476 KiB
476 KiB
In [85]:
import pandas as pd
data = pd.read_csv("data-turbine/gt_full.csv", index_col=0)
data
Out[85]:
| AT | AP | AH | AFDP | GTEP | TIT | TAT | TEY | CDP | CO | NOX | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1 | 4.5878 | 1018.7 | 83.675 | 3.5758 | 23.979 | 1086.2 | 549.83 | 134.67 | 11.898 | 0.32663 | 81.952 |
| 2 | 4.2932 | 1018.3 | 84.235 | 3.5709 | 23.951 | 1086.1 | 550.05 | 134.67 | 11.892 | 0.44784 | 82.377 |
| 3 | 3.9045 | 1018.4 | 84.858 | 3.5828 | 23.990 | 1086.5 | 550.19 | 135.10 | 12.042 | 0.45144 | 83.776 |
| 4 | 3.7436 | 1018.3 | 85.434 | 3.5808 | 23.911 | 1086.5 | 550.17 | 135.03 | 11.990 | 0.23107 | 82.505 |
| 5 | 3.7516 | 1017.8 | 85.182 | 3.5781 | 23.917 | 1085.9 | 550.00 | 134.67 | 11.910 | 0.26747 | 82.028 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 36729 | 3.6268 | 1028.5 | 93.200 | 3.1661 | 19.087 | 1037.0 | 541.59 | 109.08 | 10.411 | 10.99300 | 89.172 |
| 36730 | 4.1674 | 1028.6 | 94.036 | 3.1923 | 19.016 | 1037.6 | 542.28 | 108.79 | 10.344 | 11.14400 | 88.849 |
| 36731 | 5.4820 | 1028.5 | 95.219 | 3.3128 | 18.857 | 1038.0 | 543.48 | 107.81 | 10.462 | 11.41400 | 96.147 |
| 36732 | 5.8837 | 1028.7 | 94.200 | 3.9831 | 23.563 | 1076.9 | 550.11 | 131.41 | 11.771 | 3.31340 | 64.738 |
| 36733 | 6.0392 | 1028.8 | 94.547 | 3.8752 | 22.524 | 1067.9 | 548.23 | 125.41 | 11.462 | 11.98100 | 109.240 |
36733 rows × 11 columns
In [50]:
import matplotlib.pyplot as plt
data.hist(bins=30, figsize=(10, 10))
plt.show()
In [68]:
data.describe().transpose()
Out[68]:
| 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 |
| GTEP | 36733.0 | 25.563801 | 4.195957 | 17.698000 | 23.1290 | 25.1040 | 29.0610 | 40.7160 |
| 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 |
| TEY | 36733.0 | 133.506404 | 15.618634 | 100.020000 | 124.4500 | 133.7300 | 144.0800 | 179.5000 |
| CDP | 36733.0 | 12.060525 | 1.088795 | 9.851800 | 11.4350 | 11.9650 | 12.8550 | 15.1590 |
| CO | 36733.0 | 2.372468 | 2.262672 | 0.000388 | 1.1824 | 1.7135 | 2.8429 | 44.1030 |
| NOX | 36733.0 | 65.293067 | 11.678357 | 25.905000 | 57.1620 | 63.8490 | 71.5480 | 119.9100 |
In [52]:
import seaborn as sns
sns.heatmap(data.corr(), annot=True)
Out[52]:
<Axes: >
In [86]:
# data.drop(["AH", "TIT", "TAT", "TEY", "CDP", "CO"], axis=1, inplace=True)
data.drop(["AH", "GTEP", "TIT", "TAT", "CDP", "CO"], axis=1, inplace=True)
data
Out[86]:
| AT | AP | AFDP | TEY | NOX | |
|---|---|---|---|---|---|
| 1 | 4.5878 | 1018.7 | 3.5758 | 134.67 | 81.952 |
| 2 | 4.2932 | 1018.3 | 3.5709 | 134.67 | 82.377 |
| 3 | 3.9045 | 1018.4 | 3.5828 | 135.10 | 83.776 |
| 4 | 3.7436 | 1018.3 | 3.5808 | 135.03 | 82.505 |
| 5 | 3.7516 | 1017.8 | 3.5781 | 134.67 | 82.028 |
| ... | ... | ... | ... | ... | ... |
| 36729 | 3.6268 | 1028.5 | 3.1661 | 109.08 | 89.172 |
| 36730 | 4.1674 | 1028.6 | 3.1923 | 108.79 | 88.849 |
| 36731 | 5.4820 | 1028.5 | 3.3128 | 107.81 | 96.147 |
| 36732 | 5.8837 | 1028.7 | 3.9831 | 131.41 | 64.738 |
| 36733 | 6.0392 | 1028.8 | 3.8752 | 125.41 | 109.240 |
36733 rows × 5 columns
In [87]:
sns.heatmap(data.corr(), annot=True)
Out[87]:
<Axes: >
In [88]:
from sklearn.model_selection import train_test_split
random_state = 9
y = data["NOX"]
X = data.drop(["NOX"], 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 | AFDP | TEY | |
|---|---|---|---|---|
| 4481 | 26.6350 | 1009.7 | 4.4137 | 147.37 |
| 24884 | 20.2280 | 1016.2 | 4.6238 | 154.71 |
| 21558 | 15.6330 | 1018.5 | 4.0899 | 154.26 |
| 1706 | 16.6540 | 1020.2 | 4.5755 | 132.60 |
| 21389 | 21.0020 | 1004.3 | 4.1101 | 153.48 |
| ... | ... | ... | ... | ... |
| 25726 | 17.5190 | 1015.9 | 3.6809 | 125.22 |
| 5015 | 21.9780 | 1014.4 | 3.1246 | 110.81 |
| 22585 | 4.7103 | 1003.0 | 3.2741 | 127.67 |
| 502 | 6.7758 | 1008.3 | 5.1192 | 166.46 |
| 20829 | 17.6730 | 1020.7 | 3.0370 | 127.08 |
29386 rows × 4 columns
4481 52.970
24884 58.801
21558 78.066
1706 73.955
21389 79.989
...
25726 53.424
5015 58.462
22585 65.275
502 65.469
20829 77.008
Name: NOX, Length: 29386, dtype: float64
| AT | AP | AFDP | TEY | |
|---|---|---|---|---|
| 18247 | 23.4530 | 1006.2 | 3.7535 | 132.47 |
| 20344 | 28.7090 | 1011.2 | 6.0321 | 145.91 |
| 2925 | 21.8330 | 1017.0 | 3.9663 | 139.04 |
| 118 | 7.8167 | 1022.2 | 4.6605 | 164.73 |
| 5714 | 19.9120 | 1013.1 | 3.6710 | 126.90 |
| ... | ... | ... | ... | ... |
| 21918 | 9.5791 | 1017.5 | 2.9617 | 130.74 |
| 13100 | 22.6150 | 1012.1 | 4.2739 | 133.44 |
| 26705 | 28.4020 | 1004.4 | 4.0643 | 123.17 |
| 4183 | 31.7400 | 1012.2 | 4.5323 | 148.16 |
| 2983 | 23.7130 | 1013.5 | 3.7112 | 134.75 |
7347 rows × 4 columns
18247 58.948
20344 62.909
2925 61.083
118 66.369
5714 56.675
...
