402 KiB
402 KiB
In [11]:
import pickle
import pandas as pd
from sklearn import tree
data = pd.read_csv("data-turbine/clear-data.csv")
model = pickle.load(open("data-turbine/tree-gs.model.sav", "rb"))
features = (
data
.drop(["CO"], axis=1)
.columns.values.tolist()
)
rules = tree.export_text(model, feature_names=features)
print(rules)
|--- TIT <= 1058.15 | |--- TAT <= 543.87 | | |--- TAT <= 528.12 | | | |--- AP <= 1023.00 | | | | |--- AT <= 4.38 | | | | | |--- value: [11.50] | | | | |--- AT > 4.38 | | | | | |--- AH <= 86.80 | | | | | | |--- AP <= 1017.20 | | | | | | | |--- value: [34.96] | | | | | | |--- AP > 1017.20 | | | | | | | |--- value: [27.31] | | | | | |--- AH > 86.80 | | | | | | |--- value: [40.94] | | | |--- AP > 1023.00 | | | | |--- value: [11.34] | | |--- TAT > 528.12 | | | |--- TIT <= 1028.85 | | | | |--- AT <= 15.97 | | | | | |--- TIT <= 1018.85 | | | | | | |--- value: [20.73] | | | | | |--- TIT > 1018.85 | | | | | | |--- AP <= 1020.75 | | | | | | | |--- AT <= 14.71 | | | | | | | | |--- AH <= 95.05 | | | | | | | | | |--- value: [11.90] | | | | | | | | |--- AH > 95.05 | | | | | | | | | |--- value: [8.33] | | | | | | | |--- AT > 14.71 | | | | | | | | |--- value: [16.37] | | | | | | |--- AP > 1020.75 | | | | | | | |--- AFDP <= 3.49 | | | | | | | | |--- AT <= 7.53 | | | | | | | | | |--- value: [16.59] | | | | | | | | |--- AT > 7.53 | | | | | | | | | |--- value: [12.82] | | | | | | | |--- AFDP > 3.49 | | | | | | | | |--- value: [27.33] | | | | |--- AT > 15.97 | | | | | |--- value: [21.87] | | | |--- TIT > 1028.85 | | | | |--- AT <= 24.49 | | | | | |--- AP <= 997.04 | | | | | | |--- value: [27.12] | | | | | |--- AP > 997.04 | | | | | | |--- TAT <= 537.71 | | | | | | | |--- TIT <= 1046.95 | | | | | | | | |--- AFDP <= 3.01 | | | | | | | | | |--- value: [12.56] | | | | | | | | |--- AFDP > 3.01 | | | | | | | | | |--- value: [9.29] | | | | | | | |--- TIT > 1046.95 | | | | | | | | |--- value: [19.61] | | | | | | |--- TAT > 537.71 | | | | | | | |--- AFDP <= 3.17 | | | | | | | | |--- TAT <= 542.42 | | | | | | | | | |--- value: [9.93] | | | | | | | | |--- TAT > 542.42 | | | | | | | | | |--- value: [8.71] | | | | | | | |--- AFDP > 3.17 | | | | | | | | |--- TIT <= 1041.75 | | | | | | | | | |--- value: [8.76] | | | | | | | | |--- TIT > 1041.75 | | | | | | | | | |--- value: [6.32] | | | | |--- AT > 24.49 | | | | | |--- value: [35.40] | |--- TAT > 543.87 | | |--- TAT <= 549.23 | | | |--- TIT <= 1049.65 | | | | |--- TAT <= 548.03 | | | | | |--- TIT <= 1034.35 | | | | | | |--- AFDP <= 2.78 | | | | | | | |--- AH <= 89.28 | | | | | | | | |--- value: [9.67] | | | | | | | |--- AH > 89.28 | | | | | | | | |--- value: [6.48] | | | | | | |--- AFDP > 2.78 | | | | | | | |--- value: [11.30] | | | | | |--- TIT > 1034.35 | | | | | | |--- AFDP <= 2.69 | | | | | | | |--- AFDP <= 2.44 | | | | | | | | |--- AP <= 1022.90 | | | | | | | | | |--- value: [6.91] | | | | | | | | |--- AP > 1022.90 | | | | | | | | | |--- value: [5.45] | | | | | | | |--- AFDP > 2.44 | | | | | | | | |--- TAT <= 546.68 | | | | | | | | | |--- value: [8.42] | | | | | | | | |--- TAT > 546.68 | | | | | | | | | |--- value: [7.34] | | | | | | |--- AFDP > 2.69 | | | | | | | |--- AT <= 11.97 | | | | | | | | |--- AP <= 1016.30 | | | | | | | | | |--- value: [4.98] | | | | | | | | |--- AP > 1016.30 | | | | | | | | | |--- value: [6.32] | | | | | | | |--- AT > 11.97 | | | | | | | | |--- AH <= 78.34 | | | | | | | | | |--- value: [5.37] | | | | | | | | |--- AH > 78.34 | | | | | | | | | |--- value: [7.73] | | | | |--- TAT > 548.03 | | | | | |--- AP <= 1024.55 | | | | | | |--- AH <= 99.53 | | | | | | | |--- AH <= 94.23 | | | | | | | | |--- AFDP <= 2.69 | | | | | | | | | |--- value: [6.04] | | | | | | | | |--- AFDP > 2.69 | | | | | | | | | |--- value: [5.51] | | | | | | | |--- AH > 94.23 | | | | | | | | |--- value: [7.39] | | | | | | |--- AH > 99.53 | | | | | | | |--- value: [3.34] | | | | | |--- AP > 1024.55 | | | | | | |--- TIT <= 1046.95 | | | | | | | |--- AH <= 74.83 | | | | | | | | |--- value: [6.56] | | | | | | | |--- AH > 74.83 | | | | | | | | |--- value: [8.46] | | | | | | |--- TIT > 1046.95 | | | | | | | |--- value: [4.51] | | | |--- TIT > 1049.65 | | | | |--- AFDP <= 2.83 | | | | | |--- AP <= 1016.50 | | | | | | |--- TIT <= 1051.65 | | | | | | | |--- TAT <= 548.73 | | | | | | | | |--- AFDP <= 2.61 | | | | | | | | | |--- value: [7.54] | | | | | | | | |--- AFDP > 2.61 | | | | | | | | | |--- value: [6.82] | | | | | | | |--- TAT > 548.73 | | | | | | | | |--- AP <= 998.10 | | | | | | | | | |--- value: [5.18] | | | | | | | | |--- AP > 998.10 | | | | | | | | | |--- value: [6.59] | | | | | | |--- TIT > 1051.65 | | | | | | | |--- AP <= 1007.45 | | | | | | | | |--- value: [5.40] | | | | | | | |--- AP > 1007.45 | | | | | | | | |--- TAT <= 544.26 | | | | | | | | | |--- value: [3.99] | | | | | | | | |--- TAT > 544.26 | | | | | | | | | |--- value: [6.62] | | | | | |--- AP > 1016.50 | | | | | | |--- TAT <= 547.32 | | | | | | | |--- AT <= 8.60 | | | | | | | | |--- value: [6.10] | | | | | | | |--- AT > 8.60 | | | | | | | | |--- AH <= 85.23 | | | | | | | | | |--- value: [7.70] | | | | | | | | |--- AH > 85.23 | | | | | | | | | |--- value: [6.72] | | | | | | |--- TAT > 547.32 | | | | | | | |--- AFDP <= 2.55 | | | | | | | | |--- AP <= 1019.30 | | | | | | | | | |--- value: [5.14] | | | | | | | | |--- AP > 1019.30 | | | | | | | | | |--- value: [3.92] | | | | | | | |--- AFDP > 2.55 | | | | | | | | |--- AP <= 1021.45 | | | | | | | | | |--- value: [6.09] | | | | | | | | |--- AP > 1021.45 | | | | | | | | | |--- value: [3.61] | | | | |--- AFDP > 2.83 | | | | | |--- TAT <= 546.71 | | | | | | |--- AT <= 15.83 | | | | | | | |--- TAT <= 544.64 | | | | | | | | |--- value: [7.07] | | | | | | | |--- TAT > 544.64 | | | | | | | | |--- TAT <= 546.43 | | | | | | | | | |--- value: [4.87] | | | | | | | | |--- TAT > 546.43 | | | | | | | | | |--- value: [6.30] | | | | | | |--- AT > 15.83 | | | | | | | |--- value: [9.77] | | | | | |--- TAT > 546.71 | | | | | | |--- AH <= 82.62 | | | | | | | |--- AP <= 1004.20 | | | | | | | | |--- value: [6.96] | | | | | | | |--- AP > 1004.20 | | | | | | | | |--- AFDP <= 3.01 | | | | | | | | | |--- value: [4.96] | | | | | | | | |--- AFDP > 3.01 | | | | | | | | | |--- value: [3.68] | | | | | | |--- AH > 82.62 | | | | | | | |--- AT <= 12.90 | | | | | | | | |--- AH <= 97.26 | | | | | | | | | |--- value: [4.47] | | | | | | | | |--- AH > 97.26 | | | | | | | | | |--- value: [2.90] | | | | | | | |--- AT > 12.90 | | | | | | | | |--- TIT <= 1053.65 | | | | | | | | | |--- value: [6.45] | | | | | | | | |--- TIT > 1053.65 | | | | | | | | | |--- value: [5.00] | | |--- TAT > 549.23 | | | |--- AFDP <= 2.71 | | | | |--- AFDP <= 2.41 | | | | | |--- TIT <= 1050.75 | | | | | | |--- AP <= 1015.45 | | | | | | | |--- AT <= 10.60 | | | | | | | | |--- value: [5.55] | | | | | | | |--- AT > 10.60 | | | | | | | | |--- TAT <= 550.46 | | | | | | | | | |--- value: [3.90] | | | | | | | | |--- TAT > 550.46 | | | | | | | | | |--- value: [1.99] | | | | | | |--- AP > 1015.45 | | | | | | | |--- AT <= 13.80 | | | | | | | | |--- value: [3.58] | | | | | | | |--- AT > 13.80 | | | | | | | | |--- AT <= 20.03 | | | | | | | | | |--- value: [2.53] | | | | | | | | |--- AT > 20.03 | | | | | | | | | |--- value: [3.39] | | | | | |--- TIT > 1050.75 | | | | | | |--- TIT <= 1053.65 | | | | | | | |--- AFDP <= 2.18 | | | | | | | | |--- value: [5.89] | | | | | | | |--- AFDP > 2.18 | | | | | | | | |--- AP <= 1005.15 | | | | | | | | | |--- value: [4.58] | | | | | | | | |--- AP > 1005.15 | | | | | | | | | |--- value: [5.15] | | | | | | |--- TIT > 1053.65 | | | | | | | |--- AT <= 15.24 | | | | | | | | |--- value: [4.75] | | | | | | | |--- AT > 15.24 | | | | | | | | |--- value: [3.96] | | | | |--- AFDP > 2.41 | | | | | |--- AT <= 14.12 | | | | | | |--- TIT <= 1052.25 | | | | | | | |--- AP <= 1021.85 | | | | | | | | |--- TIT <= 1044.35 | | | | | | | | | |--- value: [5.14] | | | | | | | | |--- TIT > 1044.35 | | | | | | | | | |--- value: [5.86] | | | | | | | |--- AP > 1021.85 | | | | | | | | |--- AT <= 1.44 | | | | | | | | | |--- value: [8.53] | | | | | | | | |--- AT > 1.44 | | | | | | | | | |--- value: [6.58] | | | | | | |--- TIT > 1052.25 | | | | | | | |--- TAT <= 550.09 | | | | | | | | |--- AP <= 1018.45 | | | | | | | | | |--- value: [5.59] | | | | | | | | |--- AP > 1018.45 | | | | | | | | | |--- value: [4.67] | | | | | | | |--- TAT > 550.09 | | | | | | | | |--- AP <= 1025.65 | | | | | | | | | |--- value: [3.92] | | | | | | | | |--- AP > 1025.65 | | | | | | | | | |--- value: [5.60] | | | | | |--- AT > 14.12 | | | | | | |--- TIT <= 1042.80 | | | | | | | |--- AP <= 1012.00 | | | | | | | | |--- value: [5.84] | | | | | | | |--- AP > 1012.00 | | | | | | | | |--- value: [6.98] | | | | | | |--- TIT > 1042.80 | | | | | | | |--- AT <= 15.87 | | | | | | | | |--- AT <= 14.25 | | | | | | | | | |--- value: [3.54] | | | | | | | | |--- AT > 14.25 | | | | | | | | | |--- value: [5.16] | | | | | | | |--- AT > 15.87 | | | | | | | | |--- AH <= 55.76 | | | | | | | | | |--- value: [5.75] | | | | | | | | |--- AH > 55.76 | | | | | | | | | |--- value: [4.72] | | | |--- AFDP > 2.71 | | | | |--- TIT <= 1056.05 | | | | | |--- AT <= 12.67 | | | | | | |--- AH <= 91.10 | | | | | | | |--- AFDP <= 2.86 | | | | | | | | |--- AT <= 11.95 | | | | | | | | | |--- value: [5.53] | | | | | | | | |--- AT > 11.95 | | | | | | | | | |--- value: [3.65] | | | | | | | |--- AFDP > 2.86 | | | | | | | | |--- TIT <= 1045.05 | | | | | | | | | |--- value: [5.65] | | | | | | | | |--- TIT > 1045.05 | | | | | | | | | |--- value: [3.76] | | | | | | |--- AH > 91.10 | | | | | | | |--- AFDP <= 3.01 | | | | | | | | |--- AH <= 99.55 | | | | | | | | | |--- value: [1.88] | | | | | | | | |--- AH > 99.55 | | | | | | | | | |--- value: [2.91] | | | | | | | |--- AFDP > 3.01 | | | | | | | | |--- TIT <= 1047.40 | | | | | | | | | |--- value: [5.59] | | | | | | | | |--- TIT > 1047.40 | | | | | | | | | |--- value: [3.57] | | | | | |--- AT > 12.67 | | | | | | |--- AT <= 23.88 | | | | | | | |--- AFDP <= 3.91 | | | | | | | | |--- AH <= 88.32 | | | | | | | | | |--- value: [4.53] | | | | | | | | |--- AH > 88.32 | | | | | | | | | |--- value: [4.99] | | | | | | | |--- AFDP > 3.91 | | | | | | | | |--- AFDP <= 5.03 | | | | | | | | | |--- value: [3.93] | | | | | | | | |--- AFDP > 5.03 | | | | | | | | | |--- value: [6.07] | | | | | | |--- AT > 23.88 | | | | | | | |--- TIT <= 1050.35 | | | | | | | | |--- TIT <= 1041.45 | | | | | | | | | |--- value: [5.48] | | | | | | | | |--- TIT > 1041.45 | | | | | | | | | |--- value: [4.38] | | | | | | | |--- TIT > 1050.35 | | | | | | | | |--- AP <= 1011.25 | | | | | | | | | |--- value: [4.00] | | | | | | | | |--- AP > 1011.25 | | | | | | | | | |--- value: [3.61] | | | | |--- TIT > 1056.05 | | | | | |--- AFDP <= 3.14 | | | | | | |--- AFDP <= 2.87 | | | | | | | |--- AP <= 999.86 | | | | | | | | |--- value: [5.27] | | | | | | | |--- AP > 999.86 | | | | | | | | |--- TIT <= 1056.50 | | | | | | | | | |--- value: [3.91] | | | | | | | | |--- TIT > 1056.50 | | | | | | | | | |--- value: [4.47] | | | | | | |--- AFDP > 2.87 | | | | | | | |--- AH <= 85.90 | | | | | | | | |--- TIT <= 1056.85 | | | | | | | | | |--- value: [3.86] | | | | | | | | |--- TIT > 1056.85 | | | | | | | | | |--- value: [3.04] | | | | | | | |--- AH > 85.90 | | | | | | | | |--- AFDP <= 3.02 | | | | | | | | | |--- value: [3.18] | | | | | | | | |--- AFDP > 3.02 | | | | | | | | | |--- value: [2.49] | | | | | |--- AFDP > 3.14 | | | | | | |--- AH <= 80.23 | | | | | | | |--- AH <= 59.72 | | | | | | | | |--- AT <= 25.08 | | | | | | | | | |--- value: [2.43] | | | | | | | | |--- AT > 25.08 | | | | | | | | | |--- value: [3.28] | | | | | | | |--- AH > 59.72 | | | | | | | | |--- AFDP <= 3.65 | | | | | | | | | |--- value: [4.16] | | | | | | | | |--- AFDP > 3.65 | | | | | | | | | |--- value: [3.48] | | | | | | |--- AH > 80.23 | | | | | | | |--- AT <= 17.64 | | | | | | | | |--- AP <= 1008.55 | | | | | | | | | |--- value: [3.34] | | | | | | | | |--- AP > 1008.55 | | | | | | | | | |--- value: [4.39] | | | | | | | |--- AT > 17.64 | | | | | | | | |--- AFDP <= 3.14 | | | | | | | | | |--- value: [8.63] | | | | | | | | |--- AFDP > 3.14 | | | | | | | | | |--- value: [4.79] |--- TIT > 1058.15 | |--- TIT <= 1076.55 | | |--- TAT <= 545.34 | | | |--- TIT <= 1076.45 | | | | |--- TAT <= 539.96 | | | | | |--- AP <= 1007.90 | | | | | | |--- value: [33.91] | | | | | |--- AP > 1007.90 | | | | | | |--- TAT <= 539.63 | | | | | | | |--- AT <= 18.28 | | | | | | | | |--- TIT <= 1059.85 | | | | | | | | | |--- value: [13.67] | | | | | | | | |--- TIT > 1059.85 | | | | | | | | | |--- value: [4.79] | | | | | | | |--- AT > 18.28 | | | | | | | | |--- value: [21.75] | | | | | | |--- TAT > 539.63 | | | | | | | |--- value: [29.34] | | | | |--- TAT > 539.96 | | | | | |--- TIT <= 1069.35 | | | | | | |--- AH <= 98.54 | | | | | | | |--- AT <= 4.45 | | | | | | | | |--- value: [7.90] | | | | | | | |--- AT > 4.45 | | | | | | | | |--- TAT <= 542.62 | | | | | | | | | |--- value: [3.97] | | | | | | | | |--- TAT > 542.62 | | | | | | | | | |--- value: [6.26] | | | | | | |--- AH > 98.54 | | | | | | | |--- value: [10.20] | | | | | |--- TIT > 1069.35 | | | | | | |--- AP <= 1013.40 | | | | | | | |--- TIT <= 1069.70 | | | | | | | | |--- value: [2.39] | | | | | | | |--- TIT > 1069.70 | | | | | | | | |--- AH <= 69.87 | | | | | | | | | |--- value: [3.01] | | | | | | | | |--- AH > 69.87 | | | | | | | | | |--- value: [4.22] | | | | | | |--- AP > 1013.40 | | | | | | | |--- value: [2.26] | | | |--- TIT > 1076.45 | | | | |--- value: [30.38] | | |--- TAT > 545.34 | | | |--- TAT <= 549.52 | | | | |--- TIT <= 1068.55 | | | | | |--- AFDP <= 3.20 | | | | | | |--- TAT <= 549.07 | | | | | | | |--- TAT <= 547.68 | | | | | | | | |--- TIT <= 1059.50 | | | | | | | | | |--- value: [6.87] | | | | | | | | |--- TIT > 1059.50 | | | | | | | | | |--- value: [5.32] | | | | | | | |--- TAT > 547.68 | | | | | | | | |--- AH <= 93.33 | | | | | | | | | |--- value: [4.58] | | | | | | | | |--- AH > 93.33 | | | | | | | | | |--- value: [5.40] | | | | | | |--- TAT > 549.07 | | | | | | | |--- AT <= 16.12 | | | | | | | | |--- AH <= 93.78 | | | | | | | | | |--- value: [4.37] | | | | | | | | |--- AH > 93.78 | | | | | | | | | |--- value: [2.69] | | | | | | | |--- AT > 16.12 | | | | | | | | |--- value: [2.60] | | | | | |--- AFDP > 3.20 | | | | | | |--- AP <= 1017.70 | | | | | | | |--- TIT <= 1058.25 | | | | | | | | |--- value: [6.15] | | | | | | | |--- TIT > 1058.25 | | | | | | | | |--- TIT <= 1065.65 | | | | | | | | | |--- value: [3.42] | | | | | | | | |--- TIT > 1065.65 | | | | | | | | | |--- value: [2.82] | | | | | | |--- AP > 1017.70 | | | | | | | |--- TAT <= 548.77 | | | | | | | | |--- AH <= 99.46 | | | | | | | | | |--- value: [5.38] | | | | | | | | |--- AH > 99.46 | | | | | | | | | |--- value: [0.01] | | | | | | | |--- TAT > 548.77 | | | | | | | | |--- AH <= 96.92 | | | | | | | | | |--- value: [3.39] | | | | | | | | |--- AH > 96.92 | | | | | | | | | |--- value: [1.87] | | | | |--- TIT > 1068.55 | | | | | |--- AP <= 993.61 | | | | | | |--- value: [6.68] | | | | | |--- AP > 993.61 | | | | | | |--- AT <= 21.17 | | | | | | | |--- AH <= 69.22 | | | | | | | | |--- AP <= 1023.25 | | | | | | | | | |--- value: [3.35] | | | | | | | | |--- AP > 1023.25 | | | | | | | | | |--- value: [5.32] | | | | | | | |--- AH > 69.22 | | | | | | | | |--- TAT <= 548.49 | | | | | | | | | |--- value: [3.41] | | | | | | | | |--- TAT > 548.49 | | | | | | | | | |--- value: [2.91] | | | | | | |--- AT > 21.17 | | | | | | | |--- AP <= 1002.75 | | | | | | | | |--- value: [1.12] | | | | | | | |--- AP > 1002.75 | | | | | | | | |--- TAT <= 548.43 | | | | | | | | | |--- value: [2.77] | | | | | | | | |--- TAT > 548.43 | | | | | | | | | |--- value: [2.06] | | | |--- TAT > 549.52 | | | | |--- TIT <= 1060.85 | | | | | |--- AFDP <= 3.28 | | | | | | |--- AFDP <= 2.97 | | | | | | | |--- AFDP <= 2.58 | | | | | | | | |--- value: [2.78] | | | | | | | |--- AFDP > 2.58 | | | | | | | | |--- AT <= 18.45 | | | | | | | | | |--- value: [4.28] | | | | | | | | |--- AT > 18.45 | | | | | | | | | |--- value: [3.07] | | | | | | |--- AFDP > 2.97 | | | | | | | |--- AT <= 21.72 | | | | | | | | |--- AT <= 21.70 | | | | | | | | | |--- value: [2.63] | | | | | | | | |--- AT > 21.70 | | | | | | | | | |--- value: [8.44] | | | | | | | |--- AT > 21.72 | | | | | | | | |--- AH <= 75.30 | | | | | | | | | |--- value: [2.61] | | | | | | | | |--- AH > 75.30 | | | | | | | | | |--- value: [2.04] | | | | | |--- AFDP > 3.28 | | | | | | |--- AH <= 75.08 | | | | | | | |--- TIT <= 1058.45 | | | | | | | | |--- AT <= 26.12 | | | | | | | | | |--- value: [2.50] | | | | | | | | |--- AT > 26.12 | | | | | | | | | |--- value: [3.50] | | | | | | | |--- TIT > 1058.45 | | | | | | | | |--- AP <= 1009.95 | | | | | | | | | |--- value: [4.19] | | | | | | | | |--- AP > 1009.95 | | | | | | | | | |--- value: [3.60] | | | | | | |--- AH > 75.08 | | | | | | | |--- AT <= 19.36 | | | | | | | | |--- TAT <= 550.21 | | | | | | | | | |--- value: [3.64] | | | | | | | | |--- TAT > 550.21 | | | | | | | | | |--- value: [2.80] | | | | | | | |--- AT > 19.36 | | | | | | | | |--- AH <= 97.65 | | | | | | | | | |--- value: [4.47] | | | | | | | | |--- AH > 97.65 | | | | | | | | | |--- value: [2.98] | | | | |--- TIT > 1060.85 | | | | | |--- AFDP <= 3.20 | | | | | | |--- AFDP <= 2.74 | | | | | | | |--- AT <= 8.46 | | | | | | | | |--- AH <= 85.16 | | | | | | | | | |--- value: [2.61] | | | | | | | | |--- AH > 85.16 | | | | | | | | | |--- value: [3.57] | | | | | | | |--- AT > 8.46 | | | | | | | | |--- TIT <= 1061.00 | | | | | | | | | |--- value: [4.77] | | | | | | | | |--- TIT > 1061.00 | | | | | | | | | |--- value: [2.22] | | | | | | |--- AFDP > 2.74 | | | | | | | |--- AT <= 14.98 | | | | | | | | |--- AH <= 87.67 | | | | | | | | | |--- value: [3.57] | | | | | | | | |--- AH > 87.67 | | | | | | | | | |--- value: [2.67] | | | | | | | |--- AT > 14.98 | | | | | | | | |--- AT <= 22.93 | | | | | | | | | |--- value: [2.75] | | | | | | | | |--- AT > 22.93 | | | | | | | | | |--- value: [1.86] | | | | | |--- AFDP > 3.20 | | | | | | |--- TIT <= 1069.15 | | | | | | | |--- AFDP <= 3.35 | | | | | | | | |--- AP <= 1027.00 | | | | | | | | | |--- value: [2.14] | | | | | | | | |--- AP > 1027.00 | | | | | | | | | |--- value: [4.33] | | | | | | | |--- AFDP > 3.35 | | | | | | | | |--- TAT <= 550.46 | | | | | | | | | |--- value: [3.16] | | | | | | | | |--- TAT > 550.46 | | | | | | | | | |--- value: [6.89] | | | | | | |--- TIT > 1069.15 | | | | | | | |--- AFDP <= 3.36 | | | | | | | | |--- AT <= 13.18 | | | | | | | | | |--- value: [3.15] | | | | | | | | |--- AT > 13.18 | | | | | | | | | |--- value: [2.48] | | | | | | | |--- AFDP > 3.36 | | | | | | | | |--- AT <= 14.27 | | | | | | | | | |--- value: [1.84] | | | | | | | | |--- AT > 14.27 | | | | | | | | | |--- value: [2.32] | |--- TIT > 1076.55 | | |--- TIT <= 1091.35 | | | |--- TAT <= 532.02 | | | | |--- value: [12.04] | | | |--- TAT > 532.02 | | | | |--- AFDP <= 3.49 | | | | | |--- TIT <= 1085.05 | | | | | | |--- AH <= 81.79 | | | | | | | |--- AH <= 81.72 | | | | | | | | |--- AT <= 16.06 | | | | | | | | | |--- value: [2.69] | | | | | | | | |--- AT > 16.06 | | | | | | | | | |--- value: [2.17] | | | | | | | |--- AH > 81.72 | | | | | | | | |--- value: [34.47] | | | | | | |--- AH > 81.79 | | | | | | | |--- TAT <= 548.82 | | | | | | | | |--- TIT <= 1080.20 | | | | | | | | | |--- value: [3.49] | | | | | | | | |--- TIT > 1080.20 | | | | | | | | | |--- value: [2.17] | | | | | | | |--- TAT > 548.82 | | | | | | | | |--- AFDP <= 3.33 | | | | | | | | | |--- value: [1.95] | | | | | | | | |--- AFDP > 3.33 | | | | | | | | | |--- value: [1.54] | | | | | |--- TIT > 1085.05 | | | | | | |--- AH <= 60.56 | | | | | | | |--- TIT <= 1086.75 | | | | | | | | |--- AH <= 60.29 | | | | | | | | | |--- value: [2.75] | | | | | | | | |--- AH > 60.29 | | | | | | | | | |--- value: [5.23] | | | | | | | |--- TIT > 1086.75 | | | | | | | | |--- AP <= 1025.55 | | | | | | | | | |--- value: [1.53] | | | | | | | | |--- AP > 1025.55 | | | | | | | | | |--- value: [2.80] | | | | | | |--- AH > 60.56 | | | | | | | |--- TIT <= 1086.55 | | | | | | | | |--- AFDP <= 3.41 | | | | | | | | | |--- value: [1.68] | | | | | | | | |--- AFDP > 3.41 | | | | | | | | | |--- value: [2.34] | | | | | | | |--- TIT > 1086.55 | | | | | | | | |--- AP <= 1014.55 | | | | | | | | | |--- value: [1.62] | | | | | | | | |--- AP > 1014.55 | | | | | | | | | |--- value: [1.37] | | | | |--- AFDP > 3.49 | | | | | |--- AT <= 16.36 | | | | | | |--- TAT <= 538.79 | | | | | | | |--- TAT <= 538.74 | | | | | | | | |--- AH <= 68.06 | | | | | | | | | |--- value: [5.82] | | | | | | | | |--- AH > 68.06 | | | | | | | | | |--- value: [2.29] | | | | | | | |--- TAT > 538.74 | | | | | | | | |--- value: [19.14] | | | | | | |--- TAT > 538.79 | | | | | | | |--- AP <= 1026.95 | | | | | | | | |--- TAT <= 549.53 | | | | | | | | | |--- value: [1.67] | | | | | | | | |--- TAT > 549.53 | | | | | | | | | |--- value: [1.37] | | | | | | | |--- AP > 1026.95 | | | | | | | | |--- TIT <= 1078.95 | | | | | | | | | |--- value: [3.04] | | | | | | | | |--- TIT > 1078.95 | | | | | | | | | |--- value: [1.83] | | | | | |--- AT > 16.36 | | | | | | |--- TIT <= 1085.55 | | | | | | | |--- AH <= 100.05 | | | | | | | | |--- AP <= 1013.45 | | | | | | | | | |--- value: [1.82] | | | | | | | | |--- AP > 1013.45 | | | | | | | | | |--- value: [2.04] | | | | | | | |--- AH > 100.05 | | | | | | | | |--- value: [4.52] | | | | | | |--- TIT > 1085.55 | | | | | | | |--- AFDP <= 3.92 | | | | | | | | |--- AFDP <= 3.63 | | | | | | | | | |--- value: [1.62] | | | | | | | | |--- AFDP > 3.63 | | | | | | | | | |--- value: [1.18] | | | | | | | |--- AFDP > 3.92 | | | | | | | | |--- AFDP <= 4.06 | | | | | | | | | |--- value: [2.43] | | | | | | | | |--- AFDP > 4.06 | | | | | | | | | |--- value: [1.69] | | |--- TIT > 1091.35 | | | |--- TAT <= 530.62 | | | | |--- AT <= 3.61 | | | | | |--- AFDP <= 5.31 | | | | | | |--- AP <= 1020.15 | | | | | | | |--- AT <= 3.02 | | | | | | | | |--- TAT <= 528.77 | | | | | | | | | |--- value: [0.89] | | | | | | | | |--- TAT > 528.77 | | | | | | | | | |--- value: [1.91] | | | | | | | |--- AT > 3.02 | | | | | | | | |--- value: [2.81] | | | | | | |--- AP > 1020.15 | | | | | | | |--- AH <= 78.41 | | | | | | | | |--- AH <= 58.82 | | | | | | | | | |--- value: [2.47] | | | | | | | | |--- AH > 58.82 | | | | | | | | | |--- value: [1.70] | | | | | | | |--- AH > 78.41 | | | | | | | | |--- TAT <= 530.51 | | | | | | | | | |--- value: [2.44] | | | | | | | | |--- TAT > 530.51 | | | | | | | | | |--- value: [0.53] | | | | | |--- AFDP > 5.31 | | | | | | |--- AP <= 1014.10 | | | | | | | |--- value: [0.25] | | | | | | |--- AP > 1014.10 | | | | | | | |--- AT <= 3.11 | | | | | | | | |--- TAT <= 524.86 | | | | | | | | | |--- value: [0.86] | | | | | | | | |--- TAT > 524.86 | | | | | | | | | |--- value: [0.36] | | | | | | | |--- AT > 3.11 | | | | | | | | |--- value: [1.57] | | | | |--- AT > 3.61 | | | | | |--- AFDP <= 5.65 | | | | | | |--- AFDP <= 4.00 | | | | | | | |--- AT <= 4.30 | | | | | | | | |--- value: [2.12] | | | | | | | |--- AT > 4.30 | | | | | | | | |--- AFDP <= 3.91 | | | | | | | | | |--- value: [0.60] | | | | | | | | |--- AFDP > 3.91 | | | | | | | | | |--- value: [0.45] | | | | | | |--- AFDP > 4.00 | | | | | | | |--- AFDP <= 4.67 | | | | | | | | |--- AP <= 1018.05 | | | | | | | | | |--- value: [1.09] | | | | | | | | |--- AP > 1018.05 | | | | | | | | | |--- value: [1.36] | | | | | | | |--- AFDP > 4.67 | | | | | | | | |--- AFDP <= 5.35 | | | | | | | | | |--- value: [0.79] | | | | | | | | |--- AFDP > 5.35 | | | | | | | | | |--- value: [1.11] | | | | | |--- AFDP > 5.65 | | | | | | |--- TAT <= 517.90 | | | | | | | |--- value: [1.51] | | | | | | |--- TAT > 517.90 | | | | | | | |--- AT <= 8.05 | | | | | | | | |--- TAT <= 527.54 | | | | | | | | | |--- value: [0.35] | | | | | | | | |--- TAT > 527.54 | | | | | | | | | |--- value: [0.53] | | | | | | | |--- AT > 8.05 | | | | | | | | |--- AP <= 1027.85 | | | | | | | | | |--- value: [0.58] | | | | | | | | |--- AP > 1027.85 | | | | | | | | | |--- value: [0.82] | | | |--- TAT > 530.62 | | | | |--- AP <= 1023.35 | | | | | |--- AFDP <= 4.39 | | | | | | |--- AT <= 11.92 | | | | | | | |--- AH <= 87.51 | | | | | | | | |--- AFDP <= 3.92 | | | | | | | | | |--- value: [1.68] | | | | | | | | |--- AFDP > 3.92 | | | | | | | | | |--- value: [2.37] | | | | | | | |--- AH > 87.51 | | | | | | | | |--- AT <= 3.61 | | | | | | | | | |--- value: [2.34] | | | | | | | | |--- AT > 3.61 | | | | | | | | | |--- value: [1.14] | | | | | | |--- AT > 11.92 | | | | | | | |--- AFDP <= 4.09 | | | | | | | | |--- AT <= 24.52 | | | | | | | | | |--- value: [1.34] | | | | | | | | |--- AT > 24.52 | | | | | | | | | |--- value: [0.88] | | | | | | | |--- AFDP > 4.09 | | | | | | | | |--- TAT <= 537.27 | | | | | | | | | |--- value: [1.25] | | | | | | | | |--- TAT > 537.27 | | | | | | | | | |--- value: [1.50] | | | | | |--- AFDP > 4.39 | | | | | | |--- TAT <= 542.35 | | | | | | | |--- AP <= 1014.35 | | | | | | | | |--- AFDP <= 4.64 | | | | | | | | | |--- value: [0.80] | | | | | | | | |--- AFDP > 4.64 | | | | | | | | | |--- value: [1.12] | | | | | | | |--- AP > 1014.35 | | | | | | | | |--- AH <= 72.22 | | | | | | | | | |--- value: [1.39] | | | | | | | | |--- AH > 72.22 | | | | | | | | | |--- value: [1.08] | | | | | | |--- TAT > 542.35 | | | | | | | |--- TAT <= 542.35 | | | | | | | | |--- value: [11.85] | | | | | | | |--- TAT > 542.35 | | | | | | | | |--- AH <= 39.82 | | | | | | | | | |--- value: [2.36] | | | | | | | | |--- AH > 39.82 | | | | | | | | | |--- value: [1.39] | | | | |--- AP > 1023.35 | | | | | |--- AFDP <= 4.65 | | | | | | |--- AT <= 13.85 | | | | | | | |--- AH <= 56.86 | | | | | | | | |--- TIT <= 1098.10 | | | | | | | | | |--- value: [9.57] | | | | | | | | |--- TIT > 1098.10 | | | | | | | | | |--- value: [2.84] | | | | | | | |--- AH > 56.86 | | | | | | | | |--- AFDP <= 3.87 | | | | | | | | | |--- value: [1.45] | | | | | | | | |--- AFDP > 3.87 | | | | | | | | | |--- value: [2.23] | | | | | | |--- AT > 13.85 | | | | | | | |--- TAT <= 548.59 | | | | | | | | |--- AFDP <= 4.10 | | | | | | | | | |--- value: [0.83] | | | | | | | | |--- AFDP > 4.10 | | | | | | | | | |--- value: [1.13] | | | | | | | |--- TAT > 548.59 | | | | | | | | |--- value: [1.92] | | | | | |--- AFDP > 4.65 | | | | | | |--- AT <= 4.20 | | | | | | | |--- value: [1.76] | | | | | | |--- AT > 4.20 | | | | | | | |--- AFDP <= 5.11 | | | | | | | | |--- AP <= 1027.85 | | | | | | | | | |--- value: [0.99] | | | | | | | | |--- AP > 1027.85 | | | | | | | | | |--- value: [1.58] | | | | | | | |--- AFDP > 5.11 | | | | | | | | |--- AT <= 13.34 | | | | | | | | | |--- value: [0.53] | | | | | | | | |--- AT > 13.34 | | | | | | | | | |--- value: [1.17]
