.007,0.377,0.022,0.049,0.017,0.004,0.003,0.014,0.009,0.004,0.009,0.050,0.013,0.016,0.034,0.008]]
KR8877J_5 = [[0.008,0.004,0.008,0.064,0.001,0.018,0.009,0.041,0.003,0.043,0.035,0.008,0.005,0.076,0.001,0.001,0.004,0.009,0.037,0.382,0.001,0.011,0.024,0.005,0.015,0.006,0.007,0.005,0.002,0.030,0.057,0.031,0.029,0.017,0.004],
[0.002,0.004,0.004,0.044,0.001,0.012,0.005,0.068,0.001,0.043,0.052,0.003,0.005,0.030,0.001,0.002,0.001,0.007,0.041,0.350,0.003,0.007,0.019,0.005,0.007,0.004,0.011,0.005,0.003,0.007,0.099,0.035,0.076,0.038,0.004],
[0.001,0.001,0.015,0.011,0.009,0.004,0.002,0.517,0.004,0.012,0.028,0.007,0.005,0.007,0.005,0.035,0.000,0.011,0.014,0.012,0.005,0.003,0.010,0.000,0.002,0.030,0.006,0.009,0.029,0.000,0.039,0.002,0.016,0.034,0.114],
[0.026,0.010,0.036,0.064,0.011,0.009,0.052,0.010,0.360,0.004,0.007,0.022,0.015,0.005,0.017,0.006,0.067,0.019,0.017,0.008,0.013,0.006,0.026,0.002,0.015,0.001,0.004,0.121,0.003,0.011,0.006,0.010,0.003,0.002,0.011],
[0.044,0.017,0.027,0.037,0.024,0.016,0.079,0.010,0.259,0.006,0.009,0.032,0.023,0.009,0.022,0.012,0.064,0.031,0.026,0.010,0.019,0.007,0.034,0.004,0.021,0.002,0.007,0.086,0.005,0.018,0.011,0.011,0.003,0.003,0.011],
[0.033,0.013,0.021,0.002,0.014,0.003,0.006,0.023,0.033,0.015,0.009,0.048,0.040,0.007,0.056,0.098,0.002,0.032,0.023,0.003,0.023,0.006,0.013,0.015,0.009,0.069,0.331,0.005,0.018,0.002,0.012,0.003,0.002,0.005,0.003],
[0.017,0.004,0.002,0.000,0.096,0.008,0.095,0.007,0.004,0.003,0.013,0.012,0.045,0.006,0.017,0.013,0.002,0.016,0.029,0.007,0.360,0.023,0.045,0.023,0.005,0.004,0.018,0.008,0.005,0.010,0.042,0.011,0.013,0.032,0.007]]
KR8877J_6 = [[0.007,0.004,0.007,0.082,0.002,0.023,0.009,0.029,0.003,0.024,0.024,0.008,0.006,0.062,0.001,0.001,0.005,0.009,0.032,0.391,0.002,0.012,0.020,0.005,0.016,0.004,0.006,0.006,0.002,0.037,0.061,0.041,0.033,0.019,0.006],
[0.004,0.004,0.008,0.078,0.001,0.013,0.005,0.059,0.002,0.044,0.041,0.006,0.005,0.052,0.001,0.001,0.002,0.008,0.036,0.366,0.001,0.010,0.015,0.003,0.011,0.008,0.008,0.005,0.004,0.015,0.074,0.035,0.045,0.023,0.007],
[0.001,0.001,0.013,0.010,0.015,0.006,0.004,0.299,0.004,0.011,0.021,0.011,0.009,0.010,0.009,0.044,0.000,0.021,0.023,0.017,0.008,0.004,0.007,0.000,0.003,0.056,0.008,0.014,0.056,0.000,0.040,0.002,0.016,0.039,0.217],
[0.021,0.011,0.022,0.060,0.018,0.026,0.090,0.014,0.234,0.005,0.011,0.025,0.016,0.009,0.015,0.011,0.052,0.030,0.029,0.015,0.019,0.007,0.030,0.003,0.016,0.001,0.003,0.134,0.006,0.013,0.011,0.014,0.004,0.005,0.020],
