Howto BF-MATH-010: Normalizers
Prerequisites
Please install following packages to run this howto
Executable code
Results
The results will be available as follows
01. Parameters updated for the Z transformer
02. Normalized value(Z transformer):
[[ 1.04497494 -0.38178705 1.89666962 -1.91464488]
[ 0.38490458 0.7682956 -1.63116063 1.15923813]
[-0.20498109 1.85268962 0.09981211 -1.37339696]
[-0.0100236 0.93645002 -0.10715926 -0.30260282]
[-1.44410306 -0.24405349 0.20363054 -0.24671404]
[ 1.93982982 -0.72489859 -0.51710897 -0.17999681]
[ 0.01727045 0.35396823 -1.29807649 -0.08428727]
[-0.0907917 -2.0231527 1.30171013 1.0389026 ]
[-1.69055718 -0.21120917 -0.09837462 0.84888074]
[ 0.05347684 -0.32630247 0.15005757 1.05462132]]
03. Denormalized value (Z transformer):
[[ 45. -7. 65. -87. ]
[ 21.3 47.1 -41.02 89. ]
[ 0.12 98.11 11. -56.01 ]
[ 7.12 55.01 4.78 5.3 ]
[-44.371 -0.521 14.12 8.5 ]
[ 77.13 -23.14 -7.54 12.32 ]
[ 8.1 27.61 -31.01 17.8 ]
[ 4.22 -84.21 47.12 82.11 ]
[-53.22 1.024 5.044 71.23 ]
[ 9.4 -4.39 12.51 83.01 ]]
04. Parameters updated for the Z transformer
05. Normalized Data (Z transformer): [[ 0.11994467 -1.47066196 1.74588644 -0.56725513]]
06. Normalized Data (validation Z transformer): [[ 0.11994467 -1.47066196 1.74588644 -0.56725513]]
07. Normalization parameters updated for z-transformer based on replaced data
08. Normalized Data (Z transformer): [[ 0.16683367 -1.45314853 1.7459814 -0.48625054]]
09. Normalized Data (validation Z transformer): [[ 0.16683367 -1.45314853 1.7459814 -0.48625054]]
10. Parameters updated for the MinMax Normalizer
11. Normalized value (MinMax Normalizer):
[1. 0.78947368]
12. Denormalized value (MinMax Normalizer):
[19. 8.]
13. Boundaries updated (MinMax Normalizer)
14. Parameters updated for MinMax normalizer
15. Renormalized value (MinMax Normalizer):
[2.60655738 9.86666667]
16. Normalized value (Validation renormalization):
[-0.58667025 0.98222222]
Cross Reference