In [12]:
from src.rules import get_rules
rules = get_rules(model, features)
display(len(rules))
rules
268
Out[12]:
[if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP > 3.198) and (AP > 1017.7) and (TAT <= 548.77) and (AH > 99.464) -> 0.007, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP > 5.309) and (AP <= 1014.1) -> 0.25, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT <= 528.115) and (AP <= 1023.0) and (AT > 4.379) and (AH <= 86.795) and (AP > 1017.2) -> 27.309, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT <= 528.115) and (AP <= 1023.0) and (AT > 4.379) and (AH > 86.795) -> 40.94, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT <= 528.115) and (AP > 1023.0) -> 11.341, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT <= 1028.85) and (AT <= 15.97) and (TIT <= 1018.85) -> 20.726, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT <= 1028.85) and (AT <= 15.97) and (TIT > 1018.85) and (AP <= 1020.75) and (AT <= 14.715) and (AH <= 95.053) -> 11.902, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT <= 1028.85) and (AT <= 15.97) and (TIT > 1018.85) and (AP <= 1020.75) and (AT <= 14.715) and (AH > 95.053) -> 8.327, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT <= 1028.85) and (AT <= 15.97) and (TIT > 1018.85) and (AP <= 1020.75) and (AT > 14.715) -> 16.37, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT <= 1028.85) and (AT <= 15.97) and (TIT > 1018.85) and (AP > 1020.75) and (AFDP <= 3.486) and (AT <= 7.529) -> 16.591, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT <= 1028.85) and (AT <= 15.97) and (TIT > 1018.85) and (AP > 1020.75) and (AFDP <= 3.486) and (AT > 7.529) -> 12.816, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT <= 1028.85) and (AT <= 15.97) and (TIT > 1018.85) and (AP > 1020.75) and (AFDP > 3.486) -> 27.332, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT <= 1028.85) and (AT > 15.97) -> 21.866, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT <= 24.492) and (AP <= 997.035) -> 27.124, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT <= 24.492) and (AP > 997.035) and (TAT <= 537.705) and (TIT <= 1046.95) and (AFDP <= 3.011) -> 12.561, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT <= 24.492) and (AP > 997.035) and (TAT <= 537.705) and (TIT <= 1046.95) and (AFDP > 3.011) -> 9.293, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT <= 24.492) and (AP > 997.035) and (TAT <= 537.705) and (TIT > 1046.95) -> 19.613, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT <= 24.492) and (AP > 997.035) and (TAT > 537.705) and (AFDP <= 3.175) and (TAT <= 542.425) -> 9.934, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT <= 24.492) and (AP > 997.035) and (TAT > 537.705) and (AFDP <= 3.175) and (TAT > 542.425) -> 8.708, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT <= 24.492) and (AP > 997.035) and (TAT > 537.705) and (AFDP > 3.175) and (TIT <= 1041.75) -> 8.76, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT <= 24.492) and (AP > 997.035) and (TAT > 537.705) and (AFDP > 3.175) and (TIT > 1041.75) -> 6.315, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (TIT > 1028.85) and (AT > 24.492) -> 35.396, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT <= 1034.35) and (AFDP <= 2.783) and (AH <= 89.284) -> 9.667, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT <= 1034.35) and (AFDP <= 2.783) and (AH > 89.284) -> 6.484, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT <= 1034.35) and (AFDP > 2.783) -> 11.303, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT > 1034.35) and (AFDP <= 2.693) and (AFDP <= 2.438) and (AP <= 1022.9) -> 6.913, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT > 1034.35) and (AFDP <= 2.693) and (AFDP <= 2.438) and (AP > 1022.9) -> 5.452, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT > 1034.35) and (AFDP <= 2.693) and (AFDP > 2.438) and (TAT <= 546.685) -> 8.425, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT > 1034.35) and (AFDP <= 2.693) and (AFDP > 2.438) and (TAT > 546.685) -> 7.336, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT > 1034.35) and (AFDP > 2.693) and (AT <= 11.974) and (AP <= 1016.3) -> 4.977, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT > 1034.35) and (AFDP > 2.693) and (AT <= 11.974) and (AP > 1016.3) -> 6.316, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT > 1034.35) and (AFDP > 2.693) and (AT > 11.974) and (AH <= 78.34) -> 5.369, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT <= 548.025) and (TIT > 1034.35) and (AFDP > 2.693) and (AT > 11.974) and (AH > 78.34) -> 7.733, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT > 548.025) and (AP <= 1024.55) and (AH <= 99.534) and (AH <= 94.226) and (AFDP <= 2.687) -> 6.042, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT > 548.025) and (AP <= 1024.55) and (AH <= 99.534) and (AH <= 94.226) and (AFDP > 2.687) -> 5.512, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT > 548.025) and (AP <= 1024.55) and (AH <= 99.534) and (AH > 94.226) -> 7.394, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT > 548.025) and (AP <= 1024.55) and (AH > 99.534) -> 3.336, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT > 548.025) and (AP > 1024.55) and (TIT <= 1046.95) and (AH <= 74.83) -> 6.565, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT > 548.025) and (AP > 1024.55) and (TIT <= 1046.95) and (AH > 74.83) -> 8.457, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT <= 1049.65) and (TAT > 548.025) and (AP > 1024.55) and (TIT > 1046.95) -> 4.505, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP <= 1016.5) and (TIT <= 1051.65) and (TAT <= 548.725) and (AFDP <= 2.608) -> 7.54, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP <= 1016.5) and (TIT <= 1051.65) and (TAT <= 548.725) and (AFDP > 2.608) -> 6.822, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP <= 1016.5) and (TIT <= 1051.65) and (TAT > 548.725) and (AP <= 998.105) -> 5.182, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP <= 1016.5) and (TIT <= 1051.65) and (TAT > 548.725) and (AP > 998.105) -> 6.588, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP <= 1016.5) and (TIT > 1051.65) and (AP <= 1007.45) -> 5.404, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP <= 1016.5) and (TIT > 1051.65) and (AP > 1007.45) and (TAT <= 544.265) -> 3.986, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP <= 1016.5) and (TIT > 1051.65) and (AP > 1007.45) and (TAT > 544.265) -> 6.625, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP > 1016.5) and (TAT <= 547.325) and (AT <= 8.596) -> 6.105, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP > 1016.5) and (TAT <= 547.325) and (AT > 8.596) and (AH <= 85.231) -> 7.699, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP > 1016.5) and (TAT <= 547.325) and (AT > 8.596) and (AH > 85.231) -> 6.725, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP > 1016.5) and (TAT > 547.325) and (AFDP <= 2.547) and (AP <= 1019.3) -> 5.136, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP > 1016.5) and (TAT > 547.325) and (AFDP <= 2.547) and (AP > 1019.3) -> 3.916, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP > 1016.5) and (TAT > 547.325) and (AFDP > 2.547) and (AP <= 1021.45) -> 6.091, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP <= 2.832) and (AP > 1016.5) and (TAT > 547.325) and (AFDP > 2.547) and (AP > 1021.45) -> 3.611, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT <= 546.705) and (AT <= 15.83) and (TAT <= 544.645) -> 7.074, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT <= 546.705) and (AT <= 15.83) and (TAT > 544.645) and (TAT <= 546.43) -> 4.87, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT <= 546.705) and (AT <= 15.83) and (TAT > 544.645) and (TAT > 546.43) -> 6.303, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT <= 546.705) and (AT > 15.83) -> 9.773, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT > 546.705) and (AH <= 82.624) and (AP <= 1004.2) -> 6.963, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT > 546.705) and (AH <= 82.624) and (AP > 1004.2) and (AFDP <= 3.011) -> 4.956, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT > 546.705) and (AH <= 82.624) and (AP > 1004.2) and (AFDP > 3.011) -> 3.676, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT > 546.705) and (AH > 82.624) and (AT <= 12.897) and (AH <= 97.263) -> 4.473, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT > 546.705) and (AH > 82.624) and (AT <= 12.897) and (AH > 97.263) -> 2.901, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT > 546.705) and (AH > 82.624) and (AT > 12.897) and (TIT <= 1053.65) -> 6.451, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (TIT > 1049.65) and (AFDP > 2.832) and (TAT > 546.705) and (AH > 82.624) and (AT > 12.897) and (TIT > 1053.65) -> 5.003, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT <= 1050.75) and (AP <= 1015.45) and (AT <= 10.596) -> 5.551, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT <= 1050.75) and (AP <= 1015.45) and (AT > 10.596) and (TAT <= 550.46) -> 3.903, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT <= 1050.75) and (AP <= 1015.45) and (AT > 10.596) and (TAT > 550.46) -> 1.99, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT <= 1050.75) and (AP > 1015.45) and (AT <= 13.796) -> 3.576, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT <= 1050.75) and (AP > 1015.45) and (AT > 13.796) and (AT <= 20.026) -> 2.533, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT <= 1050.75) and (AP > 1015.45) and (AT > 13.796) and (AT > 20.026) -> 3.385, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT > 1050.75) and (TIT <= 1053.65) and (AFDP <= 2.178) -> 5.886, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT > 1050.75) and (TIT <= 1053.65) and (AFDP > 2.178) and (AP <= 1005.15) -> 4.585, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT > 1050.75) and (TIT <= 1053.65) and (AFDP > 2.178) and (AP > 1005.15) -> 5.147, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT > 1050.75) and (TIT > 1053.65) and (AT <= 15.242) -> 4.747, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP <= 2.413) and (TIT > 1050.75) and (TIT > 1053.65) and (AT > 15.242) -> 3.964, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (TIT <= 1052.25) and (AP <= 1021.85) and (TIT <= 1044.35) -> 5.143, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (TIT <= 1052.25) and (AP <= 1021.85) and (TIT > 1044.35) -> 5.855, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (TIT <= 1052.25) and (AP > 1021.85) and (AT <= 1.437) -> 8.527, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (TIT <= 1052.25) and (AP > 1021.85) and (AT > 1.437) -> 6.582, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (TIT > 1052.25) and (TAT <= 550.085) and (AP <= 1018.45) -> 5.585, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (TIT > 1052.25) and (TAT <= 550.085) and (AP > 1018.45) -> 4.672, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (TIT > 1052.25) and (TAT > 550.085) and (AP <= 1025.65) -> 3.917, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (TIT > 1052.25) and (TAT > 550.085) and (AP > 1025.65) -> 5.596, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (TIT <= 1042.8) and (AP <= 1012.0) -> 5.844, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (TIT <= 1042.8) and (AP > 1012.0) -> 6.976, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (TIT > 1042.8) and (AT <= 15.873) and (AT <= 14.249) -> 3.544, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (TIT > 1042.8) and (AT <= 15.873) and (AT > 14.249) -> 5.164, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (TIT > 1042.8) and (AT > 15.873) and (AH <= 55.759) -> 5.753, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (TIT > 1042.8) and (AT > 15.873) and (AH > 55.759) -> 4.72, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT <= 12.668) and (AH <= 91.097) and (AFDP <= 2.86) and (AT <= 11.95) -> 5.529, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT <= 12.668) and (AH <= 91.097) and (AFDP <= 2.86) and (AT > 11.95) -> 3.646, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT <= 12.668) and (AH <= 91.097) and (AFDP > 2.86) and (TIT <= 1045.05) -> 5.646, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT <= 12.668) and (AH <= 91.097) and (AFDP > 2.86) and (TIT > 1045.05) -> 3.757, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT <= 12.668) and (AH > 91.097) and (AFDP <= 3.008) and (AH <= 99.546) -> 1.876, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT <= 12.668) and (AH > 91.097) and (AFDP <= 3.008) and (AH > 99.546) -> 2.914, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT <= 12.668) and (AH > 91.097) and (AFDP > 3.008) and (TIT <= 1047.4) -> 5.587, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT <= 12.668) and (AH > 91.097) and (AFDP > 3.008) and (TIT > 1047.4) -> 3.567, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT > 12.668) and (AT <= 23.883) and (AFDP <= 3.913) and (AH <= 88.321) -> 4.532, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT > 12.668) and (AT <= 23.883) and (AFDP <= 3.913) and (AH > 88.321) -> 4.987, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT > 12.668) and (AT <= 23.883) and (AFDP > 3.913) and (AFDP <= 5.027) -> 3.933, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT > 12.668) and (AT <= 23.883) and (AFDP > 3.913) and (AFDP > 5.027) -> 6.074, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT > 12.668) and (AT > 23.883) and (TIT <= 1050.35) and (TIT <= 1041.45) -> 5.476, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT > 12.668) and (AT > 23.883) and (TIT <= 1050.35) and (TIT > 1041.45) -> 4.38, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT > 12.668) and (AT > 23.883) and (TIT > 1050.35) and (AP <= 1011.25) -> 3.997, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT <= 1056.05) and (AT > 12.668) and (AT > 23.883) and (TIT > 1050.35) and (AP > 1011.25) -> 3.61, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP <= 3.138) and (AFDP <= 2.87) and (AP <= 999.865) -> 5.274, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP <= 3.138) and (AFDP <= 2.87) and (AP > 999.865) and (TIT <= 1056.5) -> 3.908, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP <= 3.138) and (AFDP <= 2.87) and (AP > 999.865) and (TIT > 1056.5) -> 4.468, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP <= 3.138) and (AFDP > 2.87) and (AH <= 85.898) and (TIT <= 1056.85) -> 3.857, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP <= 3.138) and (AFDP > 2.87) and (AH <= 85.898) and (TIT > 1056.85) -> 3.039, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP <= 3.138) and (AFDP > 2.87) and (AH > 85.898) and (AFDP <= 3.016) -> 3.176, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP <= 3.138) and (AFDP > 2.87) and (AH > 85.898) and (AFDP > 3.016) -> 2.494, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP > 3.138) and (AH <= 80.233) and (AH <= 59.717) and (AT <= 25.077) -> 2.427, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP > 3.138) and (AH <= 80.233) and (AH <= 59.717) and (AT > 25.077) -> 3.278, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP > 3.138) and (AH <= 80.233) and (AH > 59.717) and (AFDP <= 3.652) -> 4.165, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP > 3.138) and (AH <= 80.233) and (AH > 59.717) and (AFDP > 3.652) -> 3.481, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP > 3.138) and (AH > 80.233) and (AT <= 17.637) and (AP <= 1008.55) -> 3.34, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP > 3.138) and (AH > 80.233) and (AT <= 17.637) and (AP > 1008.55) -> 4.386, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP > 3.138) and (AH > 80.233) and (AT > 17.637) and (AFDP <= 3.14) -> 8.628, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT > 549.235) and (AFDP > 2.711) and (TIT > 1056.05) and (AFDP > 3.138) and (AH > 80.233) and (AT > 17.637) and (AFDP > 3.14) -> 4.792, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT <= 539.96) and (AP <= 1007.9) -> 33.913, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT <= 539.96) and (AP > 1007.9) and (TAT <= 539.63) and (AT <= 18.283) and (TIT <= 1059.85) -> 13.666, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT <= 539.96) and (AP > 1007.9) and (TAT <= 539.63) and (AT <= 18.283) and (TIT > 1059.85) -> 4.788, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT <= 539.96) and (AP > 1007.9) and (TAT <= 539.63) and (AT > 18.283) -> 21.748, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT <= 539.96) and (AP > 1007.9) and (TAT > 539.63) -> 29.341, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT > 539.96) and (TIT <= 1069.35) and (AH <= 98.542) and (AT <= 4.449) -> 7.9, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT > 539.96) and (TIT <= 1069.35) and (AH <= 98.542) and (AT > 4.449) and (TAT <= 542.62) -> 3.968, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT > 539.96) and (TIT <= 1069.35) and (AH <= 98.542) and (AT > 4.449) and (TAT > 542.62) -> 6.259, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT > 539.96) and (TIT <= 1069.35) and (AH > 98.542) -> 10.199, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT > 539.96) and (TIT > 1069.35) and (AP <= 1013.4) and (TIT <= 1069.7) -> 2.388, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT > 539.96) and (TIT > 1069.35) and (AP <= 1013.4) and (TIT > 1069.7) and (AH <= 69.869) -> 3.011, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT > 539.96) and (TIT > 1069.35) and (AP <= 1013.4) and (TIT > 1069.7) and (AH > 69.869) -> 4.216, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT <= 1076.45) and (TAT > 539.96) and (TIT > 1069.35) and (AP > 1013.4) -> 2.263, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TIT > 1076.45) -> 30.384, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP <= 3.198) and (TAT <= 549.07) and (TAT <= 547.68) and (TIT <= 1059.5) -> 6.869, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP <= 3.198) and (TAT <= 549.07) and (TAT <= 547.68) and (TIT > 1059.5) -> 5.32, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP <= 3.198) and (TAT <= 549.07) and (TAT > 547.68) and (AH <= 93.329) -> 4.577, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP <= 3.198) and (TAT <= 549.07) and (TAT > 547.68) and (AH > 93.329) -> 5.397, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP <= 3.198) and (TAT > 549.07) and (AT <= 16.121) and (AH <= 93.783) -> 4.371, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP <= 3.198) and (TAT > 549.07) and (AT <= 16.121) and (AH > 93.783) -> 2.686, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP <= 3.198) and (TAT > 549.07) and (AT > 16.121) -> 2.596, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP > 3.198) and (AP <= 1017.7) and (TIT <= 1058.25) -> 6.153, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP > 3.198) and (AP <= 1017.7) and (TIT > 1058.25) and (TIT <= 1065.65) -> 3.419, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP > 3.198) and (AP <= 1017.7) and (TIT > 1058.25) and (TIT > 1065.65) -> 2.823, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP > 3.198) and (AP > 1017.7) and (TAT <= 548.77) and (AH <= 99.464) -> 5.383, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT <= 528.115) and (AP <= 1023.0) and (AT <= 4.379) -> 11.5, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP > 3.198) and (AP > 1017.7) and (TAT > 548.77) and (AH <= 96.923) -> 3.393, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT <= 1068.55) and (AFDP > 3.198) and (AP > 1017.7) and (TAT > 548.77) and (AH > 96.923) -> 1.869, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT > 1068.55) and (AP <= 993.61) -> 6.682, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT > 1068.55) and (AP > 993.61) and (AT <= 21.174) and (AH <= 69.224) and (AP <= 1023.25) -> 3.351, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT > 1068.55) and (AP > 993.61) and (AT <= 21.174) and (AH <= 69.224) and (AP > 1023.25) -> 5.321, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT > 1068.55) and (AP > 993.61) and (AT <= 21.174) and (AH > 69.224) and (TAT <= 548.495) -> 3.415, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT > 1068.55) and (AP > 993.61) and (AT <= 21.174) and (AH > 69.224) and (TAT > 548.495) -> 2.907, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT > 1068.55) and (AP > 993.61) and (AT > 21.174) and (AP <= 1002.75) -> 1.12, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT > 1068.55) and (AP > 993.61) and (AT > 21.174) and (AP > 1002.75) and (TAT <= 548.43) -> 2.772, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (TIT > 1068.55) and (AP > 993.61) and (AT > 21.174) and (AP > 1002.75) and (TAT > 548.43) -> 2.062, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP <= 3.276) and (AFDP <= 2.969) and (AFDP <= 2.581) -> 2.777, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP <= 3.276) and (AFDP <= 2.969) and (AFDP > 2.581) and (AT <= 18.446) -> 4.279, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP <= 3.276) and (AFDP <= 2.969) and (AFDP > 2.581) and (AT > 18.446) -> 3.074, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT <= 21.715) and (AT <= 21.704) -> 2.634, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT <= 21.715) and (AT > 21.704) -> 8.441, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT > 21.715) and (AH <= 75.299) -> 2.608, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT > 21.715) and (AH > 75.299) -> 2.045, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP > 3.276) and (AH <= 75.077) and (TIT <= 1058.45) and (AT <= 26.125) -> 2.499, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP > 3.276) and (AH <= 75.077) and (TIT <= 1058.45) and (AT > 26.125) -> 3.501, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP > 3.276) and (AH <= 75.077) and (TIT > 1058.45) and (AP <= 1009.95) -> 4.193, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP > 3.276) and (AH <= 75.077) and (TIT > 1058.45) and (AP > 1009.95) -> 3.597, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP > 3.276) and (AH > 75.077) and (AT <= 19.363) and (TAT <= 550.215) -> 3.643, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP > 3.276) and (AH > 75.077) and (AT <= 19.363) and (TAT > 550.215) -> 2.801, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP > 3.276) and (AH > 75.077) and (AT > 19.363) and (AH <= 97.648) -> 4.468, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT <= 1060.85) and (AFDP > 3.276) and (AH > 75.077) and (AT > 19.363) and (AH > 97.648) -> 2.984, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP <= 3.198) and (AFDP <= 2.742) and (AT <= 8.455) and (AH <= 85.156) -> 2.608, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP <= 3.198) and (AFDP <= 2.742) and (AT <= 8.455) and (AH > 85.156) -> 3.568, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP <= 3.198) and (AFDP <= 2.742) and (AT > 8.455) and (TIT <= 1061.0) -> 4.774, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP <= 3.198) and (AFDP <= 2.742) and (AT > 8.455) and (TIT > 1061.0) -> 2.217, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT <= 14.977) and (AH <= 87.671) -> 3.567, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT <= 14.977) and (AH > 87.671) -> 2.672, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT > 14.977) and (AT <= 22.933) -> 2.754, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT > 14.977) and (AT > 22.933) -> 1.856, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP > 3.198) and (TIT <= 1069.15) and (AFDP <= 3.352) and (AP <= 1027.0) -> 2.139, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP > 3.198) and (TIT <= 1069.15) and (AFDP <= 3.352) and (AP > 1027.0) -> 4.333, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP > 3.198) and (TIT <= 1069.15) and (AFDP > 3.352) and (TAT <= 550.46) -> 3.158, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP > 3.198) and (TIT <= 1069.15) and (AFDP > 3.352) and (TAT > 550.46) -> 