[0.031,0.012,0.027,0.036,0.023,0.020,0.053,0.018,0.269,0.006,0.008,0.029,0.036,0.007,0.029,0.021,0.046,0.030,0.028,0.009,0.023,0.007,0.027,0.003,0.020,0.002,0.010,0.098,0.010,0.009,0.016,0.009,0.004,0.005,0.018],
[0.036,0.019,0.017,0.002,0.027,0.004,0.009,0.027,0.063,0.012,0.008,0.045,0.035,0.006,0.050,0.140,0.002,0.036,0.030,0.003,0.031,0.004,0.017,0.016,0.007,0.055,0.239,0.007,0.018,0.002,0.014,0.004,0.003,0.006,0.004],
[0.018,0.004,0.002,0.000,0.186,0.004,0.107,0.005,0.005,0.003,0.010,0.008,0.041,0.004,0.017,0.018,0.001,0.012,0.034,0.004,0.300,0.014,0.036,0.018,0.004,0.004,0.020,0.010,0.005,0.008,0.049,0.009,0.011,0.020,0.008]]
KR8R544_1 = [[0.016,0.012,0.001,0.000,0.722,0.000,0.020,0.004,0.001,0.002,0.011,0.003,0.003,0.002,0.001,0.003,0.000,0.005,0.031,0.006,0.033,0.001,0.031,0.008,0.002,0.005,0.012,0.003,0.001,0.005,0.022,0.007,0.013,0.006,0.007],[0.001,0.004,0.002,0.057,0.001,0.573,0.029,0.005,0.005,0.002,0.002,0.013,0.008,0.014,0.032,0.008,0.032,0.021,0.023,0.021,0.006,0.005,0.002,0.001,0.004,0.000,0.001,0.063,0.012,0.003,0.009,0.013,0.003,0.017,0.008],[0.051,0.023,0.027,0.003,0.052,0.002,0.010,0.018,0.088,0.006,0.014,0.034,0.044,0.004,0.033,0.075,0.003,0.032,0.030,0.004,0.047,0.005,0.019,0.018,0.009,0.029,0.264,0.010,0.014,0.003,0.014,0.005,0.004,0.003,0.005],[0.052,0.009,0.034,0.032,0.025,0.007,0.066,0.009,0.377,0.003,0.009,0.034,0.018,0.006,0.020,0.007,0.048,0.025,0.013,0.006,0.016,0.007,0.034,0.003,0.015,0.001,0.005,0.074,0.003,0.015,0.006,0.009,0.002,0.002,0.011],[0.038,0.021,0.011,0.002,0.017,0.005,0.011,0.017,0.048,0.009,0.007,0.039,0.037,0.005,0.051,0.135,0.004,0.037,0.027,0.003,0.031,0.005,0.014,0.028,0.006,0.034,0.305,0.008,0.016,0.003,0.014,0.005,0.002,0.004,0.002],[0.018,0.003,0.002,0.000,0.154,0.003,0.086,0.006,0.005,0.003,0.015,0.007,0.037,0.004,0.014,0.011,0.001,0.011,0.031,0.005,0.337,0.019,0.050,0.017,0.004,0.003,0.017,0.011,0.004,0.009,0.052,0.011,0.018,0.024,0.008]]
KR8R544_2 = [[0.032,0.019,0.001,0.000,0.627,0.000,0.030,0.004,0.002,0.004,0.015,0.004,0.003,0.004,0.001,0.002,0.000,0.011,0.034,0.009,0.025,0.002,0.049,0.016,0.004,0.010,0.014,0.004,0.001,0.012,0.020,0.010,0.017,0.007,0.005],[0.021,0.025,0.001,0.000,0.612,0.000,0.054,0.004,0.002,0.003,0.014,0.004,0.003,0.004,0.001,0.003,0.000,0.009,0.034,0.009,0.035,0.002,0.046,0.016,0.003,0.005,0.010,0.005,0.001,0.011,0.022,0.014,0.016,0.009,0.005],[0.001,0.008,0.003,0