6.893, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP > 3.198) and (TIT > 1069.15) and (AFDP <= 3.358) and (AT <= 13.18) -> 3.153, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP > 3.198) and (TIT > 1069.15) and (AFDP <= 3.358) and (AT > 13.18) -> 2.475, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP > 3.198) and (TIT > 1069.15) and (AFDP > 3.358) and (AT <= 14.268) -> 1.842, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT > 549.515) and (TIT > 1060.85) and (AFDP > 3.198) and (TIT > 1069.15) and (AFDP > 3.358) and (AT > 14.268) -> 2.324, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT <= 532.015) -> 12.044, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT <= 1085.05) and (AH <= 81.79) and (AH <= 81.725) and (AT <= 16.058) -> 2.689, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT <= 1085.05) and (AH <= 81.79) and (AH <= 81.725) and (AT > 16.058) -> 2.173, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT <= 1085.05) and (AH <= 81.79) and (AH > 81.725) -> 34.467, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT <= 1085.05) and (AH > 81.79) and (TAT <= 548.815) and (TIT <= 1080.2) -> 3.488, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT <= 1085.05) and (AH > 81.79) and (TAT <= 548.815) and (TIT > 1080.2) -> 2.174, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT <= 1085.05) and (AH > 81.79) and (TAT > 548.815) and (AFDP <= 3.332) -> 1.946, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT <= 1085.05) and (AH > 81.79) and (TAT > 548.815) and (AFDP > 3.332) -> 1.54, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT > 1085.05) and (AH <= 60.559) and (TIT <= 1086.75) and (AH <= 60.293) -> 2.754, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT > 1085.05) and (AH <= 60.559) and (TIT <= 1086.75) and (AH > 60.293) -> 5.231, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT > 1085.05) and (AH <= 60.559) and (TIT > 1086.75) and (AP <= 1025.55) -> 1.534, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT > 1085.05) and (AH <= 60.559) and (TIT > 1086.75) and (AP > 1025.55) -> 2.803, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT > 1085.05) and (AH > 60.559) and (TIT <= 1086.55) and (AFDP <= 3.411) -> 1.676, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT > 1085.05) and (AH > 60.559) and (TIT <= 1086.55) and (AFDP > 3.411) -> 2.34, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT > 1085.05) and (AH > 60.559) and (TIT > 1086.55) and (AP <= 1014.55) -> 1.622, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (TIT > 1085.05) and (AH > 60.559) and (TIT > 1086.55) and (AP > 1014.55) -> 1.366, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (TAT <= 538.79) and (TAT <= 538.735) and (AH <= 68.061) -> 5.816, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (TAT <= 538.79) and (TAT <= 538.735) and (AH > 68.061) -> 2.285, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (TAT <= 538.79) and (TAT > 538.735) -> 19.141, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (TAT > 538.79) and (AP <= 1026.95) and (TAT <= 549.525) -> 1.675, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (TAT > 538.79) and (AP <= 1026.95) and (TAT > 549.525) -> 1.37, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (TAT > 538.79) and (AP > 1026.95) and (TIT <= 1078.95) -> 3.044, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (TAT > 538.79) and (AP > 1026.95) and (TIT > 1078.95) -> 1.829, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (TIT <= 1085.55) and (AH <= 100.045) and (AP <= 1013.45) -> 1.819, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (TIT <= 1085.55) and (AH <= 100.045) and (AP > 1013.45) -> 2.044, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (TIT <= 1085.55) and (AH > 100.045) -> 4.518, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (TIT > 1085.55) and (AFDP <= 3.922) and (AFDP <= 3.635) -> 1.62, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (TIT > 1085.55) and (AFDP <= 3.922) and (AFDP > 3.635) -> 1.182, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (TIT > 1085.55) and (AFDP > 3.922) and (AFDP <= 4.061) -> 2.428, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (TIT > 1085.55) and (AFDP > 3.922) and (AFDP > 4.061) -> 1.693, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP <= 1020.15) and (AT <= 3.017) and (TAT <= 528.765) -> 0.889, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP <= 1020.15) and (AT <= 3.017) and (TAT > 528.765) -> 1.914, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP <= 1020.15) and (AT > 3.017) -> 2.807, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH <= 78.415) and (AH <= 58.817) -> 2.472, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH <= 78.415) and (AH > 58.817) -> 1.695, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH > 78.415) and (TAT <= 530.515) -> 2.442, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH > 78.415) and (TAT > 530.515) -> 0.528, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT <= 528.115) and (AP <= 1023.0) and (AT > 4.379) and (AH <= 86.795) and (AP <= 1017.2) -> 34.961, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP > 5.309) and (AP > 1014.1) and (AT <= 3.112) and (TAT <= 524.86) -> 0.863, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP > 5.309) and (AP > 1014.1) and (AT <= 3.112) and (TAT > 524.86) -> 0.36, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP > 5.309) and (AP > 1014.1) and (AT > 3.112) -> 1.573, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP <= 3.998) and (AT <= 4.298) -> 2.116, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP <= 3.998) and (AT > 4.298) and (AFDP <= 3.91) -> 0.599, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP <= 3.998) and (AT > 4.298) and (AFDP > 3.91) -> 0.448, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) and (AFDP <= 4.674) and (AP <= 1018.05) -> 1.086, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) and (AFDP <= 4.674) and (AP > 1018.05) -> 1.364, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) and (AFDP > 4.674) and (AFDP <= 5.347) -> 0.791, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) and (AFDP > 4.674) and (AFDP > 5.347) -> 1.113, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP > 5.654) and (TAT <= 517.9) -> 1.511, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP > 5.654) and (TAT > 517.9) and (AT <= 8.053) and (TAT <= 527.535) -> 0.349, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP > 5.654) and (TAT > 517.9) and (AT <= 8.053) and (TAT > 527.535) -> 0.534, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP > 5.654) and (TAT > 517.9) and (AT > 8.053) and (AP <= 1027.85) -> 0.575, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT <= 530.625) and (AT > 3.613) and (AFDP > 5.654) and (TAT > 517.9) and (AT > 8.053) and (AP > 1027.85) -> 0.819, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AH <= 87.514) and (AFDP <= 3.924) -> 1.678, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AH <= 87.514) and (AFDP > 3.924) -> 2.371, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AH > 87.514) and (AT <= 3.606) -> 2.341, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AH > 87.514) and (AT > 3.606) -> 1.141, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT > 11.917) and (AFDP <= 4.094) and (AT <= 24.519) -> 1.344, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT > 11.917) and (AFDP <= 4.094) and (AT > 24.519) -> 0.883, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT > 11.917) and (AFDP > 4.094) and (TAT <= 537.265) -> 1.249, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT > 11.917) and (AFDP > 4.094) and (TAT > 537.265) -> 1.503, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (TAT <= 542.345) and (AP <= 1014.35) and (AFDP <= 4.644) -> 0.803, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (TAT <= 542.345) and (AP <= 1014.35) and (AFDP > 4.644) -> 1.119, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (TAT <= 542.345) and (AP > 1014.35) and (AH <= 72.22) -> 1.394, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (TAT <= 542.345) and (AP > 1014.35) and (AH > 72.22) -> 1.076, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (TAT > 542.345) and (TAT <= 542.355) -> 11.845, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (TAT > 542.345) and (TAT > 542.355) and (AH <= 39.822) -> 2.361, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (TAT > 542.345) and (TAT > 542.355) and (AH > 39.822) -> 1.389, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH <= 56.856) and (TIT <= 1098.1) -> 9.575, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH <= 56.856) and (TIT > 1098.1) -> 2.836, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH > 56.856) and (AFDP <= 3.871) -> 1.451, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH > 56.856) and (AFDP > 3.871) -> 2.226, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT > 13.847) and (TAT <= 548.59) and (AFDP <= 4.097) -> 0.831, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT > 13.847) and (TAT <= 548.59) and (AFDP > 4.097) -> 1.129, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT > 13.847) and (TAT > 548.59) -> 1.919, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT <= 4.198) -> 1.762, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT > 4.198) and (AFDP <= 5.111) and (AP <= 1027.85) -> 0.986, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT > 4.198) and (AFDP <= 5.111) and (AP > 1027.85) -> 1.578, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT > 4.198) and (AFDP > 5.111) and (AT <= 13.343) -> 0.532, if (TIT > 1058.15) and (TIT > 1076.55) and (TIT > 1091.35) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT > 4.198) and (AFDP > 5.111) and (AT > 13.343) -> 1.173]
In [13]:
from src.rules import normalise_rules
rules = normalise_rules(rules)
display(len(rules))
rules
268
Out[13]:
[if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP > 1017.7) and (AH > 99.464) -> 0.007, if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP > 5.309) and (AP <= 1014.1) -> 0.25, if (TIT <= 1058.15) and (TAT <= 543.87) and (AP <= 1023.0) and (AP > 1017.2) and (AT > 4.379) and (AH <= 86.795) -> 27.309, if (TIT <= 1058.15) and (TAT <= 543.87) and (AP <= 1023.0) and (AT > 4.379) and (AH > 86.795) -> 40.94, if (TIT <= 1058.15) and (TAT <= 543.87) and (AP > 1023.0) -> 11.341, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) -> 20.726, if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AP <= 1020.75) and (AH <= 95.053) -> 11.902, if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AP <= 1020.75) and (AH > 95.053) -> 8.327, if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AT > 14.715) and (AP <= 1020.75) -> 16.37, if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AP > 1020.75) and (AFDP <= 3.486) -> 16.591, if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AT > 7.529) and (AP > 1020.75) and (AFDP <= 3.486) -> 12.816, if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AP > 1020.75) and (AFDP > 3.486) -> 27.332, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (AT > 15.97) -> 21.866, if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP <= 997.035) -> 27.124, if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP <= 3.011) -> 12.561, if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP > 3.011) -> 9.293, if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) -> 19.613, if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP <= 3.175) -> 9.934, if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP <= 3.175) -> 8.708, if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP > 3.175) -> 8.76, if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP > 3.175) -> 6.315, if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT > 24.492) -> 35.396, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.783) and (AH <= 89.284) -> 9.667, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.783) and (AH > 89.284) -> 6.484, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.783) -> 11.303, if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.693) and (AP <= 1022.9) -> 6.913, if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.693) and (AP > 1022.9) -> 5.452, if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.693) and (AFDP > 2.438) -> 8.425, if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.693) and (AFDP > 2.438) -> 7.336, if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.693) and (AT <= 11.974) and (AP <= 1016.3) -> 4.977, if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.693) and (AT <= 11.974) and (AP > 1016.3) -> 6.316, if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.693) and (AT > 11.974) and (AH <= 78.34) -> 5.369, if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.693) and (AT > 11.974) and (AH > 78.34) -> 7.733, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP <= 1024.55) and (AH <= 99.534) and (AFDP <= 2.687) -> 6.042, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP <= 1024.55) and (AH <= 99.534) and (AFDP > 2.687) -> 5.512, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP <= 1024.55) and (AH <= 99.534) and (AH > 94.226) -> 7.394, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP <= 1024.55) and (AH > 99.534) -> 3.336, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP > 1024.55) and (AH <= 74.83) -> 6.565, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP > 1024.55) and (AH > 74.83) -> 8.457, if (TIT <= 1058.15) and (TIT > 1046.95) and (TAT > 543.87) and (TAT <= 549.235) and (AP > 1024.55) -> 4.505, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) -> 7.54, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AFDP > 2.608) and (AP <= 1016.5) -> 6.822, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) -> 5.182, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) and (AP > 998.105) -> 6.588, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) -> 5.404, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) and (AP > 1007.45) -> 3.986, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) and (AP > 1007.45) -> 6.625, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) and (AT <= 8.596) -> 6.105, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) and (AT > 8.596) and (AH <= 85.231) -> 7.699, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) and (AT > 8.596) and (AH > 85.231) -> 6.725, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) and (AP <= 1019.3) -> 5.136, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) -> 3.916, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AFDP > 2.547) and (AP > 1016.5) and (AP <= 1021.45) -> 6.091, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AFDP > 2.547) and (AP > 1016.5) -> 3.611, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AT <= 15.83) -> 7.074, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AT <= 15.83) -> 4.87, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AT <= 15.83) -> 6.303, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AT > 15.83) -> 9.773, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH <= 82.624) and (AP <= 1004.2) -> 6.963, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AFDP <= 3.011) and (AH <= 82.624) and (AP > 1004.2) -> 4.956, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH <= 82.624) and (AP > 1004.2) -> 3.676, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH > 82.624) and (AH <= 97.263) and (AT <= 12.897) -> 4.473, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH > 82.624) and (AT <= 12.897) -> 2.901, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH > 82.624) and (AT > 12.897) -> 6.451, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH > 82.624) and (AT > 12.897) -> 5.003, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP <= 1015.45) and (AT <= 10.596) -> 5.551, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 550.46) and (AFDP <= 2.711) and (AP <= 1015.45) and (AT > 10.596) -> 3.903, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP <= 1015.45) and (AT > 10.596) -> 1.99, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP > 1015.45) and (AT <= 13.796) -> 3.576, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP > 1015.45) and (AT > 13.796) and (AT <= 20.026) -> 2.533, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP > 1015.45) and (AT > 13.796) -> 3.385, if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) -> 5.886, if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.178) and (AP <= 1005.15) -> 4.585, if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.178) and (AP > 1005.15) -> 5.147, if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) and (AT <= 15.242) -> 4.747, if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) and (AT > 15.242) -> 3.964, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP <= 1021.85) -> 5.143, if (TIT <= 1058.15) and (TIT > 1044.35) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP <= 1021.85) -> 5.855, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP > 1021.85) -> 8.527, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AT > 1.437) and (AP > 1021.85) -> 6.582, if (TIT <= 1058.15) and (TIT > 1052.25) and (TAT > 543.87) and (TAT <= 550.085) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP <= 1018.45) -> 5.585, if (TIT <= 1058.15) and (TIT > 1052.25) and (TAT > 543.87) and (TAT <= 550.085) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP > 1018.45) -> 4.672, if (TIT <= 1058.15) and (TIT > 1052.25) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP <= 1025.65) -> 3.917, if (TIT <= 1058.15) and (TIT > 1052.25) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP > 1025.65) -> 5.596, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AP <= 1012.0) -> 5.844, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AP > 1012.0) -> 6.976, if (TIT <= 1058.15) and (TIT > 1042.8) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AT <= 15.873) -> 3.544, if (TIT <= 1058.15) and (TIT > 1042.8) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AT <= 15.873) -> 5.164, if (TIT <= 1058.15) and (TIT > 1042.8) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AH <= 55.759) -> 5.753, if (TIT <= 1058.15) and (TIT > 1042.8) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AH > 55.759) -> 4.72, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 2.86) and (AT <= 12.668) and (AH <= 91.097) -> 5.529, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 2.86) and (AT <= 12.668) and (AT > 11.95) and (AH <= 91.097) -> 3.646, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AT <= 12.668) and (AH <= 91.097) -> 5.646, if (TIT <= 1058.15) and (TIT > 1045.05) and (TAT > 543.87) and (AFDP > 2.711) and (AT <= 12.668) and (AH <= 91.097) -> 3.757, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.008) and (AT <= 12.668) and (AH > 91.097) and (AH <= 99.546) -> 1.876, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.008) and (AT <= 12.668) and (AH > 91.097) -> 2.914, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AT <= 12.668) and (AH > 91.097) -> 5.587, if (TIT <= 1058.15) and (TIT > 1047.4) and (TAT > 543.87) and (AFDP > 2.711) and (AT <= 12.668) and (AH > 91.097) -> 3.567, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.913) and (AT > 12.668) and (AT <= 23.883) and (AH <= 88.321) -> 4.532, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.913) and (AT > 12.668) and (AT <= 23.883) and (AH > 88.321) -> 4.987, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 5.027) and (AT > 12.668) and (AT <= 23.883) -> 3.933, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) and (AT <= 23.883) -> 6.074, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) -> 5.476, if (TIT <= 1058.15) and (TIT > 1041.45) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) -> 4.38, if (TIT <= 1058.15) and (TIT > 1050.35) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) and (AP <= 1011.25) -> 3.997, if (TIT <= 1058.15) and (TIT > 1050.35) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) and (AP > 1011.25) -> 3.61, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AP <= 999.865) -> 5.274, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AP > 999.865) -> 3.908, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AP > 999.865) -> 4.468, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AH <= 85.898) -> 3.857, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AH <= 85.898) -> 3.039, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AH > 85.898) -> 3.176, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AH > 85.898) -> 2.494, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH <= 80.233) and (AT <= 25.077) -> 2.427, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH <= 80.233) and (AT > 25.077) -> 3.278, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.652) and (AH <= 80.233) and (AH > 59.717) -> 4.165, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH <= 80.233) and (AH > 59.717) -> 3.481, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH > 80.233) and (AT <= 17.637) and (AP <= 1008.55) -> 3.34, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH > 80.233) and (AT <= 17.637) and (AP > 1008.55) -> 4.386, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.14) and (AH > 80.233) and (AT > 17.637) -> 8.628, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH > 80.233) and (AT > 17.637) -> 4.792, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (AP <= 1007.9) -> 33.913, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (AP > 1007.9) and (AT <= 18.283) -> 13.666, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (AP > 1007.9) and (AT <= 18.283) -> 4.788, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (AP > 1007.9) and (AT > 18.283) -> 21.748, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.63) and (AP > 1007.9) -> 29.341, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AH <= 98.542) and (AT <= 4.449) -> 7.9, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AH <= 98.542) and (AT > 4.449) -> 3.968, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AH <= 98.542) and (AT > 4.449) -> 6.259, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AH > 98.542) -> 10.199, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AP <= 1013.4) -> 2.388, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AP <= 1013.4) and (AH <= 69.869) -> 3.011, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AP <= 1013.4) and (AH > 69.869) -> 4.216, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AP > 1013.4) -> 2.263, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) -> 30.384, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) -> 6.869, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) -> 5.32, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AH <= 93.329) -> 4.577, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AH > 93.329) -> 5.397, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AT <= 16.121) and (AH <= 93.783) -> 4.371, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AT <= 16.121) and (AH > 93.783) -> 2.686, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AT > 16.121) -> 2.596, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP <= 1017.7) -> 6.153, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP <= 1017.7) -> 3.419, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP <= 1017.7) -> 2.823, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP > 1017.7) and (AH <= 99.464) -> 5.383, if (TIT <= 1058.15) and (TAT <= 543.87) and (AP <= 1023.0) and (AT <= 4.379) -> 11.5, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP > 1017.7) and (AH <= 96.923) -> 3.393, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP > 1017.7) and (AH > 96.923) -> 1.869, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP <= 993.61) -> 6.682, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AP <= 1023.25) and (AT <= 21.174) and (AH <= 69.224) -> 3.351, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AT <= 21.174) and (AH <= 69.224) -> 5.321, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AT <= 21.174) and (AH > 69.224) -> 3.415, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AT <= 21.174) and (AH > 69.224) -> 2.907, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AP <= 1002.75) and (AT > 21.174) -> 1.12, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AT > 21.174) -> 2.772, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AT > 21.174) -> 2.062, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) -> 2.777, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.581) and (AT <= 18.446) -> 4.279, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.581) and (AT > 18.446) -> 3.074, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT <= 21.715) -> 2.634, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT <= 21.715) and (AT > 21.704) -> 8.441, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT > 21.715) and (AH <= 75.299) -> 2.608, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT > 21.715) and (AH > 75.299) -> 2.045, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH <= 75.077) and (AT <= 26.125) -> 2.499, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH <= 75.077) and (AT > 26.125) -> 3.501, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH <= 75.077) and (AP <= 1009.95) -> 4.193, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH <= 75.077) and (AP > 1009.95) -> 3.597, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 550.215) and (AFDP > 3.276) and (AH > 75.077) and (AT <= 19.363) -> 3.643, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH > 75.077) and (AT <= 19.363) -> 2.801, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH > 75.077) and (AH <= 97.648) and (AT > 19.363) -> 4.468, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH > 75.077) and (AT > 19.363) -> 2.984, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AT <= 8.455) and (AH <= 85.156) -> 2.608, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AT <= 8.455) and (AH > 85.156) -> 3.568, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AT > 8.455) -> 4.774, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AT > 8.455) -> 2.217, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT <= 14.977) and (AH <= 87.671) -> 3.567, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT <= 14.977) and (AH > 87.671) -> 2.672, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT > 14.977) and (AT <= 22.933) -> 2.754, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT > 14.977) -> 1.856, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AFDP <= 3.352) and (AP <= 1027.0) -> 2.139, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AFDP <= 3.352) and (AP > 1027.0) -> 4.333, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 550.46) and (AFDP > 3.198) -> 3.158, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) -> 6.893, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AFDP <= 3.358) and (AT <= 13.18) -> 3.153, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AFDP <= 3.358) and (AT > 13.18) -> 2.475, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AT <= 14.268) -> 1.842, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AT > 14.268) -> 2.324, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT <= 532.015) -> 12.044, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 81.79) and (AT <= 16.058) -> 2.689, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 81.79) and (AT > 16.058) -> 2.173, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 81.79) and (AH > 81.725) -> 34.467, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 548.815) and (AFDP <= 3.492) and (AH > 81.79) -> 3.488, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 548.815) and (AFDP <= 3.492) and (AH > 81.79) -> 2.174, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH > 81.79) -> 1.946, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AFDP > 3.332) and (AH > 81.79) -> 1.54, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 60.559) -> 2.754, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 60.559) and (AH > 60.293) -> 5.231, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 60.559) and (AP <= 1025.55) -> 1.534, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 60.559) and (AP > 1025.55) -> 2.803, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH > 60.559) -> 1.676, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AFDP > 3.411) and (AH > 60.559) -> 2.34, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH > 60.559) and (AP <= 1014.55) -> 1.622, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH > 60.559) and (AP > 1014.55) -> 1.366, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 538.79) and (AFDP > 3.492) and (AT <= 16.356) and (AH <= 68.061) -> 5.816, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 538.79) and (AFDP > 3.492) and (AT <= 16.356) and (AH > 68.061) -> 2.285, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 538.79) and (AFDP > 3.492) and (AT <= 16.356) -> 19.141, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 549.525) and (AFDP > 3.492) and (AT <= 16.356) and (AP <= 1026.95) -> 1.675, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (AP <= 1026.95) -> 1.37, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (AP > 1026.95) -> 3.044, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (AP > 1026.95) -> 1.829, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (AH <= 100.045) and (AP <= 1013.45) -> 1.819, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (AH <= 100.045) and (AP > 1013.45) -> 2.044, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (AH > 100.045) -> 4.518, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AFDP <= 3.922) and (AT > 16.356) -> 1.62, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AFDP <= 3.922) and (AT > 16.356) -> 1.182, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AFDP <= 4.061) and (AT > 16.356) -> 2.428, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) -> 1.693, if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP <= 1020.15) -> 0.889, if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 528.765) and (AT <= 3.613) and (AFDP <= 5.309) and (AP <= 1020.15) -> 1.914, if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AT > 3.017) and (AFDP <= 5.309) and (AP <= 1020.15) -> 2.807, if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH <= 78.415) -> 2.472, if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH <= 78.415) and (AH > 58.817) -> 1.695, if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH > 78.415) -> 2.442, if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 530.515) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH > 78.415) -> 0.528, if (TIT <= 1058.15) and (TAT <= 543.87) and (AP <= 1023.0) and (AT > 4.379) and (AH <= 86.795) -> 34.961, if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP > 5.309) and (AP > 1014.1) -> 0.863, if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 524.86) and (AT <= 3.613) and (AFDP > 5.309) and (AP > 1014.1) -> 0.36, if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AT > 3.112) and (AFDP > 5.309) and (AP > 1014.1) -> 1.573, if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AT <= 4.298) and (AFDP <= 5.654) -> 2.116, if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) -> 0.599, if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.91) -> 0.448, if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) and (AP <= 1018.05) -> 1.086, if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) and (AP > 1018.05) -> 1.364, if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) -> 0.791, if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) -> 1.113, if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP > 5.654) -> 1.511, if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 517.9) and (AT > 3.613) and (AT <= 8.053) and (AFDP > 5.654) -> 0.349, if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 517.9) and (AT > 3.613) and (AT <= 8.053) and (AFDP > 5.654) -> 0.534, if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 517.9) and (AT > 3.613) and (AFDP > 5.654) and (AP <= 1027.85) -> 0.575, if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 517.9) and (AT > 3.613) and (AFDP > 5.654) and (AP > 1027.85) -> 0.819, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AH <= 87.514) -> 1.678, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AFDP > 3.924) and (AT <= 11.917) and (AH <= 87.514) -> 2.371, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AH > 87.514) -> 2.341, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AT > 3.606) and (AH > 87.514) -> 1.141, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT > 11.917) and (AT <= 24.519) -> 1.344, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT > 11.917) -> 0.883, if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 537.265) and (AP <= 1023.35) and (AFDP <= 4.392) and (AFDP > 4.094) and (AT > 11.917) -> 1.249, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AFDP > 4.094) and (AT > 11.917) -> 1.503, if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.345) and (AP <= 1023.35) and (AFDP > 4.392) and (AFDP <= 4.644) -> 0.803, if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.345) and (AP <= 1023.35) and (AFDP > 4.392) -> 1.119, if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.345) and (AP <= 1023.35) and (AP > 1014.35) and (AFDP > 4.392) and (AH <= 72.22) -> 1.394, if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.345) and (AP <= 1023.35) and (AP > 1014.35) and (AFDP > 4.392) and (AH > 72.22) -> 1.076, if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.355) and (AP <= 1023.35) and (AFDP > 4.392) -> 11.845, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (AH <= 39.822) -> 2.361, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (AH > 39.822) -> 1.389, if (TIT > 1058.15) and (TIT <= 1098.1) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH <= 56.856) -> 9.575, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH <= 56.856) -> 2.836, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH > 56.856) -> 1.451, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AFDP > 3.871) and (AT <= 13.847) and (AH > 56.856) -> 2.226, if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 548.59) and (AP > 1023.35) and (AFDP <= 4.645) and (AT > 13.847) -> 0.831, if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 548.59) and (AP > 1023.35) and (AFDP <= 4.645) and (AFDP > 4.097) and (AT > 13.847) -> 1.129, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT > 13.847) -> 1.919, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT <= 4.198) -> 1.762, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AP <= 1027.85) and (AFDP > 4.645) and (AFDP <= 5.111) and (AT > 4.198) -> 0.986, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AFDP <= 5.111) and (AT > 4.198) -> 1.578, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT > 4.198) and (AT <= 13.343) -> 0.532, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT > 4.198) -> 1.173]
In [14]:
from src.rules import delete_same_rules
rules = delete_same_rules(rules)
display(len(rules))
rules
242
Out[14]:
[if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP > 1017.7) and (AH > 99.464) -> 0.007, if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP > 5.309) and (AP <= 1014.1) -> 0.25, if (TIT <= 1058.15) and (TAT <= 543.87) and (AP <= 1023.0) and (AP > 1017.2) and (AT > 4.379) and (AH <= 86.795) -> 27.309, if (TIT <= 1058.15) and (TAT <= 543.87) and (AP <= 1023.0) and (AT > 4.379) and (AH > 86.795) -> 40.94, if (TIT <= 1058.15) and (TAT <= 543.87) and (AP > 1023.0) -> 11.341, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) -> 20.726, if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AP <= 1020.75) and (AH <= 95.053) -> 11.902, if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AP <= 1020.75) and (AH > 95.053) -> 8.327, if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AT > 14.715) and (AP <= 1020.75) -> 16.37, if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AP > 1020.75) and (AFDP <= 3.486) -> 16.591, if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AT > 7.529) and (AP > 1020.75) and (AFDP <= 3.486) -> 12.816, if (TIT <= 1058.15) and (TIT > 1018.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 15.97) and (AP > 1020.75) and (AFDP > 3.486) -> 27.332, if (TIT <= 1058.15) and (TAT <= 543.87) and (TAT > 528.115) and (AT > 15.97) -> 21.866, if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP <= 997.035) -> 27.124, if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP <= 3.011) -> 12.561, if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP > 3.011) -> 9.293, if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) -> 19.613, if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP <= 3.175) -> 9.321, if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT <= 24.492) and (AP > 997.035) and (AFDP > 3.175) -> 7.538, if (TIT <= 1058.15) and (TIT > 1028.85) and (TAT <= 543.87) and (TAT > 528.115) and (AT > 24.492) -> 35.396, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.783) and (AH <= 89.284) -> 9.667, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.783) and (AH > 89.284) -> 6.484, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.783) -> 11.303, if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.693) and (AP <= 1022.9) -> 6.913, if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.693) and (AP > 1022.9) -> 5.452, if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.693) and (AFDP > 2.438) -> 7.88, if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.693) and (AT <= 11.974) and (AP <= 1016.3) -> 4.977, if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.693) and (AT <= 11.974) and (AP > 1016.3) -> 6.316, if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.693) and (AT > 11.974) and (AH <= 78.34) -> 5.369, if (TIT <= 1058.15) and (TIT > 1034.35) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.693) and (AT > 11.974) and (AH > 78.34) -> 7.733, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP <= 1024.55) and (AH <= 99.534) and (AFDP <= 2.687) -> 6.042, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP <= 1024.55) and (AH <= 99.534) and (AFDP > 2.687) -> 5.512, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP <= 1024.55) and (AH <= 99.534) and (AH > 94.226) -> 7.394, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP <= 1024.55) and (AH > 99.534) -> 3.336, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP > 1024.55) and (AH <= 74.83) -> 6.565, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 549.235) and (AP > 1024.55) and (AH > 74.83) -> 8.457, if (TIT <= 1058.15) and (TIT > 1046.95) and (TAT > 543.87) and (TAT <= 549.235) and (AP > 1024.55) -> 4.505, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AFDP > 2.608) and (AP <= 1016.5) -> 6.822, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) and (AP > 998.105) -> 6.588, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) -> 6.042, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP <= 1016.5) and (AP > 1007.45) -> 5.305, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) and (AT <= 8.596) -> 6.105, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) and (AT > 8.596) and (AH <= 85.231) -> 7.699, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) and (AT > 8.596) and (AH > 85.231) -> 6.725, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) and (AP <= 1019.3) -> 5.136, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AP > 1016.5) -> 3.916, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AFDP > 2.547) and (AP > 1016.5) and (AP <= 1021.45) -> 6.091, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP <= 2.832) and (AFDP > 2.547) and (AP > 1016.5) -> 3.611, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AT <= 15.83) -> 6.083, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AT > 15.83) -> 9.773, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH <= 82.624) and (AP <= 1004.2) -> 6.963, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AFDP <= 3.011) and (AH <= 82.624) and (AP > 1004.2) -> 4.956, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH <= 82.624) and (AP > 1004.2) -> 3.676, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH > 82.624) and (AH <= 97.263) and (AT <= 12.897) -> 4.473, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH > 82.624) and (AT <= 12.897) -> 2.901, if (TIT <= 1058.15) and (TIT > 1049.65) and (TAT > 543.87) and (TAT <= 549.235) and (AFDP > 2.832) and (AH > 82.624) and (AT > 12.897) -> 5.727, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP <= 1015.45) and (AT <= 10.596) -> 5.551, if (TIT <= 1058.15) and (TAT > 543.87) and (TAT <= 550.46) and (AFDP <= 2.711) and (AP <= 1015.45) and (AT > 10.596) -> 3.903, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP <= 1015.45) and (AT > 10.596) -> 1.99, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP > 1015.45) and (AT <= 13.796) -> 3.576, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP > 1015.45) and (AT > 13.796) and (AT <= 20.026) -> 2.533, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AP > 1015.45) and (AT > 13.796) -> 3.385, if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) -> 5.886, if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.178) and (AP <= 1005.15) -> 4.585, if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.178) and (AP > 1005.15) -> 5.147, if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) and (AT <= 15.242) -> 4.747, if (TIT <= 1058.15) and (TIT > 1050.75) and (TAT > 543.87) and (AFDP <= 2.711) and (AT > 15.242) -> 3.964, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP <= 1021.85) -> 5.143, if (TIT <= 1058.15) and (TIT > 1044.35) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP <= 1021.85) -> 5.855, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP > 1021.85) -> 8.527, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AT > 1.437) and (AP > 1021.85) -> 6.582, if (TIT <= 1058.15) and (TIT > 1052.25) and (TAT > 543.87) and (TAT <= 550.085) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP <= 1018.45) -> 5.585, if (TIT <= 1058.15) and (TIT > 1052.25) and (TAT > 543.87) and (TAT <= 550.085) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP > 1018.45) -> 4.672, if (TIT <= 1058.15) and (TIT > 1052.25) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP <= 1025.65) -> 3.917, if (TIT <= 1058.15) and (TIT > 1052.25) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT <= 14.121) and (AP > 1025.65) -> 5.596, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AP <= 1012.0) -> 5.844, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AP > 1012.0) -> 6.976, if (TIT <= 1058.15) and (TIT > 1042.8) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AT <= 15.873) -> 4.354, if (TIT <= 1058.15) and (TIT > 1042.8) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AH <= 55.759) -> 5.753, if (TIT <= 1058.15) and (TIT > 1042.8) and (TAT > 543.87) and (AFDP <= 2.711) and (AFDP > 2.413) and (AT > 14.121) and (AH > 55.759) -> 4.72, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 2.86) and (AT <= 12.668) and (AH <= 91.097) -> 5.529, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 2.86) and (AT <= 12.668) and (AT > 11.95) and (AH <= 91.097) -> 3.646, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AT <= 12.668) and (AH <= 91.097) -> 5.646, if (TIT <= 1058.15) and (TIT > 1045.05) and (TAT > 543.87) and (AFDP > 2.711) and (AT <= 12.668) and (AH <= 91.097) -> 3.757, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.008) and (AT <= 12.668) and (AH > 91.097) and (AH <= 99.546) -> 1.876, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.008) and (AT <= 12.668) and (AH > 91.097) -> 2.914, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AT <= 12.668) and (AH > 91.097) -> 5.587, if (TIT <= 1058.15) and (TIT > 1047.4) and (TAT > 543.87) and (AFDP > 2.711) and (AT <= 12.668) and (AH > 91.097) -> 3.567, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.913) and (AT > 12.668) and (AT <= 23.883) and (AH <= 88.321) -> 4.532, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.913) and (AT > 12.668) and (AT <= 23.883) and (AH > 88.321) -> 4.987, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 5.027) and (AT > 12.668) and (AT <= 23.883) -> 3.933, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) and (AT <= 23.883) -> 6.074, if (TIT <= 1058.15) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) -> 5.476, if (TIT <= 1058.15) and (TIT > 1041.45) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) -> 4.38, if (TIT <= 1058.15) and (TIT > 1050.35) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) and (AP <= 1011.25) -> 3.997, if (TIT <= 1058.15) and (TIT > 1050.35) and (TAT > 543.87) and (AFDP > 2.711) and (AT > 12.668) and (AP > 1011.25) -> 3.61, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AP <= 999.865) -> 5.274, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AP > 999.865) -> 4.188, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AH <= 85.898) -> 3.448, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.138) and (AH > 85.898) -> 2.835, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH <= 80.233) and (AT <= 25.077) -> 2.427, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH <= 80.233) and (AT > 25.077) -> 3.278, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.652) and (AH <= 80.233) and (AH > 59.717) -> 4.165, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH <= 80.233) and (AH > 59.717) -> 3.481, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH > 80.233) and (AT <= 17.637) and (AP <= 1008.55) -> 3.34, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH > 80.233) and (AT <= 17.637) and (AP > 1008.55) -> 4.386, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AFDP <= 3.14) and (AH > 80.233) and (AT > 17.637) -> 8.628, if (TIT <= 1058.15) and (TIT > 1056.05) and (TAT > 543.87) and (AFDP > 2.711) and (AH > 80.233) and (AT > 17.637) -> 4.792, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (AP <= 1007.9) -> 33.913, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (AP > 1007.9) and (AT <= 18.283) -> 9.227, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (AP > 1007.9) and (AT > 18.283) -> 21.748, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.63) and (AP > 1007.9) -> 29.341, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AH <= 98.542) and (AT <= 4.449) -> 7.9, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AH <= 98.542) and (AT > 4.449) -> 5.113, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AH > 98.542) -> 10.199, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AP <= 1013.4) -> 2.388, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AP <= 1013.4) and (AH <= 69.869) -> 3.011, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AP <= 1013.4) and (AH > 69.869) -> 4.216, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) and (TAT > 539.96) and (AP > 1013.4) -> 2.263, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT <= 545.34) -> 30.384, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) -> 6.095, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AH <= 93.329) -> 4.577, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AH > 93.329) -> 5.397, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AT <= 16.121) and (AH <= 93.783) -> 4.371, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AT <= 16.121) and (AH > 93.783) -> 2.686, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP <= 3.198) and (AT > 16.121) -> 2.596, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP <= 1017.7) -> 4.131, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP > 1017.7) and (AH <= 99.464) -> 5.383, if (TIT <= 1058.15) and (TAT <= 543.87) and (AP <= 1023.0) and (AT <= 4.379) -> 11.5, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP > 1017.7) and (AH <= 96.923) -> 3.393, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AFDP > 3.198) and (AP > 1017.7) and (AH > 96.923) -> 1.869, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP <= 993.61) -> 6.682, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AP <= 1023.25) and (AT <= 21.174) and (AH <= 69.224) -> 3.351, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AT <= 21.174) and (AH <= 69.224) -> 5.321, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AT <= 21.174) and (AH > 69.224) -> 3.161, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AP <= 1002.75) and (AT > 21.174) -> 1.12, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 549.515) and (AP > 993.61) and (AT > 21.174) -> 2.417, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) -> 2.777, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.581) and (AT <= 18.446) -> 4.279, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.581) and (AT > 18.446) -> 3.074, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT <= 21.715) -> 2.634, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT <= 21.715) and (AT > 21.704) -> 8.441, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT > 21.715) and (AH <= 75.299) -> 2.608, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.276) and (AFDP > 2.969) and (AT > 21.715) and (AH > 75.299) -> 2.045, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH <= 75.077) and (AT <= 26.125) -> 2.499, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH <= 75.077) and (AT > 26.125) -> 3.501, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH <= 75.077) and (AP <= 1009.95) -> 4.193, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH <= 75.077) and (AP > 1009.95) -> 3.597, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 550.215) and (AFDP > 3.276) and (AH > 75.077) and (AT <= 19.363) -> 3.643, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH > 75.077) and (AT <= 19.363) -> 2.801, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH > 75.077) and (AH <= 97.648) and (AT > 19.363) -> 4.468, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.276) and (AH > 75.077) and (AT > 19.363) -> 2.984, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AT <= 8.455) and (AH <= 85.156) -> 2.608, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AT <= 8.455) and (AH > 85.156) -> 3.568, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AT > 8.455) -> 3.496, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT <= 14.977) and (AH <= 87.671) -> 3.567, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT <= 14.977) and (AH > 87.671) -> 2.672, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT > 14.977) and (AT <= 22.933) -> 2.754, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP <= 3.198) and (AFDP > 2.742) and (AT > 14.977) -> 1.856, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AFDP <= 3.352) and (AP <= 1027.0) -> 2.139, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AFDP <= 3.352) and (AP > 1027.0) -> 4.333, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (TAT <= 550.46) and (AFDP > 3.198) -> 3.158, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) -> 6.893, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AFDP <= 3.358) and (AT <= 13.18) -> 3.153, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AFDP <= 3.358) and (AT > 13.18) -> 2.475, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AT <= 14.268) -> 1.842, if (TIT > 1058.15) and (TIT <= 1076.55) and (TAT > 545.34) and (AFDP > 3.198) and (AT > 14.268) -> 2.324, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT <= 532.015) -> 12.044, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 81.79) and (AT <= 16.058) -> 2.689, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 81.79) and (AT > 16.058) -> 2.173, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 81.79) and (AH > 81.725) -> 34.467, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 548.815) and (AFDP <= 3.492) and (AH > 81.79) -> 2.831, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH > 81.79) -> 1.946, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AFDP > 3.332) and (AH > 81.79) -> 1.54, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 60.559) -> 2.754, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 60.559) and (AH > 60.293) -> 5.231, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 60.559) and (AP <= 1025.55) -> 1.534, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH <= 60.559) and (AP > 1025.55) -> 2.803, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH > 60.559) -> 1.676, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AFDP > 3.411) and (AH > 60.559) -> 2.34, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH > 60.559) and (AP <= 1014.55) -> 1.622, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP <= 3.492) and (AH > 60.559) and (AP > 1014.55) -> 1.366, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 538.79) and (AFDP > 3.492) and (AT <= 16.356) and (AH <= 68.061) -> 5.816, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 538.79) and (AFDP > 3.492) and (AT <= 16.356) and (AH > 68.061) -> 2.285, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 538.79) and (AFDP > 3.492) and (AT <= 16.356) -> 19.141, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (TAT <= 549.525) and (AFDP > 3.492) and (AT <= 16.356) and (AP <= 1026.95) -> 1.675, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (AP <= 1026.95) -> 1.37, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT <= 16.356) and (AP > 1026.95) -> 2.437, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (AH <= 100.045) and (AP <= 1013.45) -> 1.819, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (AH <= 100.045) and (AP > 1013.45) -> 2.044, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) and (AH > 100.045) -> 4.518, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AFDP <= 3.922) and (AT > 16.356) -> 1.401, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AFDP <= 4.061) and (AT > 16.356) -> 2.428, if (TIT > 1058.15) and (TIT <= 1091.35) and (TAT > 532.015) and (AFDP > 3.492) and (AT > 16.356) -> 1.693, if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP <= 1020.15) -> 0.889, if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 528.765) and (AT <= 3.613) and (AFDP <= 5.309) and (AP <= 1020.15) -> 1.914, if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AT > 3.017) and (AFDP <= 5.309) and (AP <= 1020.15) -> 2.807, if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH <= 78.415) -> 2.472, if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH <= 78.415) and (AH > 58.817) -> 1.695, if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH > 78.415) -> 2.442, if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 530.515) and (AT <= 3.613) and (AFDP <= 5.309) and (AP > 1020.15) and (AH > 78.415) -> 0.528, if (TIT <= 1058.15) and (TAT <= 543.87) and (AP <= 1023.0) and (AT > 4.379) and (AH <= 86.795) -> 34.961, if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AFDP > 5.309) and (AP > 1014.1) -> 0.863, if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 524.86) and (AT <= 3.613) and (AFDP > 5.309) and (AP > 1014.1) -> 0.36, if (TIT > 1058.15) and (TAT <= 530.625) and (AT <= 3.613) and (AT > 3.112) and (AFDP > 5.309) and (AP > 1014.1) -> 1.573, if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AT <= 4.298) and (AFDP <= 5.654) -> 2.116, if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) -> 0.599, if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.91) -> 0.448, if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) and (AP <= 1018.05) -> 1.086, if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) and (AP > 1018.05) -> 1.364, if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP <= 5.654) and (AFDP > 3.998) -> 0.952, if (TIT > 1058.15) and (TAT <= 530.625) and (AT > 3.613) and (AFDP > 5.654) -> 1.511, if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 517.9) and (AT > 3.613) and (AT <= 8.053) and (AFDP > 5.654) -> 0.441, if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 517.9) and (AT > 3.613) and (AFDP > 5.654) and (AP <= 1027.85) -> 0.575, if (TIT > 1058.15) and (TAT <= 530.625) and (TAT > 517.9) and (AT > 3.613) and (AFDP > 5.654) and (AP > 1027.85) -> 0.819, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AH <= 87.514) -> 1.678, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AFDP > 3.924) and (AT <= 11.917) and (AH <= 87.514) -> 2.371, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AH > 87.514) -> 2.341, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT <= 11.917) and (AT > 3.606) and (AH > 87.514) -> 1.141, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT > 11.917) and (AT <= 24.519) -> 1.344, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AT > 11.917) -> 0.883, if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 537.265) and (AP <= 1023.35) and (AFDP <= 4.392) and (AFDP > 4.094) and (AT > 11.917) -> 1.249, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP <= 4.392) and (AFDP > 4.094) and (AT > 11.917) -> 1.503, if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.345) and (AP <= 1023.35) and (AFDP > 4.392) and (AFDP <= 4.644) -> 0.803, if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.345) and (AP <= 1023.35) and (AFDP > 4.392) -> 1.119, if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.345) and (AP <= 1023.35) and (AP > 1014.35) and (AFDP > 4.392) and (AH <= 72.22) -> 1.394, if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.345) and (AP <= 1023.35) and (AP > 1014.35) and (AFDP > 4.392) and (AH > 72.22) -> 1.076, if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 542.355) and (AP <= 1023.35) and (AFDP > 4.392) -> 11.845, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (AH <= 39.822) -> 2.361, if (TIT > 1058.15) and (TAT > 530.625) and (AP <= 1023.35) and (AFDP > 4.392) and (AH > 39.822) -> 1.389, if (TIT > 1058.15) and (TIT <= 1098.1) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH <= 56.856) -> 9.575, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH <= 56.856) -> 2.836, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT <= 13.847) and (AH > 56.856) -> 1.451, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AFDP > 3.871) and (AT <= 13.847) and (AH > 56.856) -> 2.226, if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 548.59) and (AP > 1023.35) and (AFDP <= 4.645) and (AT > 13.847) -> 0.831, if (TIT > 1058.15) and (TAT > 530.625) and (TAT <= 548.59) and (AP > 1023.35) and (AFDP <= 4.645) and (AFDP > 4.097) and (AT > 13.847) -> 1.129, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP <= 4.645) and (AT > 13.847) -> 1.919, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT <= 4.198) -> 1.762, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AP <= 1027.85) and (AFDP > 4.645) and (AFDP <= 5.111) and (AT > 4.198) -> 0.986, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AFDP <= 5.111) and (AT > 4.198) -> 1.578, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT > 4.198) and (AT <= 13.343) -> 0.532, if (TIT > 1058.15) and (TAT > 530.625) and (AP > 1023.35) and (AFDP > 4.645) and (AT > 4.198) -> 1.173]
In [15]:
from sklearn.model_selection import train_test_split
random_state = 9
y = data["CO"]
X = data.drop(["CO"], axis=1).copy()
X_train, X_test, y_train, y_test = train_test_split(
X, y, test_size=0.2, random_state=random_state
)
display(X_train, y_train, X_test, y_test)
| AT | AP | AH | AFDP | TIT | TAT | |
|---|---|---|---|---|---|---|
| 4480 | 26.6350 | 1009.7 | 83.256 | 4.4137 | 1100.0 | 540.65 |
| 24883 | 20.2280 | 1016.2 | 73.583 | 4.6238 | 1099.8 | 538.53 |
| 21557 | 15.6330 | 1018.5 | 81.089 | 4.0899 | 1100.0 | 534.04 |
| 1705 | 16.6540 | 1020.2 | 64.757 | 4.5755 | 1086.6 | 549.76 |
| 21388 | 21.0020 | 1004.3 | 75.645 | 4.1101 | 1100.0 | 534.21 |
| ... | ... | ... | ... | ... | ... | ... |
| 25725 | 17.5190 | 1015.9 | 85.663 | 3.6809 | 1072.2 | 549.82 |
| 5014 | 21.9780 | 1014.4 | 75.280 | 3.1246 | 1058.0 | 549.86 |
| 22584 | 4.7103 | 1003.0 | 92.874 | 3.2741 | 1067.2 | 550.15 |
| 501 | 6.7758 | 1008.3 | 93.029 | 5.1192 | 1099.9 | 524.78 |
| 20828 | 17.6730 | 1020.7 | 88.840 | 3.0370 | 1079.9 | 550.02 |
29386 rows × 6 columns
4480 0.3527
24883 1.2522
21557 1.4718
1705 1.3117
21388 1.7835
...
25725 2.4980
5014 3.2652
22584 1.2630
501 0.7851
20828 2.7272
Name: CO, Length: 29386, dtype: float64
| AT | AP | AH | AFDP | TIT | TAT | |
|---|---|---|---|---|---|---|
| 18246 | 23.4530 | 1006.2 | 84.837 | 3.7535 | 1088.7 | 550.39 |
| 20343 | 28.7090 | 1011.2 | 59.574 | 6.0321 | 1100.0 | 542.01 |
| 2924 | 21.8330 | 1017.0 | 81.262 | 3.9663 | 1092.9 | 544.91 |
| 117 | 7.8167 | 1022.2 | 88.135 | 4.6605 | 1100.0 | 526.21 |
| 5713 | 19.9120 | 1013.1 | 86.846 | 3.6710 | 1080.2 | 550.25 |
| ... | ... | ... | ... | ... | ... | ... |
| 21917 | 9.5791 | 1017.5 | 75.935 | 2.9617 | 1081.1 | 549.66 |
| 13099 | 22.6150 | 1012.1 | 78.314 | 4.2739 | 1089.8 | 550.37 |
| 26704 | 28.4020 | 1004.4 | 79.478 | 4.0643 | 1073.0 | 550.19 |
| 4182 | 31.7400 | 1012.2 | 41.623 | 4.5323 | 1100.2 | 539.10 |
| 2982 | 23.7130 | 1013.5 | 69.233 | 3.7112 | 1091.6 | 549.98 |
7347 rows × 6 columns
18246 1.34970
20343 1.63430
2924 0.78632
117 0.72742
5713 1.35980
...
21917 1.45140
13099 1.00960
26704 2.01190
4182 0.37685
2982 1.15990
Name: CO, Length: 7347, dtype: float64
In [16]:
from src.rules import simplify_rules
rules = simplify_rules(X_train, rules)
rules
Out[16]:
[if (TIT = 1067.35) and (TAT = 547.428) and (AFDP = 7.611) and (AP = 1036.6) and (AH = 100.2) -> 0.007, if (TIT = 1100.9) and (TAT = 511.04) and (AT = -6.235) and (AFDP = 7.611) and (AP = 985.85) -> 0.25, if (TIT = 1001.3) and (TAT = 511.04) and (AP = 1020.1) and (AT = 37.103) and (AH = 24.085) -> 27.309, if (TIT = 1001.3) and (TAT = 511.04) and (AP = 985.85) and (AT = 37.103) and (AH = 100.2) -> 40.94, if (TIT = 1001.3) and (TAT = 511.04) and (AP = 1036.6) -> 11.341, if (TIT = 1001.3) and (TAT = 535.993) and (AT = -6.235) -> 20.726, if (TIT = 1038.5) and (TAT = 535.993) and (AT = -6.235) and (AP = 985.85) and (AH = 24.085) -> 11.902, if (TIT = 1038.5) and (TAT = 535.993) and (AT = -6.235) and (AP = 985.85) and (AH = 100.2) -> 8.327, if (TIT = 1038.5) and (TAT = 535.993) and (AT = 15.343) and (AP = 985.85) -> 16.37, if (TIT = 1038.5) and (TAT = 535.993) and (AT = -6.235) and (AP = 1036.6) and (AFDP = 2.099) -> 16.591, if (TIT = 1038.5) and (TAT = 535.993) and (AT = 11.75) and (AP = 1036.6) and (AFDP = 2.099) -> 12.816, if (TIT = 1038.5) and (TAT = 535.993) and (AT = -6.235) and (AP = 1036.6) and (AFDP = 7.611) -> 27.332, if (TIT = 1001.3) and (TAT = 535.993) and (AT = 37.103) -> 21.866, if (TIT = 1043.5) and (TAT = 535.993) and (AT = -6.235) and (AP = 985.85) -> 27.124, if (TIT = 1043.5) and (TAT = 535.993) and (AT = -6.235) and (AP = 1036.6) and (AFDP = 2.099) -> 12.561, if (TIT = 1043.5) and (TAT = 535.993) and (AT = -6.235) and (AP = 1036.6) and (AFDP = 7.611) -> 9.293, if (TIT = 1043.5) and (TAT = 535.993) and (AT = -6.235) and (AP = 1036.6) -> 19.613, if (TIT = 1043.5) and (TAT = 535.993) and (AT = -6.235) and (AP = 1036.6) and (AFDP = 2.099) -> 9.321, if (TIT = 1043.5) and (TAT = 535.993) and (AT = -6.235) and (AP = 1036.6) and (AFDP = 7.611) -> 7.538, if (TIT = 1043.5) and (TAT = 535.993) and (AT = 37.103) -> 35.396, if (TIT = 1001.3) and (TAT = 546.552) and (AFDP = 2.099) and (AH = 24.085) -> 9.667, if (TIT = 1001.3) and (TAT = 546.552) and (AFDP = 2.099) and (AH = 100.2) -> 6.484, if (TIT = 1001.3) and (TAT = 546.552) and (AFDP = 7.611) -> 11.303, if (TIT = 1046.25) and (TAT = 546.552) and (AFDP = 2.099) and (AP = 985.85) -> 6.913, if (TIT = 1046.25) and (TAT = 546.552) and (AFDP = 2.099) and (AP = 1036.6) -> 5.452, if (TIT = 1046.25) and (TAT = 546.552) and (AFDP = 2.565) -> 7.88, if (TIT = 1046.25) and (TAT = 546.552) and (AFDP = 7.611) and (AT = -6.235) and (AP = 985.85) -> 4.977, if (TIT = 1046.25) and (TAT = 546.552) and (AFDP = 7.611) and (AT = -6.235) and (AP = 1036.6) -> 6.316, if (TIT = 1046.25) and (TAT = 546.552) and (AFDP = 7.611) and (AT = 37.103) and (AH = 24.085) -> 5.369, if (TIT = 1046.25) and (TAT = 546.552) and (AFDP = 7.611) and (AT = 37.103) and (AH = 100.2) -> 7.733, if (TIT = 1001.3) and (TAT = 546.552) and (AP = 985.85) and (AH = 24.085) and (AFDP = 2.099) -> 6.042, if (TIT = 1001.3) and (TAT = 546.552) and (AP = 985.85) and (AH = 24.085) and (AFDP = 7.611) -> 5.512, if (TIT = 1001.3) and (TAT = 546.552) and (AP = 985.85) and (AH = 96.88) -> 7.394, if (TIT = 1001.3) and (TAT = 546.552) and (AP = 985.85) and (AH = 100.2) -> 3.336, if (TIT = 1001.3) and (TAT = 546.552) and (AP = 1036.6) and (AH = 24.085) -> 6.565, if (TIT = 1001.3) and (TAT = 546.552) and (AP = 1036.6) and (AH = 100.2) -> 8.457, if (TIT = 1052.55) and (TAT = 546.552) and (AP = 1036.6) -> 4.505, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 2.72) and (AP = 985.85) -> 6.822, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 2.099) and (AP = 1007.302) -> 6.588, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 2.099) and (AP = 985.85) -> 6.042, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 2.099) and (AP = 1011.975) -> 5.305, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 2.099) and (AP = 1036.6) and (AT = -6.235) -> 6.105, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 2.099) and (AP = 1036.6) and (AT = 37.103) and (AH = 24.085) -> 7.699, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 2.099) and (AP = 1036.6) and (AT = 37.103) and (AH = 100.2) -> 6.725, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 2.099) and (AP = 1017.9) -> 5.136, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 2.099) and (AP = 1036.6) -> 3.916, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 2.689) and (AP = 1018.975) -> 6.091, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 2.689) and (AP = 1036.6) -> 3.611, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 7.611) and (AT = -6.235) -> 6.083, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 7.611) and (AT = 37.103) -> 9.773, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 7.611) and (AH = 24.085) and (AP = 985.85) -> 6.963, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 2.921) and (AH = 24.085) and (AP = 1036.6) -> 4.956, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 7.611) and (AH = 24.085) and (AP = 1036.6) -> 3.676, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 7.611) and (AH = 89.943) and (AT = -6.235) -> 4.473, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 7.611) and (AH = 100.2) and (AT = -6.235) -> 2.901, if (TIT = 1053.9) and (TAT = 546.552) and (AFDP = 7.611) and (AH = 100.2) and (AT = 37.103) -> 5.727, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 2.099) and (AP = 985.85) and (AT = -6.235) -> 5.551, if (TIT = 1001.3) and (TAT = 547.165) and (AFDP = 2.099) and (AP = 985.85) and (AT = 37.103) -> 3.903, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 2.099) and (AP = 985.85) and (AT = 37.103) -> 1.99, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 2.099) and (AP = 1036.6) and (AT = -6.235) -> 3.576, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 2.099) and (AP = 1036.6) and (AT = 16.911) -> 2.533, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 2.099) and (AP = 1036.6) and (AT = 37.103) -> 3.385, if (TIT = 1054.45) and (TAT = 550.6) and (AFDP = 2.099) -> 5.886, if (TIT = 1054.45) and (TAT = 550.6) and (AFDP = 2.444) and (AP = 985.85) -> 4.585, if (TIT = 1054.45) and (TAT = 550.6) and (AFDP = 2.444) and (AP = 1036.6) -> 5.147, if (TIT = 1054.45) and (TAT = 550.6) and (AFDP = 2.099) and (AT = -6.235) -> 4.747, if (TIT = 1054.45) and (TAT = 550.6) and (AFDP = 2.099) and (AT = 37.103) -> 3.964, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 2.562) and (AT = -6.235) and (AP = 985.85) -> 5.143, if (TIT = 1051.25) and (TAT = 550.6) and (AFDP = 2.562) and (AT = -6.235) and (AP = 985.85) -> 5.855, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 2.562) and (AT = -6.235) and (AP = 1036.6) -> 8.527, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 2.562) and (AT = 7.779) and (AP = 1036.6) -> 6.582, if (TIT = 1055.2) and (TAT = 546.978) and (AFDP = 2.562) and (AT = -6.235) and (AP = 985.85) -> 5.585, if (TIT = 1055.2) and (TAT = 546.978) and (AFDP = 2.562) and (AT = -6.235) and (AP = 1036.6) -> 4.672, if (TIT = 1055.2) and (TAT = 550.6) and (AFDP = 2.562) and (AT = -6.235) and (AP = 985.85) -> 3.917, if (TIT = 1055.2) and (TAT = 550.6) and (AFDP = 2.562) and (AT = -6.235) and (AP = 1036.6) -> 5.596, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 2.562) and (AT = 37.103) and (AP = 985.85) -> 5.844, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 2.562) and (AT = 37.103) and (AP = 1036.6) -> 6.976, if (TIT = 1050.475) and (TAT = 550.6) and (AFDP = 2.562) and (AT = 14.997) -> 4.354, if (TIT = 1050.475) and (TAT = 550.6) and (AFDP = 2.562) and (AT = 37.103) and (AH = 24.085) -> 5.753, if (TIT = 1050.475) and (TAT = 550.6) and (AFDP = 2.562) and (AT = 37.103) and (AH = 100.2) -> 4.72, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 2.785) and (AT = -6.235) and (AH = 24.085) -> 5.529, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 2.785) and (AT = 12.309) and (AH = 24.085) -> 3.646, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 7.611) and (AT = -6.235) and (AH = 24.085) -> 5.646, if (TIT = 1051.6) and (TAT = 550.6) and (AFDP = 7.611) and (AT = -6.235) and (AH = 24.085) -> 3.757, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 2.859) and (AT = -6.235) and (AH = 95.321) -> 1.876, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 2.859) and (AT = -6.235) and (AH = 100.2) -> 2.914, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 7.611) and (AT = -6.235) and (AH = 100.2) -> 5.587, if (TIT = 1052.775) and (TAT = 550.6) and (AFDP = 7.611) and (AT = -6.235) and (AH = 100.2) -> 3.567, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 3.312) and (AT = 18.275) and (AH = 24.085) -> 4.532, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 3.312) and (AT = 18.275) and (AH = 100.2) -> 4.987, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 3.869) and (AT = 18.275) -> 3.933, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 7.611) and (AT = 18.275) -> 6.074, if (TIT = 1001.3) and (TAT = 550.6) and (AFDP = 7.611) and (AT = 37.103) -> 5.476, if (TIT = 1049.8) and (TAT = 550.6) and (AFDP = 7.611) and (AT = 37.103) -> 4.38, if (TIT = 1054.25) and (TAT = 550.6) and (AFDP = 7.611) and (AT = 37.103) and (AP = 985.85) -> 3.997, if (TIT = 1054.25) and (TAT = 550.6) and (AFDP = 7.611) and (AT = 37.103) and (AP = 1036.6) -> 3.61, if (TIT = 1057.1) and (TAT = 550.6) and (AFDP = 2.924) and (AP = 985.85) -> 5.274, if (TIT = 1057.1) and (TAT = 550.6) and (AFDP = 2.924) and (AP = 1036.6) -> 4.188, if (TIT = 1057.1) and (TAT = 550.6) and (AFDP = 2.924) and (AH = 24.085) -> 3.448, if (TIT = 1057.1) and (TAT = 550.6) and (AFDP = 2.924) and (AH = 100.2) -> 2.835, if (TIT = 1057.1) and (TAT = 550.6) and (AFDP = 7.611) and (AH = 24.085) and (AT = -6.235) -> 2.427, if (TIT = 1057.1) and (TAT = 550.6) and (AFDP = 7.611) and (AH = 24.085) and (AT = 37.103) -> 3.278, if (TIT = 1057.1) and (TAT = 550.6) and (AFDP = 3.181) and (AH = 69.975) -> 4.165, if (TIT = 1057.1) and (TAT = 550.6) and (AFDP = 7.611) and (AH = 69.975) -> 3.481, if (TIT = 1057.1) and (TAT = 550.6) and (AFDP = 7.611) and (AH = 100.2) and (AT = -6.235) and (AP = 985.85) -> 3.34, if (TIT = 1057.1) and (TAT = 550.6) and (AFDP = 7.611) and (AH = 100.2) and (AT = -6.235) and (AP = 1036.6) -> 4.386, if (TIT = 1057.1) and (TAT = 550.6) and (AFDP = 2.925) and (AH = 100.2) and (AT = 37.103) -> 8.628, if (TIT = 1057.1) and (TAT = 550.6) and (AFDP = 7.611) and (AH = 100.2) and (AT = 37.103) -> 4.792, if (TIT = 1067.35) and (TAT = 511.04) and (AP = 985.85) -> 33.913, if (TIT = 1067.35) and (TAT = 511.04) and (AP = 1036.6) and (AT = -6.235) -> 9.227, if (TIT = 1067.35) and (TAT = 511.04) and (AP = 1036.6) and (AT = 37.103) -> 21.748, if (TIT = 1067.35) and (TAT = 542.485) and (AP = 1036.6) -> 29.341, if (TIT = 1067.35) and (TAT = 542.65) and (AH = 24.085) and (AT = -6.235) -> 7.9, if (TIT = 1067.35) and (TAT = 542.65) and (AH = 24.085) and (AT = 37.103) -> 5.113, if (TIT = 1067.35) and (TAT = 542.65) and (AH = 100.2) -> 10.199, if (TIT = 1067.35) and (TAT = 542.65) and (AP = 985.85) -> 2.388, if (TIT = 1067.35) and (TAT = 542.65) and (AP = 985.85) and (AH = 24.085) -> 3.011, if (TIT = 1067.35) and (TAT = 542.65) and (AP = 985.85) and (AH = 100.2) -> 4.216, if (TIT = 1067.35) and (TAT = 542.65) and (AP = 1036.6) -> 2.263, if (TIT = 1067.35) and (TAT = 511.04) -> 30.384, if (TIT = 1067.35) and (TAT = 547.428) and (AFDP = 2.099) -> 6.095, if (TIT = 1067.35) and (TAT = 547.428) and (AFDP = 2.099) and (AH = 24.085) -> 4.577, if (TIT = 1067.35) and (TAT = 547.428) and (AFDP = 2.099) and (AH = 100.2) -> 5.397, if (TIT = 1067.35) and (TAT = 547.428) and (AFDP = 2.099) and (AT = -6.235) and (AH = 24.085) -> 4.371, if (TIT = 1067.35) and (TAT = 547.428) and (AFDP = 2.099) and (AT = -6.235) and (AH = 100.2) -> 2.686, if (TIT = 1067.35) and (TAT = 547.428) and (AFDP = 2.099) and (AT = 37.103) -> 2.596, if (TIT = 1067.35) and (TAT = 547.428) and (AFDP = 7.611) and (AP = 985.85) -> 4.131, if (TIT = 1067.35) and (TAT = 547.428) and (AFDP = 7.611) and (AP = 1036.6) and (AH = 24.085) -> 5.383, if (TIT = 1001.3) and (TAT = 511.04) and (AP = 985.85) and (AT = -6.235) -> 11.5, if (TIT = 1067.35) and (TAT = 547.428) and (AFDP = 7.611) and (AP = 1036.6) and (AH = 24.085) -> 3.393, if (TIT = 1067.35) and (TAT = 547.428) and (AFDP = 7.611) and (AP = 1036.6) and (AH = 100.2) -> 1.869, if (TIT = 1067.35) and (TAT = 547.428) and (AP = 985.85) -> 6.682, if (TIT = 1067.35) and (TAT = 547.428) and (AP = 1008.43) and (AT = -6.235) and (AH = 24.085) -> 3.351, if (TIT = 1067.35) and (TAT = 547.428) and (AP = 1036.6) and (AT = -6.235) and (AH = 24.085) -> 5.321, if (TIT = 1067.35) and (TAT = 547.428) and (AP = 1036.6) and (AT = -6.235) and (AH = 100.2) -> 3.161, if (TIT = 1067.35) and (TAT = 547.428) and (AP = 998.18) and (AT = 37.103) -> 1.12, if (TIT = 1067.35) and (TAT = 547.428) and (AP = 1036.6) and (AT = 37.103) -> 2.417, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 2.099) -> 2.777, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 2.929) and (AT = -6.235) -> 4.279, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 2.929) and (AT = 37.103) -> 3.074, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 3.122) and (AT = -6.235) -> 2.634, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 3.122) and (AT = 21.709) -> 8.441, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 3.122) and (AT = 37.103) and (AH = 24.085) -> 2.608, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 3.122) and (AT = 37.103) and (AH = 100.2) -> 2.045, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 7.611) and (AH = 24.085) and (AT = -6.235) -> 2.499, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 7.611) and (AH = 24.085) and (AT = 37.103) -> 3.501, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 7.611) and (AH = 24.085) and (AP = 985.85) -> 4.193, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 7.611) and (AH = 24.085) and (AP = 1036.6) -> 3.597, if (TIT = 1067.35) and (TAT = 547.777) and (AFDP = 7.611) and (AH = 100.2) and (AT = -6.235) -> 3.643, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 7.611) and (AH = 100.2) and (AT = -6.235) -> 2.801, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 7.611) and (AH = 86.363) and (AT = 37.103) -> 4.468, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 7.611) and (AH = 100.2) and (AT = 37.103) -> 2.984, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 2.099) and (AT = -6.235) and (AH = 24.085) -> 2.608, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 2.099) and (AT = -6.235) and (AH = 100.2) -> 3.568, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 2.099) and (AT = 37.103) -> 3.496, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 2.97) and (AT = -6.235) and (AH = 24.085) -> 3.567, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 2.97) and (AT = -6.235) and (AH = 100.2) -> 2.672, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 2.97) and (AT = 18.955) -> 2.754, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 2.97) and (AT = 37.103) -> 1.856, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 3.275) and (AP = 985.85) -> 2.139, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 3.275) and (AP = 1036.6) -> 4.333, if (TIT = 1067.35) and (TAT = 547.9) and (AFDP = 7.611) -> 3.158, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 7.611) -> 6.893, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 3.278) and (AT = -6.235) -> 3.153, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 3.278) and (AT = 37.103) -> 2.475, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 7.611) and (AT = -6.235) -> 1.842, if (TIT = 1067.35) and (TAT = 550.6) and (AFDP = 7.611) and (AT = 37.103) -> 2.324, if (TIT = 1074.75) and (TAT = 511.04) -> 12.044, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 2.099) and (AH = 24.085) and (AT = -6.235) -> 2.689, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 2.099) and (AH = 24.085) and (AT = 37.103) -> 2.173, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 2.099) and (AH = 81.757) -> 34.467, if (TIT = 1074.75) and (TAT = 540.415) and (AFDP = 2.099) and (AH = 100.2) -> 2.831, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 2.099) and (AH = 100.2) -> 1.946, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 3.412) and (AH = 100.2) -> 1.54, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 2.099) and (AH = 24.085) -> 2.754, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 2.099) and (AH = 60.426) -> 5.231, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 2.099) and (AH = 24.085) and (AP = 985.85) -> 1.534, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 2.099) and (AH = 24.085) and (AP = 1036.6) -> 2.803, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 2.099) and (AH = 100.2) -> 1.676, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 3.452) and (AH = 100.2) -> 2.34, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 2.099) and (AH = 100.2) and (AP = 985.85) -> 1.622, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 2.099) and (AH = 100.2) and (AP = 1036.6) -> 1.366, if (TIT = 1074.75) and (TAT = 535.403) and (AFDP = 7.611) and (AT = -6.235) and (AH = 24.085) -> 5.816, if (TIT = 1074.75) and (TAT = 535.403) and (AFDP = 7.611) and (AT = -6.235) and (AH = 100.2) -> 2.285, if (TIT = 1074.75) and (TAT = 535.403) and (AFDP = 7.611) and (AT = -6.235) -> 19.141, if (TIT = 1074.75) and (TAT = 540.77) and (AFDP = 7.611) and (AT = -6.235) and (AP = 985.85) -> 1.675, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 7.611) and (AT = -6.235) and (AP = 985.85) -> 1.37, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 7.611) and (AT = -6.235) and (AP = 1036.6) -> 2.437, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 7.611) and (AT = 37.103) and (AH = 24.085) and (AP = 985.85) -> 1.819, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 7.611) and (AT = 37.103) and (AH = 24.085) and (AP = 1036.6) -> 2.044, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 7.611) and (AT = 37.103) and (AH = 100.2) -> 4.518, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 3.707) and (AT = 37.103) -> 1.401, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 3.776) and (AT = 37.103) -> 2.428, if (TIT = 1074.75) and (TAT = 550.6) and (AFDP = 7.611) and (AT = 37.103) -> 1.693, if (TIT = 1100.9) and (TAT = 511.04) and (AT = -6.235) and (AFDP = 2.099) and (AP = 985.85) -> 0.889, if (TIT = 1100.9) and (TAT = 529.695) and (AT = -6.235) and (AFDP = 2.099) and (AP = 985.85) -> 1.914, if (TIT = 1100.9) and (TAT = 511.04) and (AT = 3.315) and (AFDP = 2.099) and (AP = 985.85) -> 2.807, if (TIT = 1100.9) and (TAT = 511.04) and (AT = -6.235) and (AFDP = 2.099) and (AP = 1036.6) and (AH = 24.085) -> 2.472, if (TIT = 1100.9) and (TAT = 511.04) and (AT = -6.235) and (AFDP = 2.099) and (AP = 1036.6) and (AH = 68.616) -> 1.695, if (TIT = 1100.9) and (TAT = 511.04) and (AT = -6.235) and (AFDP = 2.099) and (AP = 1036.6) and (AH = 100.2) -> 2.442, if (TIT = 1100.9) and (TAT = 530.57) and (AT = -6.235) and (AFDP = 2.099) and (AP = 1036.6) and (AH = 100.2) -> 0.528, if (TIT = 1001.3) and (TAT = 511.04) and (AP = 985.85) and (AT = 37.103) and (AH = 24.085) -> 34.961, if (TIT = 1100.9) and (TAT = 511.04) and (AT = -6.235) and (AFDP = 7.611) and (AP = 1036.6) -> 0.863, if (TIT = 1100.9) and (TAT = 527.743) and (AT = -6.235) and (AFDP = 7.611) and (AP = 1036.6) -> 0.36, if (TIT = 1100.9) and (TAT = 511.04) and (AT = 3.362) and (AFDP = 7.611) and (AP = 1036.6) -> 1.573, if (TIT = 1100.9) and (TAT = 511.04) and (AT = 3.955) and (AFDP = 2.099) -> 2.116, if (TIT = 1100.9) and (TAT = 511.04) and (AT = 37.103) and (AFDP = 2.099) -> 0.599, if (TIT = 1100.9) and (TAT = 511.04) and (AT = 37.103) and (AFDP = 4.782) -> 0.448, if (TIT = 1100.9) and (TAT = 511.04) and (AT = 37.103) and (AFDP = 4.826) and (AP = 985.85) -> 1.086, if (TIT = 1100.9) and (TAT = 511.04) and (AT = 37.103) and (AFDP = 4.826) and (AP = 1036.6) -> 1.364, if (TIT = 1100.9) and (TAT = 511.04) and (AT = 37.103) and (AFDP = 4.826) -> 0.952, if (TIT = 1100.9) and (TAT = 511.04) and (AT = 37.103) and (AFDP = 7.611) -> 1.511, if (TIT = 1100.9) and (TAT = 524.262) and (AT = 5.833) and (AFDP = 7.611) -> 0.441, if (TIT = 1100.9) and (TAT = 524.262) and (AT = 37.103) and (AFDP = 7.611) and (AP = 985.85) -> 0.575, if (TIT = 1100.9) and (TAT = 524.262) and (AT = 37.103) and (AFDP = 7.611) and (AP = 1036.6) -> 0.819, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 985.85) and (AFDP = 2.099) and (AT = -6.235) and (AH = 24.085) -> 1.678, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 985.85) and (AFDP = 4.158) and (AT = -6.235) and (AH = 24.085) -> 2.371, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 985.85) and (AFDP = 2.099) and (AT = -6.235) and (AH = 100.2) -> 2.341, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 985.85) and (AFDP = 2.099) and (AT = 7.761) and (AH = 100.2) -> 1.141, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 985.85) and (AFDP = 2.099) and (AT = 18.218) -> 1.344, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 985.85) and (AFDP = 2.099) and (AT = 37.103) -> 0.883, if (TIT = 1100.9) and (TAT = 533.945) and (AP = 985.85) and (AFDP = 4.243) and (AT = 37.103) -> 1.249, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 985.85) and (AFDP = 4.243) and (AT = 37.103) -> 1.503, if (TIT = 1100.9) and (TAT = 536.485) and (AP = 985.85) and (AFDP = 4.518) -> 0.803, if (TIT = 1100.9) and (TAT = 536.485) and (AP = 985.85) and (AFDP = 7.611) -> 1.119, if (TIT = 1100.9) and (TAT = 536.485) and (AP = 1018.85) and (AFDP = 7.611) and (AH = 24.085) -> 1.394, if (TIT = 1100.9) and (TAT = 536.485) and (AP = 1018.85) and (AFDP = 7.611) and (AH = 100.2) -> 1.076, if (TIT = 1100.9) and (TAT = 536.49) and (AP = 985.85) and (AFDP = 7.611) -> 11.845, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 985.85) and (AFDP = 7.611) and (AH = 24.085) -> 2.361, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 985.85) and (AFDP = 7.611) and (AH = 100.2) -> 1.389, if (TIT = 1078.125) and (TAT = 550.6) and (AP = 1036.6) and (AFDP = 2.099) and (AT = -6.235) and (AH = 24.085) -> 9.575, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 1036.6) and (AFDP = 2.099) and (AT = -6.235) and (AH = 24.085) -> 2.836, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 1036.6) and (AFDP = 2.099) and (AT = -6.235) and (AH = 100.2) -> 1.451, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 1036.6) and (AFDP = 4.258) and (AT = -6.235) and (AH = 100.2) -> 2.226, if (TIT = 1100.9) and (TAT = 539.607) and (AP = 1036.6) and (AFDP = 2.099) and (AT = 37.103) -> 0.831, if (TIT = 1100.9) and (TAT = 539.607) and (AP = 1036.6) and (AFDP = 4.371) and (AT = 37.103) -> 1.129, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 1036.6) and (AFDP = 2.099) and (AT = 37.103) -> 1.919, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 1036.6) and (AFDP = 7.611) and (AT = -6.235) -> 1.762, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 1025.6) and (AFDP = 4.878) and (AT = 37.103) -> 0.986, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 1036.6) and (AFDP = 4.878) and (AT = 37.103) -> 1.578, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 1036.6) and (AFDP = 7.611) and (AT = 8.77) -> 0.532, if (TIT = 1100.9) and (TAT = 550.6) and (AP = 1036.6) and (AFDP = 7.611) and (AT = 37.103) -> 1.173]
In [17]:
data.describe().transpose()
Out[17]:
| count | mean | std | min | 25% | 50% | 75% | max | |
|---|---|---|---|---|---|---|---|---|
| AT | 36733.0 | 17.712726 | 7.447451 | -6.234800 | 11.7810 | 17.8010 | 23.6650 | 37.1030 |
| AP | 36733.0 | 1013.070165 | 6.463346 | 985.850000 | 1008.8000 | 1012.6000 | 1017.0000 | 1036.6000 |
| AH | 36733.0 | 77.867015 | 14.461355 | 24.085000 | 68.1880 | 80.4700 | 89.3760 | 100.2000 |
| AFDP | 36733.0 | 3.925518 | 0.773936 | 2.087400 | 3.3556 | 3.9377 | 4.3769 | 7.6106 |
| TIT | 36733.0 | 1081.428084 | 17.536373 | 1000.800000 | 1071.8000 | 1085.9000 | 1097.0000 | 1100.9000 |
| TAT | 36733.0 | 546.158517 | 6.842360 | 511.040000 | 544.7200 | 549.8800 | 550.0400 | 550.6100 |
| CO | 36733.0 | 2.372468 | 2.262672 | 0.000388 | 1.1824 | 1.7135 | 2.8429 | 44.1030 |
In [95]:
import numpy as np
from skfuzzy import control as ctrl
AT = ctrl.Antecedent(np.arange(-6.2348, 37.103, 0.0001), "AT")
AP = ctrl.Antecedent(np.arange(985.85, 1036.6, 0.01), "AP")
AH = ctrl.Antecedent(np.arange(24.085, 100.2, 0.001), "AH")
AFDP = ctrl.Antecedent(np.arange(2.0874, 7.6106, 0.0001), "AFDP")
TIT = ctrl.Antecedent(np.arange(1000.8, 1100.9, 0.1), "TIT")
TAT = ctrl.Antecedent(np.arange(511.04, 550.61, 0.01), "TAT")
CO = ctrl.Consequent(np.arange(0.000388, 44.103, 0.00001), "CO")
AT.automf(3, variable_type="quant")
AP.automf(5, variable_type="quant")
AH.automf(3, variable_type="quant")
AFDP.automf(3, variable_type="quant")
TIT.automf(3, variable_type="quant")
TAT.automf(3, variable_type="quant")
CO.automf(5, variable_type="quant")
In [96]:
from src.rules import get_fuzzy_rules
fuzzy_variables = {
"AT": AT,
"AP": AP,
"AH": AH,
"AFDP": AFDP,
"TIT": TIT,
"TAT": TAT,
"consequent": CO,
}
fuzzy_rules = get_fuzzy_rules(rules, fuzzy_variables)
fuzzy_cntrl = ctrl.ControlSystem(fuzzy_rules)
sim = ctrl.ControlSystemSimulation(fuzzy_cntrl, lenient=False)
display(len(fuzzy_rules))
fuzzy_rules
165
Out[96]:
[IF (((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[high]) AND AP[lower] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[low]) AND AP[high]) AND AT[high]) AND AH[low] THEN CO[average] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[low]) AND AP[lower]) AND AT[high]) AND AH[high] THEN CO[higher] AND aggregation function : fmin OR aggregation function : fmax, IF (TIT[low] AND TAT[low]) AND AP[higher] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (TIT[low] AND TAT[average]) AND AT[low] THEN CO[average] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[average]) AND AT[low]) AND AP[lower]) AND AH[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[average]) AND AT[low]) AND AP[lower]) AND AH[high] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[average]) AND AT[average]) AND AP[lower] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[average]) AND AT[low]) AND AP[higher]) AND AFDP[low] THEN CO[average] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[average]) AND AT[average]) AND AP[higher]) AND AFDP[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[average]) AND AT[low]) AND AP[higher]) AND AFDP[high] THEN CO[average] AND aggregation function : fmin OR aggregation function : fmax, IF (TIT[low] AND TAT[average]) AND AT[high] THEN CO[average] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[average]) AND AT[low]) AND AP[lower] THEN CO[average] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[average]) AND AT[low]) AND AP[higher] THEN CO[average] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[average]) AND AT[low]) AND AP[higher]) AND AFDP[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[average]) AND AT[low]) AND AP[higher]) AND AFDP[high] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (TIT[average] AND TAT[average]) AND AT[high] THEN CO[high] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[low] AND TAT[high]) AND AFDP[low]) AND AH[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[low] AND TAT[high]) AND AFDP[low]) AND AH[high] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (TIT[low] AND TAT[high]) AND AFDP[high] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AH[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AP[lower]) AND AH[low]) AND AFDP[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AP[lower]) AND AH[low]) AND AFDP[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[low] AND TAT[high]) AND AP[lower]) AND AH[high] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[low] AND TAT[high]) AND AP[higher]) AND AH[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[low] AND TAT[high]) AND AP[higher]) AND AH[high] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[average] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[lower] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[high]) AND AH[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[high]) AND AH[high] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[high] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[high]) AND AT[high] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AP[lower]) AND AT[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AP[lower]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[average] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AP[lower] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AP[higher] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[average]) AND AP[higher] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AP[lower] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AP[higher] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[high]) AND AP[lower] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[high]) AND AP[higher] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AH[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AH[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AH[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AH[high] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[average]) AND AH[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[average]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[low] AND TAT[high]) AND AFDP[average]) AND AT[average] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[low] AND TAT[high]) AND AFDP[high]) AND AT[average] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[low] AND TAT[high]) AND AFDP[high]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AP[lower] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AP[higher] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[average] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[high]) AND AT[low]) AND AP[lower] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[high]) AND AT[low]) AND AP[higher] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[high]) AND AT[high] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (TIT[average] AND TAT[low]) AND AP[lower] THEN CO[high] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[low]) AND AP[higher]) AND AT[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[low]) AND AP[higher]) AND AT[high] THEN CO[average] AND aggregation function : fmin OR aggregation function : fmax, IF (TIT[average] AND TAT[high]) AND AP[higher] THEN CO[high] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AH[low]) AND AT[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AH[low]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (TIT[average] AND TAT[high]) AND AH[high] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (TIT[average] AND TAT[high]) AND AP[lower] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AP[lower]) AND AH[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AP[lower]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (TIT[average] AND TAT[high]) AND AFDP[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[high]) AND AP[lower] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[low] AND TAT[low]) AND AP[lower]) AND AT[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AP[higher]) AND AH[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AP[higher]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AP[average]) AND AT[low]) AND AH[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AP[higher]) AND AT[low]) AND AH[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AP[higher]) AND AT[low]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AP[low]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AP[higher]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[average] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[high]) AND AH[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[high]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[low]) AND AT[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[low]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[low]) AND AP[lower] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[low]) AND AP[higher] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[high]) AND AT[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[high]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AH[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[lower] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[higher] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (TIT[average] AND TAT[high]) AND AFDP[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF TIT[average] AND TAT[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[low]) AND AT[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[low]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[high] THEN CO[high] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[average]) AND AFDP[low]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[average] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[low]) AND AP[lower] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[low]) AND AP[higher] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[high]) AND AP[lower] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[high]) AND AP[higher] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[average]) AND AFDP[high]) AND AT[low]) AND AH[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[average]) AND AFDP[high]) AND AT[low]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[average]) AND AFDP[high]) AND AT[low] THEN CO[average] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AP[lower] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AP[higher] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AH[low]) AND AP[lower] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AH[low]) AND AP[higher] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[average]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[average]) AND AT[low]) AND AFDP[low]) AND AP[lower] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[low]) AND AP[lower] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[low]) AND AP[higher]) AND AH[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[low]) AND AP[higher]) AND AH[average] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[low]) AND AP[higher]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[high] AND TAT[average]) AND AT[low]) AND AFDP[low]) AND AP[higher]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[low] AND TAT[low]) AND AP[lower]) AND AT[high]) AND AH[low] THEN CO[high] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[average]) AND AT[low]) AND AFDP[high]) AND AP[higher] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[high]) AND AP[higher] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[high] AND TAT[low]) AND AT[high]) AND AFDP[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[low]) AND AT[high]) AND AFDP[average]) AND AP[lower] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[low]) AND AT[high]) AND AFDP[average]) AND AP[higher] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[high] AND TAT[low]) AND AT[high]) AND AFDP[average] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[high] AND TAT[low]) AND AT[high]) AND AFDP[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[high] AND TAT[average]) AND AT[average]) AND AFDP[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[average]) AND AT[high]) AND AFDP[high]) AND AP[lower] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[average]) AND AT[high]) AND AFDP[high]) AND AP[higher] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[low]) AND AT[low]) AND AH[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[average]) AND AT[low]) AND AH[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[low]) AND AT[low]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[low]) AND AT[average]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[low]) AND AT[average] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[low]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[average]) AND AP[lower]) AND AFDP[average]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[average]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[high] AND TAT[average]) AND AP[lower]) AND AFDP[average] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[average]) AND AP[high]) AND AFDP[high]) AND AH[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[average]) AND AP[high]) AND AFDP[high]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((TIT[high] AND TAT[average]) AND AP[lower]) AND AFDP[high] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[high]) AND AH[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[high]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[low]) AND AT[low]) AND AH[low] THEN CO[low] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[low]) AND AT[low]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF ((((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[average]) AND AT[low]) AND AH[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[average]) AND AP[higher]) AND AFDP[low]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[average]) AND AP[higher]) AND AFDP[average]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[low]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[high]) AND AT[low] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[high]) AND AP[high]) AND AFDP[average]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[average]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[high]) AND AT[average] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax, IF (((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[high]) AND AT[high] THEN CO[lower] AND aggregation function : fmin OR aggregation function : fmax]
In [97]:
# sim.input["AT"] = 4.5878
# sim.input["AP"] = 1018.7
# sim.input["AH"] = 83.675
# sim.input["AFDP"] = 3.5758
# sim.input["TIT"] = 1086.2
# sim.input["TAT"] = 549.83
sim.input["AT"] = 7.8167
sim.input["AP"] = 1022.2
sim.input["AH"] = 88.135
sim.input["AFDP"] = 4.6605
sim.input["TIT"] = 1100.0
sim.input["TAT"] = 526.21
sim.compute()
sim.print_state()
display(sim.output["CO"])
# CO.view(sim=sim)
=============
Antecedents
=============
Antecedent: TIT = 1100.0
- low : 0.0
- average : 0.017982017982469945
- high : 0.9820179820175301
Antecedent: TAT = 526.21
- low : 0.23306370070708513
- average : 0.7669362992929156
- high : 0.0
Antecedent: AT = 7.8167
- low : 0.35153457612966316
- average : 0.6484654238703369
- high : 0.0
Antecedent: AFDP = 4.6605
- low : 0.06824066194906155
- average : 0.9317593380509384
- high : 0.0
Antecedent: AP = 1022.2
- lower : 0.0
- low : 0.0
- average : 0.13441072132178192
- high : 0.8655892786782181
- higher : 0.0
Antecedent: AH = 88.135
- low : 0.0
- average : 0.31702029823499406
- high : 0.6829797017650062
=======
Rules
=======
RULE #0:
IF (((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[high]) AND AP[lower] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[low] : 0.23306370070708513
- AT[low] : 0.35153457612966316
- AFDP[high] : 0.0
- AP[lower] : 0.0
(((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[high]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #1:
IF (((TIT[low] AND TAT[low]) AND AP[high]) AND AT[high]) AND AH[low] THEN CO[average]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[low] : 0.23306370070708513
- AP[high] : 0.8655892786782181
- AT[high] : 0.0
- AH[low] : 0.0
(((TIT[low] AND TAT[low]) AND AP[high]) AND AT[high]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[average] : 0.0
RULE #2:
IF (((TIT[low] AND TAT[low]) AND AP[lower]) AND AT[high]) AND AH[high] THEN CO[higher]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[low] : 0.23306370070708513
- AP[lower] : 0.0
- AT[high] : 0.0
- AH[high] : 0.6829797017650062
(((TIT[low] AND TAT[low]) AND AP[lower]) AND AT[high]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[higher] : 0.0