.054,0.001,0.525,0.032,0.009,0.006,0.003,0.002,0.018,0.011,0.020,0.035,0.010,0.028,0.020,0.033,0.028,0.006,0.004,0.002,0.002,0.006,0.001,0.002,0.054,0.019,0.002,0.011,0.011,0.003,0.021,0.007],[0.058,0.022,0.039,0.002,0.046,0.002,0.013,0.016,0.087,0.014,0.019,0.031,0.052,0.005,0.036,0.054,0.004,0.026,0.034,0.004,0.052,0.007,0.031,0.020,0.010,0.020,0.233,0.012,0.010,0.004,0.019,0.004,0.005,0.004,0.004],[0.025,0.012,0.031,0.048,0.013,0.013,0.055,0.012,0.321,0.006,0.008,0.022,0.019,0.006,0.024,0.012,0.056,0.023,0.025,0.009,0.019,0.005,0.029,0.003,0.014,0.001,0.008,0.126,0.005,0.011,0.010,0.011,0.004,0.003,0.011],[0.037,0.032,0.020,0.003,0.029,0.006,0.012,0.021,0.055,0.011,0.010,0.037,0.040,0.007,0.060,0.113,0.004,0.039,0.034,0.003,0.035,0.007,0.019,0.023,0.008,0.040,0.225,0.010,0.022,0.003,0.016,0.006,0.004,0.007,0.004],[0.012,0.002,0.002,0.000,0.110,0.003,0.072,0.005,0.006,0.003,0.018,0.005,0.038,0.003,0.011,0.009,0.001,0.010,0.028,0.006,0.407,0.019,0.056,0.012,0.004,0.002,0.012,0.016,0.003,0.006,0.050,0.011,0.024,0.025,0.010]]
KR8R544_3 = [[0.019,0.019,0.001,0.000,0.720,0.000,0.026,0.003,0.001,0.002,0.011,0.003,0.003,0.002,0.001,0.002,0.000,0.005,0.031,0.007,0.030,0.001,0.025,0.012,0.002,0.007,0.014,0.002,0.001,0.005,0.016,0.005,0.013,0.006,0.004],[0.018,0.026,0.001,0.000,0.623,0.000,0.051,0.004,0.002,0.002,0.011,0.004,0.004,0.003,0.001,0.004,0.000,0.006,0.035,0.010,0.049,0.001,0.033,0.014,0.002,0.006,0.015,0.003,0.002,0.007,0.023,0.010,0.014,0.007,0.007],[0.001,0.003,0.002,0.033,0.001,0.694,0.026,0.005,0.004,0.001,0.001,0.017,0.005,0.013,0.026,0.009,0.017,0.016,0.015,0.015,0.004,0.003,0.001,0.001,0.003,0.001,0.000,0.036,0.010,0.002,0.006,0.007,0.001,0.016,0.006],[0.044,0.021,0.029,0.002,0.039,0.003,0.011,0.025,0.078,0.019,0.012,0.040,0.042,0.007,0.050,0.101,0.002,0.031,0.046,0.004,0.035,0.006,0.027,0.016,0.007,0.044,0.197,0.009,0.014,0.003,0.019,0.003,0.003,0.006,0.005],[0.053,0.021,0.022,0.027,0.043,0.021,0.119,0.016,0.157,0.005,0.014,0.048,0.030,0.015,0.019,0.014,0.034,0.039,0.032,0.017,0.027,0.007,0.043,0.006,0.023,0.004,0.010,0.058,0.007,0.018,0.014,0.010,0.004,0.006,0.015],[0.042,0.024,0.019,0.002,0.023,0.005,0.011,0.022,0.051,0.013,0.010,0.044,0.040,0.006,0.052,0.118,0.003,0.035,0.029,0.003,0.033,0.006,0.019,0.028,0.007,0.041,0.262,0.006,0.015,0.003,0.013,0.004,0.002,0.005,0.003],[0.015,0.002,0.002,0.000,0.105,0.003,0.077,0.006,0.005,0.003,0.019,0.006,0.037,0.004,0.012,0.010,0.002,0.012,0.025,0.006,0.402,0.017,0.054,0.016,0.004,0.002,0.016,0.013,0.004,0.007,0.046,0.011,0.023,0.023,0.009]]