RULE #3:
IF (TIT[low] AND TAT[low]) AND AP[higher] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[low] : 0.23306370070708513
- AP[higher] : 0.0
(TIT[low] AND TAT[low]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #4:
IF (TIT[low] AND TAT[average]) AND AT[low] THEN CO[average]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[average] : 0.7669362992929156
- AT[low] : 0.35153457612966316
(TIT[low] AND TAT[average]) AND AT[low] = 0.0
Activation (THEN-clause):
CO[average] : 0.0
RULE #5:
IF (((TIT[average] AND TAT[average]) AND AT[low]) AND AP[lower]) AND AH[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[average] : 0.7669362992929156
- AT[low] : 0.35153457612966316
- AP[lower] : 0.0
- AH[low] : 0.0
(((TIT[average] AND TAT[average]) AND AT[low]) AND AP[lower]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #6:
IF (((TIT[average] AND TAT[average]) AND AT[low]) AND AP[lower]) AND AH[high] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[average] : 0.7669362992929156
- AT[low] : 0.35153457612966316
- AP[lower] : 0.0
- AH[high] : 0.6829797017650062
(((TIT[average] AND TAT[average]) AND AT[low]) AND AP[lower]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #7:
IF ((TIT[average] AND TAT[average]) AND AT[average]) AND AP[lower] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[average] : 0.7669362992929156
- AT[average] : 0.6484654238703369
- AP[lower] : 0.0
((TIT[average] AND TAT[average]) AND AT[average]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #8:
IF (((TIT[average] AND TAT[average]) AND AT[low]) AND AP[higher]) AND AFDP[low] THEN CO[average]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[average] : 0.7669362992929156
- AT[low] : 0.35153457612966316
- AP[higher] : 0.0
- AFDP[low] : 0.06824066194906155
(((TIT[average] AND TAT[average]) AND AT[low]) AND AP[higher]) AND AFDP[low] = 0.0
Activation (THEN-clause):
CO[average] : 0.0
RULE #9:
IF (((TIT[average] AND TAT[average]) AND AT[average]) AND AP[higher]) AND AFDP[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[average] : 0.7669362992929156
- AT[average] : 0.6484654238703369
- AP[higher] : 0.0
- AFDP[low] : 0.06824066194906155
(((TIT[average] AND TAT[average]) AND AT[average]) AND AP[higher]) AND AFDP[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #10:
IF (((TIT[average] AND TAT[average]) AND AT[low]) AND AP[higher]) AND AFDP[high] THEN CO[average]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[average] : 0.7669362992929156
- AT[low] : 0.35153457612966316
- AP[higher] : 0.0
- AFDP[high] : 0.0
(((TIT[average] AND TAT[average]) AND AT[low]) AND AP[higher]) AND AFDP[high] = 0.0
Activation (THEN-clause):
CO[average] : 0.0
RULE #11:
IF (TIT[low] AND TAT[average]) AND AT[high] THEN CO[average]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[average] : 0.7669362992929156
- AT[high] : 0.0
(TIT[low] AND TAT[average]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[average] : 0.0
RULE #12:
IF ((TIT[average] AND TAT[average]) AND AT[low]) AND AP[lower] THEN CO[average]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[average] : 0.7669362992929156
- AT[low] : 0.35153457612966316
- AP[lower] : 0.0
((TIT[average] AND TAT[average]) AND AT[low]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[average] : 0.0
RULE #13:
IF ((TIT[average] AND TAT[average]) AND AT[low]) AND AP[higher] THEN CO[average]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[average] : 0.7669362992929156
- AT[low] : 0.35153457612966316
- AP[higher] : 0.0
((TIT[average] AND TAT[average]) AND AT[low]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[average] : 0.0
RULE #14:
IF (((TIT[average] AND TAT[average]) AND AT[low]) AND AP[higher]) AND AFDP[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[average] : 0.7669362992929156
- AT[low] : 0.35153457612966316
- AP[higher] : 0.0
- AFDP[low] : 0.06824066194906155
(((TIT[average] AND TAT[average]) AND AT[low]) AND AP[higher]) AND AFDP[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #15:
IF (((TIT[average] AND TAT[average]) AND AT[low]) AND AP[higher]) AND AFDP[high] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[average] : 0.7669362992929156
- AT[low] : 0.35153457612966316
- AP[higher] : 0.0
- AFDP[high] : 0.0
(((TIT[average] AND TAT[average]) AND AT[low]) AND AP[higher]) AND AFDP[high] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #16:
IF (TIT[average] AND TAT[average]) AND AT[high] THEN CO[high]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[average] : 0.7669362992929156
- AT[high] : 0.0
(TIT[average] AND TAT[average]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[high] : 0.0
RULE #17:
IF ((TIT[low] AND TAT[high]) AND AFDP[low]) AND AH[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AH[low] : 0.0
((TIT[low] AND TAT[high]) AND AFDP[low]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #18:
IF ((TIT[low] AND TAT[high]) AND AFDP[low]) AND AH[high] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AH[high] : 0.6829797017650062
((TIT[low] AND TAT[high]) AND AFDP[low]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #19:
IF (TIT[low] AND TAT[high]) AND AFDP[high] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[high] : 0.0
(TIT[low] AND TAT[high]) AND AFDP[high] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #20:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AH[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[high] : 0.0
- AH[low] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #21:
IF (((TIT[low] AND TAT[high]) AND AP[lower]) AND AH[low]) AND AFDP[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AP[lower] : 0.0
- AH[low] : 0.0
- AFDP[low] : 0.06824066194906155
(((TIT[low] AND TAT[high]) AND AP[lower]) AND AH[low]) AND AFDP[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #22:
IF (((TIT[low] AND TAT[high]) AND AP[lower]) AND AH[low]) AND AFDP[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AP[lower] : 0.0
- AH[low] : 0.0
- AFDP[high] : 0.0
(((TIT[low] AND TAT[high]) AND AP[lower]) AND AH[low]) AND AFDP[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #23:
IF ((TIT[low] AND TAT[high]) AND AP[lower]) AND AH[high] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AP[lower] : 0.0
- AH[high] : 0.6829797017650062
((TIT[low] AND TAT[high]) AND AP[lower]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #24:
IF ((TIT[low] AND TAT[high]) AND AP[higher]) AND AH[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AP[higher] : 0.0
- AH[low] : 0.0
((TIT[low] AND TAT[high]) AND AP[higher]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #25:
IF ((TIT[low] AND TAT[high]) AND AP[higher]) AND AH[high] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AP[higher] : 0.0
- AH[high] : 0.6829797017650062
((TIT[low] AND TAT[high]) AND AP[higher]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #26:
IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[average] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AP[average] : 0.13441072132178192
((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[average] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #27:
IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[lower] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AP[lower] : 0.0
((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #28:
IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AP[higher] : 0.0
- AT[low] : 0.35153457612966316
(((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #29:
IF ((((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[high]) AND AH[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AP[higher] : 0.0
- AT[high] : 0.0
- AH[low] : 0.0
((((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[high]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #30:
IF ((((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[high]) AND AH[high] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AP[higher] : 0.0
- AT[high] : 0.0
- AH[high] : 0.6829797017650062
((((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[high]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #31:
IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[high] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AP[high] : 0.8655892786782181
((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[high] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #32:
IF ((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[high] : 0.0
((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #33:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[high]) AND AT[high] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AH[high] : 0.6829797017650062
- AT[high] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[high]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #34:
IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AP[lower]) AND AT[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AP[lower] : 0.0
- AT[low] : 0.35153457612966316
(((TIT[low] AND TAT[high]) AND AFDP[low]) AND AP[lower]) AND AT[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #35:
IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AP[lower]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AP[lower] : 0.0
- AT[high] : 0.0
(((TIT[low] AND TAT[high]) AND AFDP[low]) AND AP[lower]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #36:
IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AP[higher] : 0.0
- AT[low] : 0.35153457612966316
(((TIT[low] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #37:
IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[average] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AP[higher] : 0.0
- AT[average] : 0.6484654238703369
(((TIT[low] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[average] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #38:
IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AP[higher] : 0.0
- AT[high] : 0.0
(((TIT[low] AND TAT[high]) AND AFDP[low]) AND AP[higher]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #39:
IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AP[lower] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[low] : 0.35153457612966316
- AP[lower] : 0.0
(((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #40:
IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AP[higher] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[low] : 0.35153457612966316
- AP[higher] : 0.0
(((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #41:
IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[average]) AND AP[higher] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[average] : 0.6484654238703369
- AP[higher] : 0.0
(((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[average]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #42:
IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AP[lower] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[low] : 0.35153457612966316
- AP[lower] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #43:
IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AP[higher] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[low] : 0.35153457612966316
- AP[higher] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #44:
IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[high]) AND AP[lower] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[high] : 0.0
- AP[lower] : 0.0
(((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[high]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #45:
IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[high]) AND AP[higher] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[high] : 0.0
- AP[higher] : 0.0
(((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[high]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #46:
IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AH[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[low] : 0.35153457612966316
- AH[low] : 0.0
(((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #47:
IF (((TIT[low] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AH[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[low] : 0.35153457612966316
- AH[low] : 0.0
(((TIT[low] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #48:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AH[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[low] : 0.35153457612966316
- AH[low] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #49:
IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[low] : 0.35153457612966316
- AH[high] : 0.6829797017650062
(((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #50:
IF (((TIT[low] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AH[high] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[low] : 0.35153457612966316
- AH[high] : 0.6829797017650062
(((TIT[low] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #51:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[low] : 0.35153457612966316
- AH[high] : 0.6829797017650062
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #52:
IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[average]) AND AH[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[average] : 0.6484654238703369
- AH[low] : 0.0
(((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[average]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #53:
IF (((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[average]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[average] : 0.6484654238703369
- AH[high] : 0.6829797017650062
(((TIT[low] AND TAT[high]) AND AFDP[low]) AND AT[average]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #54:
IF ((TIT[low] AND TAT[high]) AND AFDP[average]) AND AT[average] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[average] : 0.9317593380509384
- AT[average] : 0.6484654238703369
((TIT[low] AND TAT[high]) AND AFDP[average]) AND AT[average] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #55:
IF ((TIT[low] AND TAT[high]) AND AFDP[high]) AND AT[average] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[average] : 0.6484654238703369
((TIT[low] AND TAT[high]) AND AFDP[high]) AND AT[average] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #56:
IF ((TIT[low] AND TAT[high]) AND AFDP[high]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[high] : 0.0
((TIT[low] AND TAT[high]) AND AFDP[high]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #57:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AP[lower] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[high] : 0.0
- AP[lower] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #58:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AP[higher] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[high] : 0.0
- AP[higher] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #59:
IF ((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[average] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AH[average] : 0.31702029823499406
((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[average] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #60:
IF ((((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[high]) AND AT[low]) AND AP[lower] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AH[high] : 0.6829797017650062
- AT[low] : 0.35153457612966316
- AP[lower] : 0.0
((((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[high]) AND AT[low]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #61:
IF ((((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[high]) AND AT[low]) AND AP[higher] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AH[high] : 0.6829797017650062
- AT[low] : 0.35153457612966316
- AP[higher] : 0.0
((((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[high]) AND AT[low]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #62:
IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[high]) AND AT[high] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AH[high] : 0.6829797017650062
- AT[high] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[high]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #63:
IF (TIT[average] AND TAT[low]) AND AP[lower] THEN CO[high]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[low] : 0.23306370070708513
- AP[lower] : 0.0
(TIT[average] AND TAT[low]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[high] : 0.0
RULE #64:
IF ((TIT[average] AND TAT[low]) AND AP[higher]) AND AT[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[low] : 0.23306370070708513
- AP[higher] : 0.0
- AT[low] : 0.35153457612966316
((TIT[average] AND TAT[low]) AND AP[higher]) AND AT[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #65:
IF ((TIT[average] AND TAT[low]) AND AP[higher]) AND AT[high] THEN CO[average]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[low] : 0.23306370070708513
- AP[higher] : 0.0
- AT[high] : 0.0
((TIT[average] AND TAT[low]) AND AP[higher]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[average] : 0.0
RULE #66:
IF (TIT[average] AND TAT[high]) AND AP[higher] THEN CO[high]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AP[higher] : 0.0
(TIT[average] AND TAT[high]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[high] : 0.0
RULE #67:
IF ((TIT[average] AND TAT[high]) AND AH[low]) AND AT[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AH[low] : 0.0
- AT[low] : 0.35153457612966316
((TIT[average] AND TAT[high]) AND AH[low]) AND AT[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #68:
IF ((TIT[average] AND TAT[high]) AND AH[low]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AH[low] : 0.0
- AT[high] : 0.0
((TIT[average] AND TAT[high]) AND AH[low]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #69:
IF (TIT[average] AND TAT[high]) AND AH[high] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AH[high] : 0.6829797017650062
(TIT[average] AND TAT[high]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #70:
IF (TIT[average] AND TAT[high]) AND AP[lower] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AP[lower] : 0.0
(TIT[average] AND TAT[high]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #71:
IF ((TIT[average] AND TAT[high]) AND AP[lower]) AND AH[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AP[lower] : 0.0
- AH[low] : 0.0
((TIT[average] AND TAT[high]) AND AP[lower]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #72:
IF ((TIT[average] AND TAT[high]) AND AP[lower]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AP[lower] : 0.0
- AH[high] : 0.6829797017650062
((TIT[average] AND TAT[high]) AND AP[lower]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #73:
IF (TIT[average] AND TAT[high]) AND AFDP[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
(TIT[average] AND TAT[high]) AND AFDP[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #74:
IF ((TIT[average] AND TAT[high]) AND AFDP[high]) AND AP[lower] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AP[lower] : 0.0
((TIT[average] AND TAT[high]) AND AFDP[high]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #75:
IF ((TIT[low] AND TAT[low]) AND AP[lower]) AND AT[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[low] : 0.23306370070708513
- AP[lower] : 0.0
- AT[low] : 0.35153457612966316
((TIT[low] AND TAT[low]) AND AP[lower]) AND AT[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #76:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AP[higher]) AND AH[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AP[higher] : 0.0
- AH[low] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AP[higher]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #77:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AP[higher]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AP[higher] : 0.0
- AH[high] : 0.6829797017650062
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AP[higher]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #78:
IF (((TIT[average] AND TAT[high]) AND AP[average]) AND AT[low]) AND AH[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AP[average] : 0.13441072132178192
- AT[low] : 0.35153457612966316
- AH[low] : 0.0
(((TIT[average] AND TAT[high]) AND AP[average]) AND AT[low]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #79:
IF (((TIT[average] AND TAT[high]) AND AP[higher]) AND AT[low]) AND AH[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AP[higher] : 0.0
- AT[low] : 0.35153457612966316
- AH[low] : 0.0
(((TIT[average] AND TAT[high]) AND AP[higher]) AND AT[low]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #80:
IF (((TIT[average] AND TAT[high]) AND AP[higher]) AND AT[low]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AP[higher] : 0.0
- AT[low] : 0.35153457612966316
- AH[high] : 0.6829797017650062
(((TIT[average] AND TAT[high]) AND AP[higher]) AND AT[low]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #81:
IF ((TIT[average] AND TAT[high]) AND AP[low]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AP[low] : 0.0
- AT[high] : 0.0
((TIT[average] AND TAT[high]) AND AP[low]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #82:
IF ((TIT[average] AND TAT[high]) AND AP[higher]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AP[higher] : 0.0
- AT[high] : 0.0
((TIT[average] AND TAT[high]) AND AP[higher]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #83:
IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[average] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[average] : 0.6484654238703369
((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[average] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #84:
IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[high]) AND AH[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[high] : 0.0
- AH[low] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[high]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #85:
IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[high]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[high] : 0.0
- AH[high] : 0.6829797017650062
(((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[high]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #86:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[low]) AND AT[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AH[low] : 0.0
- AT[low] : 0.35153457612966316
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[low]) AND AT[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #87:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[low]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AH[low] : 0.0
- AT[high] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[low]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #88:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[low]) AND AP[lower] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AH[low] : 0.0
- AP[lower] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[low]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #89:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[low]) AND AP[higher] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AH[low] : 0.0
- AP[higher] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[low]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #90:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[high]) AND AT[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AH[high] : 0.6829797017650062
- AT[low] : 0.35153457612966316
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[high]) AND AT[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #91:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[high]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AH[high] : 0.6829797017650062
- AT[high] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AH[high]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #92:
IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AH[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[low] : 0.35153457612966316
- AH[low] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #93:
IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[low] : 0.35153457612966316
- AH[high] : 0.6829797017650062
(((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[low]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #94:
IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[lower] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AP[lower] : 0.0
((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #95:
IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[higher] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AP[higher] : 0.0
((TIT[average] AND TAT[high]) AND AFDP[low]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #96:
IF (TIT[average] AND TAT[high]) AND AFDP[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
(TIT[average] AND TAT[high]) AND AFDP[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #97:
IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[low] : 0.35153457612966316
((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #98:
IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[high] : 0.0
((TIT[average] AND TAT[high]) AND AFDP[low]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #99:
IF ((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[low] : 0.35153457612966316
((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #100:
IF TIT[average] AND TAT[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[low] : 0.23306370070708513