KR8R544_4 = [[0.021,0.018,0.001,0.000,0.646,0.000,0.055,0.003,0.001,0.002,0.014,0.003,0.004,0.002,0.001,0.004,0.000,0.006,0.033,0.006,0.047,0.002,0.036,0.015,0.002,0.005,0.014,0.003,0.001,0.006,0.019,0.007,0.012,0.005,0.004],[0.015,0.020,0.001,0.000,0.574,0.000,0.043,0.005,0.002,0.002,0.013,0.003,0.006,0.002,0.001,0.006,0.000,0.005,0.050,0.010,0.068,0.002,0.042,0.012,0.002,0.005,0.019,0.004,0.002,0.006,0.035,0.010,0.017,0.009,0.009],[0.001,0.006,0.003,0.064,0.001,0.562,0.029,0.010,0.005,0.003,0.003,0.018,0.006,0.021,0.027,0.009,0.021,0.022,0.028,0.027,0.005,0.005,0.002,0.002,0.005,0.001,0.001,0.041,0.013,0.003,0.010,0.012,0.003,0.024,0.007],[0.042,0.020,0.021,0.003,0.017,0.004,0.012,0.020,0.074,0.016,0.010,0.045,0.049,0.007,0.051,0.082,0.004,0.033,0.030,0.005,0.038,0.005,0.018,0.020,0.009,0.030,0.274,0.012,0.014,0.003,0.016,0.004,0.003,0.005,0.004],[0.025,0.006,0.010,0.034,0.011,0.039,0.105,0.014,0.259,0.008,0.005,0.038,0.019,0.012,0.022,0.019,0.056,0.039,0.018,0.013,0.027,0.005,0.032,0.003,0.020,0.002,0.004,0.094,0.007,0.013,0.012,0.006,0.003,0.006,0.012],[0.037,0.027,0.014,0.002,0.027,0.005,0.011,0.018,0.053,0.008,0.008,0.031,0.047,0.005,0.044,0.111,0.004,0.032,0.028,0.003,0.040,0.005,0.014,0.027,0.007,0.032,0.293,0.009,0.019,0.003,0.018,0.006,0.003,0.006,0.003],[0.016,0.002,0.003,0.000,0.144,0.002,0.074,0.006,0.008,0.003,0.015,0.006,0.048,0.003,0.011,0.011,0.001,0.010,0.026,0.006,0.364,0.020,0.051,0.009,0.005,0.002,0.013,0.014,0.003,0.007,0.055,0.010,0.017,0.018,0.015]]
KR8R544_5 = [[0.029,0.023,0.001,0.000,0.651,0.000,0.040,0.006,0.001,0.003,0.016,0.004,0.003,0.003,0.001,0.005,0.000,0.009,0.031,0.006,0.024,0.001,0.045,0.014,0.002,0.013,0.016,0.002,0.002,0.007,0.018,0.006,0.008,0.005,0.003],[0.023,0.017,0.001,0.000,0.704,0.000,0.029,0.003,0.002,0.002,0.010,0.004,0.002,0.003,0.001,0.003,0.000,0.010,0.029,0.006,0.022,0.001,0.029,0.012,0.003,0.009,0.012,0.003,0.002,0.009,0.017,0.008,0.011,0.006,0.005],[0.001,0.002,0.002,0.025,0.001,0.603,0.078,0.005,0.007,0.001,0.001,0.025,0.008,0.015,0.030,0.008,0.019,0.017,0.015,0.016,0.008,0.006,0.002,0.001,0.004,0.000,0.000,0.047,0.009,0.002,0.004,0.005,0.001,0.016,0.013],[0.060,0.024,0.018,0.002,0.028,0.003,0.009,0.013,0.069,0.014,0.006,0.032,0.035,0.005,0.043,0.095,0.004,0.027,0.026,0.003,0.028,0.005,0.020,0.030,0.010,0.039,0.295,