TIT[average] AND TAT[low] = 0.017982017982469945
Activation (THEN-clause):
CO[low] : 0.017982017982469945
RULE #101:
IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[low]) AND AT[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AH[low] : 0.0
- AT[low] : 0.35153457612966316
(((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[low]) AND AT[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #102:
IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[low]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AH[low] : 0.0
- AT[high] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[low]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #103:
IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[high] THEN CO[high]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AH[high] : 0.6829797017650062
((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[high] : 0.0
RULE #104:
IF ((TIT[average] AND TAT[average]) AND AFDP[low]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[average] : 0.7669362992929156
- AFDP[low] : 0.06824066194906155
- AH[high] : 0.6829797017650062
((TIT[average] AND TAT[average]) AND AFDP[low]) AND AH[high] = 0.017982017982469945
Activation (THEN-clause):
CO[lower] : 0.017982017982469945
RULE #105:
IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AH[low] : 0.0
((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #106:
IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[average] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AH[average] : 0.31702029823499406
((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[average] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #107:
IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[low]) AND AP[lower] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AH[low] : 0.0
- AP[lower] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[low]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #108:
IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[low]) AND AP[higher] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AH[low] : 0.0
- AP[higher] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[low]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #109:
IF ((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AH[high] : 0.6829797017650062
((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #110:
IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[high]) AND AP[lower] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AH[high] : 0.6829797017650062
- AP[lower] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[high]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #111:
IF (((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[high]) AND AP[higher] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[low] : 0.06824066194906155
- AH[high] : 0.6829797017650062
- AP[higher] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[low]) AND AH[high]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #112:
IF (((TIT[average] AND TAT[average]) AND AFDP[high]) AND AT[low]) AND AH[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[average] : 0.7669362992929156
- AFDP[high] : 0.0
- AT[low] : 0.35153457612966316
- AH[low] : 0.0
(((TIT[average] AND TAT[average]) AND AFDP[high]) AND AT[low]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #113:
IF (((TIT[average] AND TAT[average]) AND AFDP[high]) AND AT[low]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[average] : 0.7669362992929156
- AFDP[high] : 0.0
- AT[low] : 0.35153457612966316
- AH[high] : 0.6829797017650062
(((TIT[average] AND TAT[average]) AND AFDP[high]) AND AT[low]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #114:
IF ((TIT[average] AND TAT[average]) AND AFDP[high]) AND AT[low] THEN CO[average]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[average] : 0.7669362992929156
- AFDP[high] : 0.0
- AT[low] : 0.35153457612966316
((TIT[average] AND TAT[average]) AND AFDP[high]) AND AT[low] = 0.0
Activation (THEN-clause):
CO[average] : 0.0
RULE #115:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AP[lower] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[low] : 0.35153457612966316
- AP[lower] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #116:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AP[higher] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[low] : 0.35153457612966316
- AP[higher] : 0.0
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[low]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #117:
IF ((((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AH[low]) AND AP[lower] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[high] : 0.0
- AH[low] : 0.0
- AP[lower] : 0.0
((((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AH[low]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #118:
IF ((((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AH[low]) AND AP[higher] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[high] : 0.0
- AH[low] : 0.0
- AP[higher] : 0.0
((((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AH[low]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #119:
IF (((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[high] : 0.0
- AH[high] : 0.6829797017650062
(((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #120:
IF ((TIT[average] AND TAT[high]) AND AFDP[average]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[average] : 0.9317593380509384
- AT[high] : 0.0
((TIT[average] AND TAT[high]) AND AFDP[average]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #121:
IF ((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[average] : 0.017982017982469945
- TAT[high] : 0.0
- AFDP[high] : 0.0
- AT[high] : 0.0
((TIT[average] AND TAT[high]) AND AFDP[high]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #122:
IF (((TIT[high] AND TAT[average]) AND AT[low]) AND AFDP[low]) AND AP[lower] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[average] : 0.7669362992929156
- AT[low] : 0.35153457612966316
- AFDP[low] : 0.06824066194906155
- AP[lower] : 0.0
(((TIT[high] AND TAT[average]) AND AT[low]) AND AFDP[low]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #123:
IF (((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[low]) AND AP[lower] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[low] : 0.23306370070708513
- AT[low] : 0.35153457612966316
- AFDP[low] : 0.06824066194906155
- AP[lower] : 0.0
(((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[low]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #124:
IF ((((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[low]) AND AP[higher]) AND AH[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[low] : 0.23306370070708513
- AT[low] : 0.35153457612966316
- AFDP[low] : 0.06824066194906155
- AP[higher] : 0.0
- AH[low] : 0.0
((((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[low]) AND AP[higher]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #125:
IF ((((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[low]) AND AP[higher]) AND AH[average] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[low] : 0.23306370070708513
- AT[low] : 0.35153457612966316
- AFDP[low] : 0.06824066194906155
- AP[higher] : 0.0
- AH[average] : 0.31702029823499406
((((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[low]) AND AP[higher]) AND AH[average] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #126:
IF ((((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[low]) AND AP[higher]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[low] : 0.23306370070708513
- AT[low] : 0.35153457612966316
- AFDP[low] : 0.06824066194906155
- AP[higher] : 0.0
- AH[high] : 0.6829797017650062
((((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[low]) AND AP[higher]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #127:
IF ((((TIT[high] AND TAT[average]) AND AT[low]) AND AFDP[low]) AND AP[higher]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[average] : 0.7669362992929156
- AT[low] : 0.35153457612966316
- AFDP[low] : 0.06824066194906155
- AP[higher] : 0.0
- AH[high] : 0.6829797017650062
((((TIT[high] AND TAT[average]) AND AT[low]) AND AFDP[low]) AND AP[higher]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #128:
IF (((TIT[low] AND TAT[low]) AND AP[lower]) AND AT[high]) AND AH[low] THEN CO[high]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[low] : 0.0
- TAT[low] : 0.23306370070708513
- AP[lower] : 0.0
- AT[high] : 0.0
- AH[low] : 0.0
(((TIT[low] AND TAT[low]) AND AP[lower]) AND AT[high]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[high] : 0.0
RULE #129:
IF (((TIT[high] AND TAT[average]) AND AT[low]) AND AFDP[high]) AND AP[higher] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[average] : 0.7669362992929156
- AT[low] : 0.35153457612966316
- AFDP[high] : 0.0
- AP[higher] : 0.0
(((TIT[high] AND TAT[average]) AND AT[low]) AND AFDP[high]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #130:
IF (((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[high]) AND AP[higher] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[low] : 0.23306370070708513
- AT[low] : 0.35153457612966316
- AFDP[high] : 0.0
- AP[higher] : 0.0
(((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[high]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #131:
IF ((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[low] : 0.23306370070708513
- AT[low] : 0.35153457612966316
- AFDP[low] : 0.06824066194906155
((TIT[high] AND TAT[low]) AND AT[low]) AND AFDP[low] = 0.06824066194906155
Activation (THEN-clause):
CO[lower] : 0.06824066194906155
RULE #132:
IF ((TIT[high] AND TAT[low]) AND AT[high]) AND AFDP[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[low] : 0.23306370070708513
- AT[high] : 0.0
- AFDP[low] : 0.06824066194906155
((TIT[high] AND TAT[low]) AND AT[high]) AND AFDP[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #133:
IF (((TIT[high] AND TAT[low]) AND AT[high]) AND AFDP[average]) AND AP[lower] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[low] : 0.23306370070708513
- AT[high] : 0.0
- AFDP[average] : 0.9317593380509384
- AP[lower] : 0.0
(((TIT[high] AND TAT[low]) AND AT[high]) AND AFDP[average]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #134:
IF (((TIT[high] AND TAT[low]) AND AT[high]) AND AFDP[average]) AND AP[higher] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[low] : 0.23306370070708513
- AT[high] : 0.0
- AFDP[average] : 0.9317593380509384
- AP[higher] : 0.0
(((TIT[high] AND TAT[low]) AND AT[high]) AND AFDP[average]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #135:
IF ((TIT[high] AND TAT[low]) AND AT[high]) AND AFDP[average] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[low] : 0.23306370070708513
- AT[high] : 0.0
- AFDP[average] : 0.9317593380509384
((TIT[high] AND TAT[low]) AND AT[high]) AND AFDP[average] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #136:
IF ((TIT[high] AND TAT[low]) AND AT[high]) AND AFDP[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[low] : 0.23306370070708513
- AT[high] : 0.0
- AFDP[high] : 0.0
((TIT[high] AND TAT[low]) AND AT[high]) AND AFDP[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #137:
IF ((TIT[high] AND TAT[average]) AND AT[average]) AND AFDP[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[average] : 0.7669362992929156
- AT[average] : 0.6484654238703369
- AFDP[high] : 0.0
((TIT[high] AND TAT[average]) AND AT[average]) AND AFDP[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #138:
IF (((TIT[high] AND TAT[average]) AND AT[high]) AND AFDP[high]) AND AP[lower] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[average] : 0.7669362992929156
- AT[high] : 0.0
- AFDP[high] : 0.0
- AP[lower] : 0.0
(((TIT[high] AND TAT[average]) AND AT[high]) AND AFDP[high]) AND AP[lower] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #139:
IF (((TIT[high] AND TAT[average]) AND AT[high]) AND AFDP[high]) AND AP[higher] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[average] : 0.7669362992929156
- AT[high] : 0.0
- AFDP[high] : 0.0
- AP[higher] : 0.0
(((TIT[high] AND TAT[average]) AND AT[high]) AND AFDP[high]) AND AP[higher] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #140:
IF ((((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[low]) AND AT[low]) AND AH[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[lower] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[low] : 0.35153457612966316
- AH[low] : 0.0
((((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[low]) AND AT[low]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #141:
IF ((((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[average]) AND AT[low]) AND AH[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[lower] : 0.0
- AFDP[average] : 0.9317593380509384
- AT[low] : 0.35153457612966316
- AH[low] : 0.0
((((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[average]) AND AT[low]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #142:
IF ((((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[low]) AND AT[low]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[lower] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[low] : 0.35153457612966316
- AH[high] : 0.6829797017650062
((((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[low]) AND AT[low]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #143:
IF ((((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[low]) AND AT[average]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[lower] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[average] : 0.6484654238703369
- AH[high] : 0.6829797017650062
((((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[low]) AND AT[average]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #144:
IF (((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[low]) AND AT[average] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[lower] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[average] : 0.6484654238703369
(((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[low]) AND AT[average] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #145:
IF (((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[low]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[lower] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[high] : 0.0
(((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[low]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #146:
IF (((TIT[high] AND TAT[average]) AND AP[lower]) AND AFDP[average]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[average] : 0.7669362992929156
- AP[lower] : 0.0
- AFDP[average] : 0.9317593380509384
- AT[high] : 0.0
(((TIT[high] AND TAT[average]) AND AP[lower]) AND AFDP[average]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #147:
IF (((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[average]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[lower] : 0.0
- AFDP[average] : 0.9317593380509384
- AT[high] : 0.0
(((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[average]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #148:
IF ((TIT[high] AND TAT[average]) AND AP[lower]) AND AFDP[average] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[average] : 0.7669362992929156
- AP[lower] : 0.0
- AFDP[average] : 0.9317593380509384
((TIT[high] AND TAT[average]) AND AP[lower]) AND AFDP[average] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #149:
IF (((TIT[high] AND TAT[average]) AND AP[high]) AND AFDP[high]) AND AH[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[average] : 0.7669362992929156
- AP[high] : 0.8655892786782181
- AFDP[high] : 0.0
- AH[low] : 0.0
(((TIT[high] AND TAT[average]) AND AP[high]) AND AFDP[high]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #150:
IF (((TIT[high] AND TAT[average]) AND AP[high]) AND AFDP[high]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[average] : 0.7669362992929156
- AP[high] : 0.8655892786782181
- AFDP[high] : 0.0
- AH[high] : 0.6829797017650062
(((TIT[high] AND TAT[average]) AND AP[high]) AND AFDP[high]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #151:
IF ((TIT[high] AND TAT[average]) AND AP[lower]) AND AFDP[high] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[average] : 0.7669362992929156
- AP[lower] : 0.0
- AFDP[high] : 0.0
((TIT[high] AND TAT[average]) AND AP[lower]) AND AFDP[high] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #152:
IF (((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[high]) AND AH[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[lower] : 0.0
- AFDP[high] : 0.0
- AH[low] : 0.0
(((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[high]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #153:
IF (((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[high]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[lower] : 0.0
- AFDP[high] : 0.0
- AH[high] : 0.6829797017650062
(((TIT[high] AND TAT[high]) AND AP[lower]) AND AFDP[high]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #154:
IF ((((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[low]) AND AT[low]) AND AH[low] THEN CO[low]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[higher] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[low] : 0.35153457612966316
- AH[low] : 0.0
((((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[low]) AND AT[low]) AND AH[low] = 0.0
Activation (THEN-clause):
CO[low] : 0.0
RULE #155:
IF ((((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[low]) AND AT[low]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[higher] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[low] : 0.35153457612966316
- AH[high] : 0.6829797017650062
((((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[low]) AND AT[low]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #156:
IF ((((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[average]) AND AT[low]) AND AH[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[higher] : 0.0
- AFDP[average] : 0.9317593380509384
- AT[low] : 0.35153457612966316
- AH[high] : 0.6829797017650062
((((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[average]) AND AT[low]) AND AH[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #157:
IF (((TIT[high] AND TAT[average]) AND AP[higher]) AND AFDP[low]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[average] : 0.7669362992929156
- AP[higher] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[high] : 0.0
(((TIT[high] AND TAT[average]) AND AP[higher]) AND AFDP[low]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #158:
IF (((TIT[high] AND TAT[average]) AND AP[higher]) AND AFDP[average]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[average] : 0.7669362992929156
- AP[higher] : 0.0
- AFDP[average] : 0.9317593380509384
- AT[high] : 0.0
(((TIT[high] AND TAT[average]) AND AP[higher]) AND AFDP[average]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #159:
IF (((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[low]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[higher] : 0.0
- AFDP[low] : 0.06824066194906155
- AT[high] : 0.0
(((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[low]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #160:
IF (((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[high]) AND AT[low] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[higher] : 0.0
- AFDP[high] : 0.0
- AT[low] : 0.35153457612966316
(((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[high]) AND AT[low] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #161:
IF (((TIT[high] AND TAT[high]) AND AP[high]) AND AFDP[average]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[high] : 0.8655892786782181
- AFDP[average] : 0.9317593380509384
- AT[high] : 0.0
(((TIT[high] AND TAT[high]) AND AP[high]) AND AFDP[average]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #162:
IF (((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[average]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[higher] : 0.0
- AFDP[average] : 0.9317593380509384
- AT[high] : 0.0
(((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[average]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #163:
IF (((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[high]) AND AT[average] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[higher] : 0.0
- AFDP[high] : 0.0
- AT[average] : 0.6484654238703369
(((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[high]) AND AT[average] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
RULE #164:
IF (((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[high]) AND AT[high] THEN CO[lower]
AND aggregation function : fmin
OR aggregation function : fmax
Aggregation (IF-clause):
- TIT[high] : 0.9820179820175301
- TAT[high] : 0.0
- AP[higher] : 0.0
- AFDP[high] : 0.0
- AT[high] : 0.0
(((TIT[high] AND TAT[high]) AND AP[higher]) AND AFDP[high]) AND AT[high] = 0.0
Activation (THEN-clause):
CO[lower] : 0.0
==============================
Intermediaries and Conquests
==============================
Consequent: CO = 7.7091781200154985
lower:
Accumulate using accumulation_max : 0.06824066194906155
low:
Accumulate using accumulation_max : 0.017982017982469945
average:
Accumulate using accumulation_max : 0.0
high:
Accumulate using accumulation_max : 0.0
higher:
Accumulate using accumulation_max : 0.0
np.float64(7.7091781200154985)
In [101]:
from sklearn import metrics
import math
def fuzzy_pred(row):
sim.input["AT"] = row["AT"]
sim.input["AP"] = row["AP"]
sim.input["AH"] = row["AH"]
sim.input["AFDP"] = row["AFDP"]
sim.input["TIT"] = row["TIT"]
sim.input["TAT"] = row["TAT"]
sim.compute()
return sim.output["CO"]
def rmse(row):
return math.sqrt(metrics.mean_squared_error([row["Real"]], [row["Inferred"]]))
result_train = X_train.copy()
result_train["Real"] = y_train
result_train = result_train.sort_values(by="Real", ascending=False)[:10]
result_train["Inferred"] = result_train.apply(fuzzy_pred, axis=1)
result_train["RMSE"] = result_train.apply(rmse, axis=1)
result_train = result_train.round({"RMSE": 3})
result_train.head(15)
Out[101]:
| AT | AP | AH | AFDP | TIT | TAT | Real | Inferred | RMSE | |
|---|---|---|---|---|---|---|---|---|---|
| 7807 | 8.5052 | 1014.0 | 94.254 | 4.0991 | 1025.6 | 522.79 | 44.103 | 15.364793 | 28.738 |
| 6965 | 12.3620 | 1022.5 | 88.415 | 3.6979 | 1034.7 | 528.02 | 43.622 | 12.232229 | 31.390 |
| 7672 | 5.6602 | 1018.3 | 86.968 | 3.8404 | 1028.5 | 523.86 | 43.428 | 16.155489 | 27.273 |
| 30933 | 11.2570 | 1007.6 | 84.412 | 2.7025 | 1018.8 | 533.36 | 41.097 | 17.867275 | 23.230 |
| 6293 | 11.5850 | 1018.2 | 92.751 | 3.2518 | 1009.5 | 519.71 | 39.050 | 16.137743 | 22.912 |
| 13025 | 27.0570 | 1016.3 | 72.088 | 3.6305 | 1041.5 | 539.00 | 37.746 | 21.838144 | 15.908 |
| 34110 | 28.0350 | 1015.1 | 47.921 | 3.9139 | 1084.0 | 549.85 | 36.454 | 12.589076 | 23.865 |
| 19818 | 24.0540 | 1010.7 | 77.408 | 4.2633 | 1036.2 | 526.76 | 35.045 | 23.927749 | 11.117 |
| 7608 | 5.5817 | 1016.7 | 85.499 | 3.8489 | 1035.4 | 527.44 | 35.019 | 15.563722 | 19.455 |
| 28447 | 14.4310 | 1016.7 | 84.643 | 2.5955 | 1002.9 | 511.04 | 34.820 | 11.026041 | 23.794 |
In [104]:
result_test = X_test.copy()
result_test["Real"] = y_test
result_test = result_test.iloc[::100]
result_test["Inferred"] = result_test.apply(fuzzy_pred, axis=1)
result_test["RMSE"] = result_test.apply(rmse, axis=1)
result_test = result_test.round({"RMSE": 3})
result_test
Out[104]:
| AT | AP | AH | AFDP | TIT | TAT | Real | Inferred | RMSE | |
|---|---|---|---|---|---|---|---|---|---|
| 18246 | 23.4530 | 1006.2 | 84.837 | 3.7535 | 1088.7 | 550.39 | 1.34970 | 21.342247 | 19.993 |
| 24117 | 9.9031 | 1010.1 | 99.557 | 5.1502 | 1100.2 | 527.26 | 0.91378 | 8.793242 | 7.879 |
| 8344 | 7.3547 | 1021.2 | 79.641 | 5.9883 | 1099.8 | 524.03 | 0.59986 | 6.540341 | 5.940 |
| 3009 | 20.5790 | 1015.0 | 89.825 | 4.8153 | 1099.8 | 525.80 | 1.01170 | 10.271732 | 9.260 |
| 13505 | 19.7140 | 1013.1 | 94.221 | 3.6936 | 1056.0 | 549.94 | 4.79340 | 19.005629 | 14.212 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 13349 | 26.7710 | 1013.1 | 64.895 | 4.6324 | 1094.5 | 549.61 | 1.11730 | 18.522559 | 17.405 |
| 29147 | 12.3400 | 1020.1 | 69.792 | 3.2917 | 1089.7 | 549.40 | 2.47500 | 20.869300 | 18.394 |
| 34480 | 27.5000 | 1013.3 | 62.163 | 4.7731 | 1099.8 | 542.72 | 1.85410 | 11.865378 | 10.011 |
| 28666 | 11.9810 | 1014.7 | 85.480 | 2.7607 | 1068.4 | 548.17 | 9.41240 | 20.052319 | 10.640 |
| 1768 | 12.5210 | 1018.2 | 92.593 | 5.7726 | 1100.1 | 531.29 | 0.70625 | 6.435226 | 5.729 |
74 rows × 9 columns
In [105]:
rmetrics = {}
rmetrics["RMSE_train"] = math.sqrt(
metrics.mean_squared_error(result_train["Real"], result_train["Inferred"])
)
rmetrics["RMSE_test"] = math.sqrt(
metrics.mean_squared_error(result_test["Real"], result_test["Inferred"])
)
rmetrics["RMAE_train"] = math.sqrt(
metrics.mean_absolute_error(result_train["Real"], result_train["Inferred"])
)
rmetrics["RMAE_test"] = math.sqrt(
metrics.mean_absolute_error(result_test["Real"], result_test["Inferred"])
)
rmetrics["R2_train"] = metrics.r2_score(result_train["Real"], result_train["Inferred"])
rmetrics["R2_test"] = metrics.r2_score(result_test["Real"], result_test["Inferred"])
rmetrics
Out[105]:
{'RMSE_train': 23.474309208152157,
'RMSE_test': 14.363831815807337,
'RMAE_train': 4.771600787196289,
'RMAE_test': 3.681549757450183,
'R2_train': -41.911705509681006,
'R2_test': -42.99786909934001}