0.006,0.011,0.006,0.020,0.005,0.002,0.004,0.002],[0.058,0.010,0.022,0.022,0.042,0.012,0.071,0.016,0.243,0.005,0.009,0.041,0.044,0.013,0.023,0.013,0.028,0.036,0.022,0.012,0.035,0.007,0.032,0.004,0.029,0.005,0.013,0.063,0.008,0.012,0.013,0.006,0.005,0.006,0.020],[0.034,0.023,0.027,0.003,0.021,0.003,0.011,0.016,0.067,0.013,0.008,0.037,0.070,0.006,0.051,0.067,0.004,0.027,0.031,0.006,0.040,0.006,0.016,0.012,0.015,0.032,0.273,0.016,0.021,0.002,0.022,0.004,0.004,0.007,0.005],[0.018,0.003,0.001,0.000,0.500,0.001,0.051,0.004,0.002,0.001,0.013,0.006,0.024,0.002,0.006,0.012,0.000,0.009,0.035,0.003,0.151,0.011,0.035,0.007,0.003,0.004,0.013,0.005,0.003,0.006,0.040,0.006,0.006,0.011,0.007]]
seq = (KR8877J, KR8877J_1, KR8877J_2, KR8877J_3, KR8877J_4, KR8877J_5, KR8877J_6)
seq2 = (KR8R544_1, KR8R544_2, KR8R544_3, KR8R544_4, KR8R544_5)
def checklen():
for a in seq:
i = 0
i = i + 1
if (len(a[0]) == len(a[i])):
#print("The same len", (a[0], a[i]))
return print("Len of lists is equal"
else:
return print("Len of lists is not equal"
#print(len(a))
def makelist(lst):
lista = []
for i in lst:
index = np.argmax(i)
lista.append(CATEGORIES[index])
lista.reverse()
return lista
def listaList():
lists = []
for a in seq:
#print(makelist(a))
lists.append(makelist(a))
words = []
freqs = []
for i in lists:
if i not in words:
words.append(i)
freqs.append(1)
else:
index = words.index(i)
freqs[index] += 1
print("Tests is succesfull, words:", (words), "probabilitys:", (freqs))
def listaList2():
lists2 = []
for a in seq2:
#print(makelist(a))
lists2.append(makelist(a))
words = []
freqs = []
for i in lists2:
if i not in words:
words.append(i)
freqs.append(1)
else:
index = words.index(i)
freqs[index] += 1
print("2 Tests is succesfull, words:", (words), "probabilitys:", (freqs))
if name == «main»:
checklen()
listaList()
listaList2()
for a in seq:
makelist(a)
for b in seq2:
makelist(b)
Результат:
Len of lists is equal
Tests is succesfull, words:
[[‘K’, ‘R’, ‘8’, ‘8’, ‘7’, ‘J’, ‘J’],
[‘K’, ‘R’, ‘8’, ‘8’, ‘J’, ‘7’, ‘J’]]
probabilitys: [6, 1]
2 Tests is succesfull, words:
[[‘K’, ‘R’, ‘8’, ‘R’, ‘5’, ‘4’],
[‘K’, ‘R’, ‘8’, ‘R’, ‘5’, ‘4’, ‘4’],
[‘4’, ‘R’, ‘8’, ‘R’, ‘5’, ‘4’, ‘4’]]
probabilitys: [1, 3, 1]
Очень хочу сделать в процентах. Потому что у каждой буквы есть число которое можно было бы сделать процентным соотношением но я не знаю какой метод использовать, и стараюсь делать простые понятные петли, алгоритмы. Заранее спасибо!