21918 71.316
13100 63.308
26705 49.210
4183 59.452
2983 66.807
Name: NOX, Length: 7347, dtype: float64
In [89]:
from sklearn.pipeline import make_pipeline
from sklearn.preprocessing import PolynomialFeatures
from sklearn import linear_model, tree, neighbors, ensemble
models = {
"linear": {"model": linear_model.LinearRegression(n_jobs=-1)},
"linear_poly": {
"model": make_pipeline(
PolynomialFeatures(degree=2),
linear_model.LinearRegression(fit_intercept=False, n_jobs=-1),
)
},
"linear_interact": {
"model": make_pipeline(
PolynomialFeatures(interaction_only=True),
linear_model.LinearRegression(fit_intercept=False, n_jobs=-1),
)
},
"ridge": {"model": linear_model.RidgeCV()},
"decision_tree": {
"model": tree.DecisionTreeRegressor(max_depth=7, random_state=random_state)
},
"knn": {"model": neighbors.KNeighborsRegressor(n_neighbors=7, n_jobs=-1)},
"random_forest": {
"model": ensemble.RandomForestRegressor(
max_depth=7, random_state=random_state, n_jobs=-1
)
},
}
In [90]:
import math
from sklearn import metrics
for model_name in models.keys():
print(f"Model: {model_name}")
fitted_model = models[model_name]["model"].fit(
X_train.values, y_train.values.ravel()
)
y_train_pred = fitted_model.predict(X_train.values)
y_test_pred = fitted_model.predict(X_test.values)
models[model_name]["fitted"] = fitted_model
models[model_name]["train_preds"] = y_train_pred
models[model_name]["preds"] = y_test_pred
models[model_name]["RMSE_train"] = math.sqrt(
metrics.mean_squared_error(y_train, y_train_pred)
)
models[model_name]["RMSE_test"] = math.sqrt(
metrics.mean_squared_error(y_test, y_test_pred)
)
models[model_name]["RMAE_test"] = math.sqrt(
metrics.mean_absolute_error(y_test, y_test_pred)
)
models[model_name]["R2_test"] = metrics.r2_score(y_test, y_test_pred)
Model: linear Model: linear_poly Model: linear_interact Model: ridge Model: decision_tree Model: knn Model: random_forest
In [91]:
reg_metrics = pd.DataFrame.from_dict(models, "index")[
["RMSE_train", "RMSE_test", "RMAE_test", "R2_test"]
]
reg_metrics.sort_values(by="RMSE_test").style.background_gradient(
cmap="viridis", low=1, high=0.3, subset=["RMSE_train", "RMSE_test"]
).background_gradient(cmap="plasma", low=0.3, high=1, subset=["RMAE_test", "R2_test"])
Out[91]:
| RMSE_train | RMSE_test | RMAE_test | R2_test | |
|---|---|---|---|---|
| random_forest | 6.286856 | 6.439853 | 2.159778 | 0.703503 |
| knn | 5.720788 | 6.579231 | 2.156465 | 0.690530 |
| decision_tree | 6.645747 | 6.841186 | 2.219599 | 0.665396 |
| linear_poly | 8.310023 | 8.248431 | 2.531526 | 0.513580 |
| linear_interact | 8.554931 | 8.520469 | 2.564416 | 0.480966 |
| ridge | 9.397542 | 9.470600 | 2.696754 | 0.358756 |
| linear | 9.397542 | 9.470615 | 2.696750 | 0.358754 |
In [92]:
import numpy as np
from sklearn import model_selection
parameters = {
"criterion": ["squared_error", "absolute_error", "friedman_mse", "poisson"],
"max_depth": np.arange(1, 21).tolist()[0::2],
"min_samples_split": np.arange(2, 11).tolist()[0::2],
}
grid = model_selection.GridSearchCV(
tree.DecisionTreeRegressor(random_state=random_state), parameters, cv=5, n_jobs=-1, scoring="r2"
)
grid.fit(X_train, y_train)
grid.best_params_
Out[92]:
{'criterion': 'squared_error', 'max_depth': 11, 'min_samples_split': 10}
In [93]:
model = grid.best_estimator_
y_pred = model.predict(X_test)
old_metrics = {
"RMSE_test": models["decision_tree"]["RMSE_test"],
"RMAE_test": models["decision_tree"]["RMAE_test"],
"R2_test": models["decision_tree"]["R2_test"],
}
new_metrics = {}
new_metrics["RMSE_test"] = math.sqrt(metrics.mean_squared_error(y_test, y_pred))
new_metrics["RMAE_test"] = math.sqrt(
metrics.mean_absolute_error(y_test, y_pred)
)
new_metrics["R2_test"] = metrics.r2_score(y_test, y_pred)
display(old_metrics)
display(new_metrics)
{'RMSE_test': 6.84118617689543,
'RMAE_test': 2.2195993811135173,
'R2_test': 0.6653958046551318}
{'RMSE_test': 6.546479523550588,
'RMAE_test': 2.103303254163764,
'R2_test': 0.6936032245010844}
In [94]:
rules = tree.export_text(model, feature_names=X_train.columns.values.tolist())
print(rules)
|--- AT <= 16.96 | |--- TEY <= 118.41 | | |--- AT <= 10.84 | | | |--- AT <= 7.75 | | | | |--- AFDP <= 3.08 | | | | | |--- AFDP <= 2.68 | | | | | | |--- AFDP <= 2.54 | | | | | | | |--- AP <= 1021.35 | | | | | | | | |--- AP <= 1016.15 | | | | | | | | | |--- AP <= 1007.80 | | | | | | | | | | |--- AT <= 6.31 | | | | | | | | | | | |--- value: [116.50] | | | | | | | | | | |--- AT > 6.31 | | | | | | | | | | | |--- value: [101.82] | | | | | | | | | |--- AP > 1007.80 | | | | | | | | | | |--- AFDP <= 2.50 | | | | | | | | | | | |--- value: [95.24] | | | | | | | | | | |--- AFDP > 2.50 | | | | | | | | | | | |--- value: [104.93] | | | | | | | | |--- AP > 1016.15 | | | | | | | | | |--- AP <= 1018.40 | | | | | | | | | | |--- TEY <= 112.12 | | | | | | | | | | | |--- value: [111.41] | | | | | | | | | | |--- TEY > 112.12 | | | | | | | | | | | |--- value: [102.81] | | | | | | | | | |--- AP > 1018.40 | | | | | | | | | | |--- AFDP <= 2.52 | | | | | | | | | | | |--- value: [104.95] | | | | | | | | | | |--- AFDP > 2.52 | | | | | | | | | | | |--- value: [86.60] | | | | | | | |--- AP > 1021.35 | | | | | | | | |--- AT <= 4.92 | | | | | | | | | |--- value: [101.82] | | | | | | | | |--- AT > 4.92 | | | | | | | | | |--- TEY <= 108.91 | | | | | | | | | | |--- value: [91.26] | | | | | | | | | |--- TEY > 108.91 | | | | | | | | | | |--- value: [82.97] | | | | | | |--- AFDP > 2.54 | | | | | | | |--- AP <= 1015.95 | | | | | | | | |--- TEY <= 110.86 | | | | | | | | | |--- TEY <= 107.49 | | | | | | | | | | |--- value: [110.08] | | | | | | | | | |--- TEY > 107.49 | | | | | | | | | | |--- AP <= 1005.60 | | | | | | | | | | | |--- value: [103.35] | | | | | | | | | | |--- AP > 1005.60 | | | | | | | | | | | |--- value: [81.86] | | | | | | | | |--- TEY > 110.86 | | | | | | | | | |--- TEY <= 113.60 | | | | | | | | | | |--- AFDP <= 2.65 | | | | | | | | | | | |--- value: [109.32] | | | | | | | | | | |--- AFDP > 2.65 | | | | | | | | | | | |--- value: [77.58] | | | | | | | | | |--- TEY > 113.60 | | | | | | | | | | |--- value: [84.93] | | | | | | | |--- AP > 1015.95 | | | | | | | | |--- AT <= 1.06 | | | | | | | | | |--- value: [110.48] | | | | | | | | |--- AT > 1.06 | | | | | | | | | |--- TEY <= 117.10 | | | | | | | | | | |--- AP <= 1016.45 | | | | | | | | | | | |--- value: [113.75] | | | | | | | | | | |--- AP > 1016.45 | | | | | | | | | | | |--- value: [96.26] | | | | | | | | | |--- TEY > 117.10 | | | | | | | | | | |--- value: [75.21] | | | | | |--- AFDP > 2.68 | | | | | | |--- AP <= 1004.50 | | | | | | | |--- AT <= 5.40 | | | | | | | | |--- value: [63.86] | | | | | | | |--- AT > 5.40 | | | | | | | | |--- value: [67.52] | | | | | | |--- AP > 1004.50 | | | | | | | |--- AT <= 4.60 | | | | | | | | |--- AT <= 4.49 | | | | | | | | | |--- AT <= 1.30 | | | | | | | | | | |--- value: [104.05] | | | | | | | | | |--- AT > 1.30 | | | | | | | | | | |--- AFDP <= 2.93 | | | | | | | | | | | |--- value: [88.43] | | | | | | | | | | |--- AFDP > 2.93 | | | | | | | | | | | |--- value: [102.14] | | | | | | | | |--- AT > 4.49 | | | | | | | | | |--- value: [117.36] | | | | | | | |--- AT > 4.60 | | | | | | | | |--- TEY <= 108.23 | | | | | | | | | |--- value: [93.73] | | | | | | | | |--- TEY > 108.23 | | | | | | | | | |--- AP <= 1012.30 | | | | | | | | | | |--- value: [100.48] | | | | | | | | | |--- AP > 1012.30 | | | | | | | | | | |--- AT <= 5.27 | | | | | | | | | | | |--- value: [83.67] | | | | | | | | | | |--- AT > 5.27 | | | | | | | | | | | |--- value: [74.09] | | | | |--- AFDP > 3.08 | | | | | |--- AT <= 6.44 | | | | | | |--- AP <= 1027.60 | | | | | | | |--- AFDP <= 3.77 | | | | | | | | |--- TEY <= 112.90 | | | | | | | | | |--- AT <= 5.83 | | | | | | | | | | |--- TEY <= 112.76 | | | | | | | | | | | |--- value: [111.23] | | | | | | | | | | |--- TEY > 112.76 | | | | | | | | | | | |--- value: [116.38] | | | | | | | | | |--- AT > 5.83 | | | | | | | | | | |--- value: [119.10] | | | | | | | | |--- TEY > 112.90 | | | | | | | | | |--- TEY <= 116.24 | | | | | | | | | | |--- AP <= 1021.30 | | | | | | | | | | | |--- value: [105.35] | | | | | | | | | | |--- AP > 1021.30 | | | | | | | | | | | |--- value: [94.21] | | | | | | | | | |--- TEY > 116.24 | | | | | | | | | | |--- value: [118.98] | | | | | | | |--- AFDP > 3.77 | | | | | | | | |--- AP <= 1012.30 | | | | | | | | | |--- TEY <= 113.26 | | | | | | | | | | |--- value: [93.27] | | | | | | | | | |--- TEY > 113.26 | | | | | | | | | | |--- value: [99.21] | | | | | | | | |--- AP > 1012.30 | | | | | | | | | |--- AP <= 1016.10 | | | | | | | | | | |--- value: [115.30] | | | | | | | | | |--- AP > 1016.10 | | | | | | | | | | |--- AFDP <= 3.95 | | | | | | | | | | | |--- value: [101.47] | | | | | | | | | | |--- AFDP > 3.95 | | | | | | | | | | | |--- value: [107.94] | | | | | | |--- AP > 1027.60 | | | | | | | |--- TEY <= 117.04 | | | | | | | | |--- AT <= 5.73 | | | | | | | | | |--- value: [95.19] | | | | | | | | |--- AT > 5.73 | | | | | | | | | |--- value: [107.38] | | | | | | | |--- TEY > 117.04 | | | | | | | | |--- value: [66.55] | | | | | |--- AT > 6.44 | | | | | | |--- AP <= 1022.35 | | | | | | | |--- TEY <= 107.73 | | | | | | | | |--- value: [118.93] | | | | | | | |--- TEY > 107.73 | | | | | | | | |--- TEY <= 111.70 | | | | | | | | | |--- AP <= 1019.65 | | | | | | | | | | |--- value: [93.83] | | | | | | | | | |--- AP > 1019.65 | | | | | | | | | | |--- value: [106.34] | | | | | | | | |--- TEY > 111.70 | | | | | | | | | |--- AP <= 1014.20 | | | | | | | | | | |--- value: [85.09] | | | | | | | | | |--- AP > 1014.20 | | | | | | | | | | |--- AFDP <= 3.36 | | | | | | | | | | | |--- value: [85.38] | | | | | | | | | | |--- AFDP > 3.36 | | | | | | | | | | | |--- value: [94.56] | | | | | | |--- AP > 1022.35 | | | | | | | |--- TEY <= 111.43 | | | | | | | | |--- value: [113.48] | | | | | | | |--- TEY > 111.43 | | | | | | | | |--- AFDP <= 4.16 | | | | | | | | | |--- value: [102.59] | | | | | | | | |--- AFDP > 4.16 | | | | | | | | | |--- value: [94.57] | | | |--- AT > 7.75 | | | | |--- TEY <= 105.73 | | | | | |--- AP <= 1019.95 | | | | | | |--- AFDP <= 3.30 | | | | | | | |--- AP <= 1013.40 | | | | | | | | |--- value: [93.42] | | | | | | | |--- AP > 1013.40 | | | | | | | | |--- TEY <= 105.38 | | | | | | | | | |--- AP <= 1016.95 | | | | | | | | | | |--- value: [114.12] | | | | | | | | | |--- AP > 1016.95 | | | | | | | | | | |--- value: [102.84] | | | | | | | | |--- TEY > 105.38 | | | | | | | | | |--- value: [97.88] | | | | | | |--- AFDP > 3.30 | | | | | | | |--- value: [118.67] | | | | | |--- AP > 1019.95 | | | | | | |--- AT <= 9.77 | | | | | | | |--- value: [109.96] | | | | | | |--- AT > 9.77 | | | | | | | |--- value: [115.86] | | | | |--- TEY > 105.73 | | | | | |--- TEY <= 112.78 | | | | | | |--- AFDP <= 3.07 | | | | | | | |--- AP <= 1018.15 | | | | | | | | |--- AFDP <= 2.61 | | | | | | | | | |--- TEY <= 108.98 | | | | | | | | | | |--- AP <= 1002.90 | | | | | | | | | | | |--- value: [106.09] | | | | | | | | | | |--- AP > 1002.90 | | | | | | | | | | | |--- value: [81.07] | | | | | | | | | |--- TEY > 108.98 | | | | | | | | | | |--- AP <= 1010.85 | | | | | | | | | | | |--- value: [92.21] | | | | | | | | | | |--- AP > 1010.85 | | | | | | | | | | | |--- value: [102.29] | | | | | | | | |--- AFDP > 2.61 | | | | | | | | | |--- AP <= 1017.80 | | | | | | | | | | |--- AFDP <= 2.84 | | | | | | | | | | | |--- value: [84.57] | | | | | | | | | | |--- AFDP > 2.84 | | | | | | | | | | | |--- value: [73.18] | | | | | | | | | |--- AP > 1017.80 | | | | | | | | | | |--- value: [105.75] | | | | | | | |--- AP > 1018.15 | | | | | | | | |--- AFDP <= 2.42 | | | | | | | | | |--- AFDP <= 2.36 | | | | | | | | | | |--- AT <= 9.58 | | | | | | | | | | | |--- value: [84.76] | | | | | | | | | | |--- AT > 9.58 | | | | | | | | | | | |--- value: [76.38] | | | | | | | | | |--- AFDP > 2.36 | | | | | | | | | | |--- AP <= 1023.00 | | | | | | | | | | | |--- value: [102.46] | | | | | | | | | | |--- AP > 1023.00 | | | | | | | | | | | |--- value: [88.92] | | | | | | | | |--- AFDP > 2.42 | | | | | | | | | |--- TEY <= 107.95 | | | | | | | | | | |--- AT <= 10.63 | | | | | | | | | | | |--- value: [90.13] | | | | | | | | | | |--- AT > 10.63 | | | | | | | | | | | |--- value: [70.08] | | | | | | | | | |--- TEY > 107.95 | | | | | | | | | | |--- TEY <= 110.24 | | | | | | | | | | | |--- value: [76.33] | | | | | | | | | | |--- TEY > 110.24 | | | | | | | | | | | |--- value: [85.83] | | | | | | |--- AFDP > 3.07 | | | | | | | |--- AP <= 1016.95 | | | | | | | | |--- AP <= 1006.85 | | | | | | | | | |--- AFDP <= 4.64 | | | | | | | | | | |--- AFDP <= 3.86 | | | | | | | | | | | |--- value: [78.84] | | | | | | | | | | |--- AFDP > 3.86 | | | | | | | | | | | |--- value: [76.30] | | | | | | | | | |--- AFDP > 4.64 | | | | | | | | | | |--- value: [83.41] | | | | | | | | |--- AP > 1006.85 | | | | | | | | | |--- AT <= 9.63 | | | | | | | | | | |--- TEY <= 111.17 | | | | | | | | | | | |--- value: [99.12] | | | | | | | | | | |--- TEY > 111.17 | | | | | | | | | | | |--- value: [88.95] | | | | | | | | | |--- AT > 9.63 | | | | | | | | | | |--- TEY <= 110.70 | | | | | | | | | | | |--- value: [87.83] | | | | | | | | | | |--- TEY > 110.70 | | | | | | | | | | | |--- value: [83.35] | | | | | | | |--- AP > 1016.95 | | | | | | | | |--- AP <= 1021.95 | | | | | | | | | |--- TEY <= 108.09 | | | | | | | | | | |--- value: [117.91] | | | | | | | | | |--- TEY > 108.09 | | | | | | | | | | |--- TEY <= 109.14 | | | | | | | | | | | |--- value: [70.19] | | | | | | | | | | |--- TEY > 109.14 | | | | | | | | | | | |--- value: [92.00] | | | | | | | | |--- AP > 1021.95 | | | | | | | | | |--- AFDP <= 3.91 | | | | | | | | | | |--- AT <= 8.45 | | | | | | | | | | | |--- value: [113.01] | | | | | | | | | | |--- AT > 8.45 | | | | | | | | | | | |--- value: [102.39] | | | | | | | | | |--- AFDP > 3.91 | | | | | | | | | | |--- TEY <= 110.47 | | | | | | | | | | | |--- value: [104.77] | | | | | | | | | | |--- TEY > 110.47 | | | | | | | | | | | |--- value: [96.25] | | | | | |--- TEY > 112.78 | | | | | | |--- AT <= 8.93 | | | | | | | |--- AT <= 8.78 | | | | | | | | |--- TEY <= 115.89 | | | | | | | | | |--- AT <= 8.25 | | | | | | | | | | |--- value: [95.92] | | | | | | | | | |--- AT > 8.25 | | | | | | | | | | |--- value: [84.39] | | | | | | | | |--- TEY > 115.89 | | | | | | | | | |--- value: [77.00] | | | | | | | |--- AT > 8.78 | | | | | | | | |--- value: [105.73] | | | | | | |--- AT > 8.93 | | | | | | | |--- AFDP <= 3.15 | | | | | | | | |--- AFDP <= 2.77 | | | | | | | | | |--- AFDP <= 2.51 | | | | | | | | | | |--- value: [102.46] | | | | | | | | | |--- AFDP > 2.51 | | | | | | | | | | |--- AFDP <= 2.73 | | | | | | | | | | | |--- value: [73.86] | | | | | | | | | | |--- AFDP > 2.73 | | | | | | | | | | | |--- value: [90.82] | | | | | | | | |--- AFDP > 2.77 | | | | | | | | | |--- TEY <= 118.38 | | | | | | | | | | |--- AFDP <= 2.98 | | | | | | | | | | | |--- value: [67.53] | | | | | | | | | | |--- AFDP > 2.98 | | | | | | | | | | | |--- value: [60.71] | | | | | | | | | |--- TEY > 118.38 | | | | | | | | | | |--- value: [88.30] | | | | | | | |--- AFDP > 3.15 | | | | | | | | |--- AFDP <= 4.12 | | | | | | | | | |--- AT <= 10.03 | | | | | | | | | | |--- value: [88.63] | | | | | | | | | |--- AT > 10.03 | | | | | | | | | | |--- AFDP <= 3.38 | | | | | | | | | | | |--- value: [84.52] | | | | | | | | | | |--- AFDP > 3.38 | | | | | | | | | | | |--- value: [79.85] | | | | | | | | |--- AFDP > 4.12 | | | | | | | | | |--- value: [89.90] | | |--- AT > 10.84 | | | |--- TEY <= 105.88 | | | | |--- AFDP <= 3.11 | | | | | |--- AP <= 1017.55 | | | | | | |--- AP <= 1009.20 | | | | | | | |--- AT <= 13.34 | | | | | | | | |--- AP <= 1002.55 | | | | | | | | | |--- value: [98.43] | | | | | | | | |--- AP > 1002.55 | | | | | | | | | |--- value: [81.87] | | | | | | | |--- AT > 13.34 | | | | | | | | |--- AFDP <= 2.86 | | | | | | | | | |--- AP <= 1005.75 | | | | | | | | | | |--- value: [61.43] | | | | | | | | | |--- AP > 1005.75 | | | | | | | | | | |--- value: [71.73] | | | | | | | | |--- AFDP > 2.86 | | | | | | | | | |--- value: [83.57] | | | | | | |--- AP > 1009.20 | | | | | | | |--- AP <= 1009.50 | | | | | | | | |--- value: [101.12] | | | | | | | |--- AP > 1009.50 | | | | | | | | |--- AFDP <= 2.22 | | | | | | | | | |--- value: [100.76] | | | | | | | | |--- AFDP > 2.22 | | | | | | | | | |--- AT <= 13.87 | | | | | | | | | | |--- TEY <= 103.74 | | | | | | | | | | | |--- value: [90.18] | | | | | | | | | | |--- TEY > 103.74 | | | | | | | | | | | |--- value: [82.40] | | | | | | | | | |--- AT > 13.87 | | | | | | | | | | |--- AFDP <= 2.69 | | | | | | | | | | | |--- value: [78.34] | | | | | | | | | | |--- AFDP > 2.69 | | | | | | | | | | | |--- value: [90.40] | | | | | |--- AP > 1017.55 | | | | | | |--- AT <= 13.47 | | | | | | | |--- TEY <= 102.05 | | | | | | | | |--- AFDP <= 2.75 | | | | | | | | | |--- value: [108.23] | | | | | | | | |--- AFDP > 2.75 | | | | | | | | | |--- value: [95.85] | | | | | | | |--- TEY > 102.05 | | | | | | | | |--- AT <= 13.20 | | | | | | | | | |--- AP <= 1019.40 | | | | | | | | | | |--- value: [87.59] | | | | | | | | | |--- AP > 1019.40 | | | | | | | | | | |--- value: [98.62] | | | | | | | | |--- AT > 13.20 | | | | | | | | | |--- value: [82.74] | | | | | | |--- AT > 13.47 | | | | | | | |--- AP <= 1020.15 | | | | | | | | |--- AFDP <= 2.93 | | | | | | | | | |--- value: [99.99] | | | | | | | | |--- AFDP > 2.93 | | | | | | | | | |--- value: [89.11] | | | | | | | |--- AP > 1020.15 | | | | | | | | |--- AT <= 15.01 | | | | | | | | | |--- TEY <= 103.48 | | | | | | | | | | |--- AP <= 1032.75 | | | | | | | | | | | |--- value: [92.47] | | | | | | | | | | |--- AP > 1032.75 | | | | | | | | | | | |--- value: [101.08] | | | | | | | | | |--- TEY > 103.48 | | | | | | | | | | |--- value: [82.62] | | | | | | | | |--- AT > 15.01 | | | | | | | | | |--- TEY <= 101.69 | | | | | | | | | | |--- value: [85.48] | | | | | | | | | |--- TEY > 101.69 | | | | | | | | | | |--- value: [75.12] | | | | |--- AFDP > 3.11 | | | | | |--- AFDP <= 3.43 | | | | | | |--- AT <= 15.98 | | | | | | | |--- TEY <= 105.48 | | | | | | | | |--- AT <= 15.18 | | | | | | | | | |--- TEY <= 104.08 | | | | | | | | | | |--- value: [115.82] | | | | | | | | | |--- TEY > 104.08 | | | | | | | | | | |--- value: [112.59] | | | | | | | | |--- AT > 15.18 | | | | | | | | | |--- value: [110.68] | | | | | | | |--- TEY > 105.48 | | | | | | | | |--- value: [106.51] | | | | | | |--- AT > 15.98 | | | | | | | |--- value: [90.33] | | | | | |--- AFDP > 3.43 | | | | | | |--- AP <= 1019.55 | | | | | | | |--- AT <= 13.67 | | | | | | | | |--- value: [110.43] | | | | | | | |--- AT > 13.67 | | | | | | | | |--- TEY <= 104.15 | | | | | | | | | |--- AP <= 1010.65 | | | | | | | | | | |--- AP <= 997.11 | | | | | | | | | | | |--- value: [84.74] | | | | | | | | | | |--- AP > 997.11 | | | | | | | | | | | |--- value: [90.72] | | | | | | | | | |--- AP > 1010.65 | | | | | | | | | | |--- TEY <= 103.57 | | | | | | | | | | | |--- value: [94.56] | | | | | | | | | | |--- TEY > 103.57 | | | | | | | | | | | |--- value: [109.03] | | | | | | | | |--- TEY > 104.15 | | | | | | | | | |--- value: [82.91] | | | | | | |--- AP > 1019.55 | | | | | | | |--- value: [75.20] | | | |--- TEY > 105.88 | | | | |--- AT <= 14.18 | | | | | |--- AT <= 12.96 | | | | | | |--- AFDP <= 3.28 | | | | | | | |--- AFDP <= 2.70 | | | | | | | | |--- AP <= 1018.95 | | | | | | | | | |--- AFDP <= 2.32 | | | | | | | | | | |--- value: [69.84] | | | | | | | | | |--- AFDP > 2.32 | | | | | | | | | | |--- TEY <= 110.10 | | | | | | | | | | | |--- value: [83.07] | | | | | | | | | | |--- TEY > 110.10 | | | | | | | | | | | |--- value: [77.31] | | | | | | | | |--- AP > 1018.95 | | | | | | | | | |--- AFDP <= 2.48 | | | | | | | | | | |--- TEY <= 109.51 | | | | | | | | | | | |--- value: [89.91] | | | | | | | | | | |--- TEY > 109.51 | | | | | | | | | | | |--- value: [76.33] | | | | | | | | | |--- AFDP > 2.48 | | | | | | | | | | |--- AT <= 12.73 | | | | | | | | | | | |--- value: [65.96] | | | | | | | | | | |--- AT > 12.73 | | | | | | | | | | | |--- value: [93.79] | | | | | | | |--- AFDP > 2.70 | | | | | | | | |--- TEY <= 113.97 | | | | | | | | | |--- AFDP <= 2.92 | | | | | | | | | | |--- AT <= 10.98 | | | | | | | | | | | |--- value: [79.12] | | | | | | | | | | |--- AT > 10.98 | | | | | | | | | | | |--- value: [65.69] | | | | | | | | | |--- AFDP > 2.92 | | | | | | | | | | |--- TEY <= 110.45 | | | | | | | | | | | |--- value: [70.49] | | | | | | | | | | |--- TEY > 110.45 | | | | | | | | | | | |--- value: [75.04] | | | | | | | | |--- TEY > 113.97 | | | | | | | | | |--- AFDP <= 2.73 | | | | | | | | | | |--- value: [105.47] | | | | | | | | | |--- AFDP > 2.73 | | | | | | | | | | |--- TEY <= 116.98 | | | | | | | | | | | |--- value: [71.56] | | | | | | | | | | |--- TEY > 116.98 | | | | | | | | | | | |--- value: [81.42] | | | | | | |--- AFDP > 3.28 | | | | | | | |--- TEY <= 108.95 | | | | | | | | |--- AT <= 11.19 | | | | | | | | | |--- value: [106.11] | | | | | | | | |--- AT > 11.19 | | | | | | | | | |--- value: [91.55] | | | | | | | |--- TEY > 108.95 | | | | | | | | |--- AP <= 1015.95 | | | | | | | | | |--- AP <= 998.83 | | | | | | | | | | |--- value: [71.78] | | | | | | | | | |--- AP > 998.83 | | | | | | | | | | |--- TEY <= 111.57 | | | | | | | | | | | |--- value: [79.59] | | | | | | | | | | |--- TEY > 111.57 | | | | | | | | | | | |--- value: [77.50] | | | | | | | | |--- AP > 1015.95 | | | | | | | | | |--- AT <= 10.95 | | | | | | | | | | |--- value: [98.80] | | | | | | | | | |--- AT > 10.95 | | | | | | | | | | |--- TEY <= 110.22 | | | | | | | | | | | |--- value: [86.01] | | | | | | | | | | |--- TEY > 110.22 | | | | | | | | | | | |--- value: [81.44] | | | | | |--- AT > 12.96 | | | | | | |--- AFDP <= 3.18 | | | | | | | |--- AFDP <= 2.64 | | | | | | | | |--- TEY <= 109.60 | | | | | | | | | |--- AFDP <= 2.55 | | | | | | | | | | |--- TEY <= 108.28 | | | | | | | | | | | |--- value: [70.68] | | | | | | | | | | |--- TEY > 108.28 | | | | | | | | | | | |--- value: [77.74] | | | | | | | | | |--- AFDP > 2.55 | | | | | | | | | | |--- AFDP <= 2.58 | | | | | | | | | | | |--- value: [89.65] | | | | | | | | | | |--- AFDP > 2.58 | | | | | | | | | | | |--- value: [78.43] | | | | | | | | |--- TEY > 109.60 | | | | | | | | | |--- AP <= 1017.30 | | | | | | | | | | |--- AP <= 1013.65 | | | | | | | | | | | |--- value: [71.38] | | | | | | | | | | |--- AP > 1013.65 | | | | | | | | | | | |--- value: [82.73] | | | | | | | | | |--- AP > 1017.30 | | | | | | | | | | |--- value: [65.74] | | | | | | | |--- AFDP > 2.64 | | | | | | | | |--- AP <= 1006.05 | | | | | | | | | |--- TEY <= 113.60 | | | | | | | | | | |--- AP <= 995.91 | | | | | | | | | | | |--- value: [76.11] | | | | | | | | | | |--- AP > 995.91 | | | | | | | | | | | |--- value: [61.96] | | | | | | | | | |--- TEY > 113.60 | | | | | | | | | | |--- value: [71.80] | | | | | | | | |--- AP > 1006.05 | | | | | | | | | |--- TEY <= 107.85 | | | | | | | | | | |--- value: [80.35] | | | | | | | | | |--- TEY > 107.85 | | | | | | | | | | |--- AP <= 1018.25 | | | | | | | | | | | |--- value: [69.96] | | | | | | | | | | |--- AP > 1018.25 | | | | | | | | | | | |--- value: [62.14] | | | | | | |--- AFDP > 3.18 | | | | | | | |--- TEY <= 109.59 | | | | | | | | |--- TEY <= 109.20 | | | | | | | | | |--- TEY <= 108.95 | | | | | | | | | | |--- value: [83.19] | | | | | | | | | |--- TEY > 108.95 | | | | | | | | | | |--- value: [89.42] | | | | | | | | |--- TEY > 109.20 | | | | | | | | | |--- value: [80.12] | | | | | | | |--- TEY > 109.59 | | | | | | | | |--- TEY <= 116.28 | | | | | | | | | |--- AT <= 13.01 | | | | | | | | | | |--- value: [89.60] | | | | | | | | | |--- AT > 13.01 | | | | | | | | | | |--- AFDP <= 3.74 | | | | | | | | | | | |--- value: [74.23] | | | | | | | | | | |--- AFDP > 3.74 | | | | | | | | | | | |--- value: [77.24] | | | | | | | | |--- TEY > 116.28 | | | | | | | | | |--- value: [67.63] | | | | |--- AT > 14.18 | | | | | |--- AFDP <= 3.23 | | | | | | |--- AFDP <= 2.64 | | | | | | | |--- AFDP <= 2.39 | | | | | | | | |--- AP <= 1018.60 | | | | | | | | | |--- AP <= 1014.50 | | | | | | | | | | |--- AFDP <= 2.38 | | | | | | | | | | | |--- value: [66.21] | | | | | | | | | | |--- AFDP > 2.38 | | | | | | | | | | | |--- value: [63.90] | | | | | | | | | |--- AP > 1014.50 | | | | | | | | | | |--- AP <= 1016.45 | | | | | | | | | | | |--- value: [49.67] | | | | | | | | | | |--- AP > 1016.45 | | | | | | | | | | | |--- value: [60.76] | | | | | | | | |--- AP > 1018.60 | | | | | | | | | |--- value: [68.77] | | | | | | | |--- AFDP > 2.39 | | | | | | | | |--- AT <= 15.87 | | | | | | | | | |--- AP <= 996.88 | | | | | | | | | | |--- value: [65.04] | | | | | | | | | |--- AP > 996.88 | | | | | | | | | | |--- TEY <= 112.73 | | | | | | | | | | | |--- value: [72.67] | | | | | | | | | | |--- TEY > 112.73 | | | | | | | | | | | |--- value: [66.50] | | | | | | | | |--- AT > 15.87 | | | | | | | | | |--- AT <= 15.90 | | | | | | | | | | |--- value: [59.35] | | | | | | | | | |--- AT > 15.90 | | | | | | | | | | |--- TEY <= 108.41 | | | | | | | | | | | |--- value: [71.61] | | | | | | | | | | |--- TEY > 108.41 | | | | | | | | | | | |--- value: [67.20] | | | | | | |--- AFDP > 2.64 | | | | | | | |--- TEY <= 106.60 | | | | | | | | |--- value: [81.33] | | | | | | | |--- TEY > 106.60 | | | | | | | | |--- AT <= 15.21 | | | | | | | | | |--- AP <= 1008.70 | | | | | | | | | | |--- TEY <= 115.11 | | | | | | | | | | | |--- value: [67.82] | | | | | | | | | | |--- TEY > 115.11 | | | | | | | | | | | |--- value: [78.80] | | | | | | | | | |--- AP > 1008.70 | | | | | | | | | | |--- TEY <= 116.00 | | | | | | | | | | | |--- value: [65.32] | | | | | | | | | | |--- TEY > 116.00 | | | | | | | | | | | |--- value: [57.75] | | | | | | | | |--- AT > 15.21 | | | | | | | | | |--- AP <= 1016.65 | | | | | | | | | | |--- TEY <= 107.65 | | | | | | | | | | | |--- value: [70.40] | | | | | | | | | | |--- TEY > 107.65 | | | | | | | | | | | |--- value: [62.59] | | | | | | | | | |--- AP > 1016.65 | | | | | | | | | | |--- AFDP <= 3.19 | | | | | | | | | | | |--- value: [58.14] | | | | | | | | | | |--- AFDP > 3.19 | | | | | | | | | | | |--- value: [67.06] | | | | | |--- AFDP > 3.23 | | | | | | |--- AT <= 15.63 | | | | | | | |--- TEY <= 107.68 | | | | | | | | |--- value: [103.03] | | | | | | | |--- TEY > 107.68 | | | | | | | | |--- TEY <= 117.35 | | | | | | | | | |--- AT <= 14.72 | | | | | | | | | | |--- AP <= 1017.65 | | | | | | | | | | | |--- value: [73.60] | | | | | | | | | | |--- AP > 1017.65 | | | | | | | | | | | |--- value: [80.13] | | | | | | | | | |--- AT > 14.72 | | | | | | | | | | |--- AT <= 15.25 | | | | | | | | | | | |--- value: [70.94] | | | | | | | | | | |--- AT > 15.25 | | | | | | | | | | | |--- value: [73.15] | | | | | | | | |--- TEY > 117.35 | | | | | | | | | |--- value: [52.41] | | | | | | |--- AT > 15.63 | | | | | | | |--- AFDP <= 3.84 | | | | | | | | |--- AP <= 1005.95 | | | | | | | | | |--- value: [73.55] | | | | | | | | |--- AP > 1005.95 | | | | | | | | | |--- TEY <= 107.88 | | | | | | | | | | |--- value: [74.58] | | | | | | | | | |--- TEY > 107.88 | | | | | | | | | | |--- TEY <= 117.35 | | | | | | | | | | | |--- value: [65.74] | | | | | | | | | | |--- TEY > 117.35 | | | | | | | | | | | |--- value: [55.09] | | | | | | | |--- AFDP > 3.84 | | | | | | | | |--- AFDP <= 5.65 | | | | | | | | | |--- TEY <= 117.60 | | | | | | | | | | |--- AFDP <= 4.22 | | | | | | | | | | | |--- value: [72.10] | | | | | | | | | | |--- AFDP > 4.22 | | | | | | | | | | | |--- value: [68.87] | | | | | | | | | |--- TEY > 117.60 | | | | | | | | | | |--- value: [59.55] | | | | | | | | |--- AFDP > 5.65 | | | | | | | | | |--- value: [62.25] | |--- TEY > 118.41 | | |--- TEY <= 154.69 | | | |--- AT <= 10.44 | | | | |--- AFDP <= 3.69 | | | | | |--- AFDP <= 3.08 | | | | | | |--- AT <= 7.32 | | | | | | | |--- AT <= 4.48 | | | | | | | | |--- AFDP <= 2.54 | | | | | | | | | |--- value: [110.48] | | | | | | | | |--- AFDP > 2.54 | | | | | | | | | |--- AFDP <= 3.03 | | | | | | | | | | |--- AFDP <= 2.64 | | | | | | | | | | | |--- value: [74.85] | | | | | | | | | | |--- AFDP > 2.64 | | | | | | | | | | | |--- value: [85.30] | | | | | | | | | |--- AFDP > 3.03 | | | | | | | | | | |--- AP <= 1026.20 | | | | | | | | | | | |--- value: [80.67] | | | | | | | | | | |--- AP > 1026.20 | | | | | | | | | | | |--- value: [67.38] | | | | | | | |--- AT > 4.48 | | | | | | | | |--- AFDP <= 2.65 | | | | | | | | | |--- AP <= 1000.77 | | | | | | | | | | |--- value: [99.39] | | | | | | | | | |--- AP > 1000.77 | | | | | | | | | | |--- TEY <= 119.08 | | | | | | | | | | | |--- value: [86.01] | | | | | | | | | | |--- TEY > 119.08 | | | | | | | | | | | |--- value: [74.37] | | | | | | | | |--- AFDP > 2.65 | | | | | | | | | |--- AP <= 1004.20 | | | | | | | | | | |--- TEY <= 123.30 | | | | | | | | | | | |--- value: [62.85] | | | | | | | | | | |--- TEY > 123.30 | | | | | | | | | | | |--- value: [75.38] | | | | | | | | | |--- AP > 1004.20 | | | | | | | | | | |--- AP <= 1030.30 | | | | | | | | | | | |--- value: [81.32] | | | | | | | | | | |--- AP > 1030.30 | | | | | | | | | | | |--- value: [68.08] | | | | | | |--- AT > 7.32 | | | | | | | |--- TEY <= 124.25 | | | | | | | | |--- AFDP <= 2.98 | | | | | | | | | |--- AFDP <= 2.68 | | | | | | | | | | |--- AP <= 1025.90 | | | | | | | | | | | |--- value: [72.29] | | | | | | | | | | |--- AP > 1025.90 | | | | | | | | | | | |--- value: [90.44] | | | | | | | | | |--- AFDP > 2.68 | | | | | | | | | | |--- AT <= 8.48 | | | | | | | | | | | |--- value: [73.50] | | | | | | | | | | |--- AT > 8.48 | | | | | | | | | | | |--- value: [79.79] | | | | | | | | |--- AFDP > 2.98 | | | | | | | | | |--- AT <= 9.48 | | | | | | | | | | |--- value: [69.04] | | | | | | | | | |--- AT > 9.48 | | | | | | | | | | |--- TEY <= 121.17 | | | | | | | | | | | |--- value: [59.47] | | | | | | | | | | |--- TEY > 121.17 | | | | | | | | | | | |--- value: [63.91] | | | | | | | |--- TEY > 124.25 | | | | | | | | |--- AFDP <= 2.85 | | | | | | | | | |--- AP <= 1013.55 | | | | | | | | | | |--- TEY <= 126.77 | | | | | | | | | | | |--- value: [86.98] | | | | | | | | | | |--- TEY > 126.77 | | | | | | | | | | | |--- value: [75.82] | | | | | | | | | |--- AP > 1013.55 | | | | | | | | | | |--- TEY <= 132.26 | | | | | | | | | | | |--- value: [74.50] | | | | | | | | | | |--- TEY > 132.26 | | | | | | | | | | | |--- value: [68.19] | | | | | | | | |--- AFDP > 2.85 | | | | | | | | | |--- TEY <= 132.77 | | | | | | | | | | |--- AFDP <= 2.92 | | | | | | | | | | | |--- value: [83.88] | | | | | | | | | | |--- AFDP > 2.92 | | | | | | | | | | | |--- value: [73.94] | | | | | | | | | |--- TEY > 132.77 | | | | | | | | | | |--- AFDP <= 2.97 | | | | | | | | | | | |--- value: [76.81] | | | | | | | | | | |--- AFDP > 2.97 | | | | | | | | | | | |--- value: [80.33] | | | | | |--- AFDP > 3.08 | | | | | | |--- AT <= 7.40 | | | | | | | |--- AFDP <= 3.57 | | | | | | | | |--- AP <= 1022.35 | | | | | | | | | |--- AP <= 1003.85 | | | | | | | | | | |--- TEY <= 130.11 | | | | | | | | | | | |--- value: [64.78] | | | | | | | | | | |--- TEY > 130.11 | | | | | | | | | | | |--- value: [68.16] | | | | | | | | | |--- AP > 1003.85 | | | | | | | | | | |--- AP <= 1014.05 | | | | | | | | | | | |--- value: [76.48] | | | | | | | | | | |--- AP > 1014.05 | | | | | | | | | | | |--- value: [71.96] | | | | | | | | |--- AP > 1022.35 | | | | | | | | | |--- AFDP <= 3.20 | | | | | | | | | | |--- TEY <= 121.72 | | | | | | | | | | | |--- value: [61.09] | | | | | | | | | | |--- TEY > 121.72 | | | | | | | | | | | |--- value: [74.33] | | | | | | | | | |--- AFDP > 3.20 | | | | | | | | | | |--- TEY <= 135.92 | | | | | | | | | | | |--- value: [68.08] | | | | | | | | | | |--- TEY > 135.92 | | | | | | | | | | | |--- value: [81.79] | | | | | | | |--- AFDP > 3.57 | | | | | | | | |--- TEY <= 134.87 | | | | | | | | | |--- TEY <= 123.47 | | | | | | | | | | |--- value: [98.11] | | | | | | | | | |--- TEY > 123.47 | | | | | | | | | | |--- AP <= 1027.20 | | | | | | | | | | | |--- value: [81.43] | | | | | | | | | | |--- AP > 1027.20 | | | | | | | | | | | |--- value: [67.17] | | | | | | | | |--- TEY > 134.87 | | | | | | | | | |--- AFDP <= 3.62 | | | | | | | | | | |--- AT <= 4.10 | | | | | | | | | | | |--- value: [79.83] | | | | | | | | | | |--- AT > 4.10 | | | | | | | | | | | |--- value: [67.92] | | | | | | | | | |--- AFDP > 3.62 | | | | | | | | | | |--- value: [79.00] | | | | | | |--- AT > 7.40 | | | | | | | |--- TEY <= 121.76 | | | | | | | | |--- AP <= 1017.20 | | | | | | | | | |--- value: [65.66] | | | | | | | | |--- AP > 1017.20 | | | | | | | | | |--- AT <= 8.85 | | | | | | | | | | |--- value: [102.08] | | | | | | | | | |--- AT > 8.85 | | | | | | | | | | |--- value: [83.48] | | | | | | | |--- TEY > 121.76 | | | | | | | | |--- AFDP <= 3.27 | | | | | | | | | |--- TEY <= 131.83 | | | | | | | | | | |--- AFDP <= 3.18 | | | | | | | | | | | |--- value: [69.56] | | | | | | | | | | |--- AFDP > 3.18 | | | | | | | | | | | |--- value: [65.13] | | | | | | | | | |--- TEY > 131.83 | | | | | | | | | | |--- AP <= 1016.85 | | | | | | | | | | | |--- value: [76.15] | | | | | | | | | | |--- AP > 1016.85 | | | | | | | | | | | |--- value: [69.63] | | | | | | | | |--- AFDP > 3.27 | | | | | | | | | |--- TEY <= 137.00 | | | | | | | | | | |--- AP <= 1019.55 | | | | | | | | | | | |--- value: [64.95] | | | | | | | | | | |--- AP > 1019.55 | | | | | | | | | | | |--- value: [68.07] | | | | | | | | | |--- TEY > 137.00 | | | | | | | | | | |--- AFDP <= 3.61 | | | | | | | | | | | |--- value: [69.71] | | | | | | | | | | |--- AFDP > 3.61 | | | | | | | | | | | |--- value: [76.20] | | | | |--- AFDP > 3.69 | | | | | |--- TEY <= 140.11 | | | | | | |--- TEY <= 129.48 | | | | | | | |--- AT <= 7.53 | | | | | | | | |--- TEY <= 122.45 | | | | | | | | | |--- AP <= 1022.60 | | | | | | | | | | |--- value: [97.06] | | | | | | | | | |--- AP > 1022.60 | | | | | | | | | | |--- value: [111.10] | | | | | | | | |--- TEY > 122.45 | | | | | | | | | |--- AP <= 1025.90 | | | | | | | | | | |--- AFDP <= 4.53 | | | | | | | | | | | |--- value: [89.33] | | | | | | | | | | |--- AFDP > 4.53 | | | | | | | | | | | |--- value: [103.77] | | | | | | | | | |--- AP > 1025.90 | | | | | | | | | | |--- value: [96.54] | | | | | | | |--- AT > 7.53 | | | | | | | | |--- AT <= 8.01 | | | | | | | | | |--- value: [87.15] | | | | | | | | |--- AT > 8.01 | | | | | | | | | |--- AP <= 1023.45 | | | | | | | | | | |--- AP <= 1016.95 | | | | | | | | | | | |--- value: [81.38] | | | | | | | | | | |--- AP > 1016.95 | | | | | | | | | | | |--- value: [68.62] | | | | | | | | | |--- AP > 1023.45 | | | | | | | | | | |--- AT <= 9.55 | | | | | | | | | | | |--- value: [82.28] | | | | | | | | | | |--- AT > 9.55 | | | | | | | | | | | |--- value: [89.69] | | | | | | |--- TEY > 129.48 | | | | | | | |--- AT <= 5.33 | | | | | | | | |--- AFDP <= 4.05 | | | | | | | | | |--- AT <= 5.08 | | | | | | | | | | |--- AT <= 2.85 | | | | | | | | | | | |--- value: [87.61] | | | | | | | | | | |--- AT > 2.85 | | | | | | | | | | | |--- value: [84.89] | | | | | | | | | |--- AT > 5.08 | | | | | | | | | | |--- AFDP <= 3.96 | | | | | | | | | | | |--- value: [82.55] | | | | | | | | | | |--- AFDP > 3.96 | | | | | | | | | | | |--- value: [84.50] | | | | | | | | |--- AFDP > 4.05 | | | | | | | | | |--- AFDP <= 4.20 | | | | | | | | | | |--- AT <= 3.26 | | | | | | | | | | | |--- value: [66.58] | | | | | | | | | | |--- AT > 3.26 | | | | | | | | | | | |--- value: [80.43] | | | | | | | | | |--- AFDP > 4.20 | | | | | | | | | | |--- AT <= 4.24 | | | | | | | | | | | |--- value: [87.92] | | | | | | | | | | |--- AT > 4.24 | | | | | | | | | | | |--- value: [83.37] | | | | | | | |--- AT > 5.33 | | | | | | | | |--- AT <= 8.19 | | | | | | | | | |--- TEY <= 133.21 | | | | | | | | | | |--- AT <= 6.99 | | | | | | | | | | | |--- value: [71.40] | | | | | | | | | | |--- AT > 6.99 | | | | | | | | | | | |--- value: [81.36] | | | | | | | | | |--- TEY > 133.21 | | | | | | | | | | |--- AFDP <= 4.17 | | | | | | | | | | | |--- value: [79.86] | | | | | | | | | | |--- AFDP > 4.17 | | | | | | | | | | | |--- value: [82.19] | | | | | | | | |--- AT > 8.19 | | | | | | | | | |--- AFDP <= 3.77 | | | | | | | | | | |--- TEY <= 133.87 | | | | | | | | | | | |--- value: [75.86] | | | | | | | | | | |--- TEY > 133.87 | | | | | | | | | | | |--- value: [63.79] | | | | | | | | | |--- AFDP > 3.77 | | | | | | | | | | |--- TEY <= 139.06 | | | | | | | | | | | |--- value: [78.35] | | | | | | | | | | |--- TEY > 139.06 | | | | | | | | | | | |--- value: [86.03] | | | | | |--- TEY > 140.11 | | | | | | |--- AP <= 1026.90 | | | | | | | |--- AFDP <= 4.40 | | | | | | | | |--- AT <= 6.49 | | | | | | | | | |--- value: [67.02] | | | | | | | | |--- AT > 6.49 | | | | | | | | | |--- AT <= 10.05 | | | | | | | | | | |--- TEY <= 149.40 | | | | | | | | | | | |--- value: [73.44] | | | | | | | | | | |--- TEY > 149.40 | | | | | | | | | | | |--- value: [78.35] | | | | | | | | | |--- AT > 10.05 | | | | | | | | | | |--- value: [64.13] | | | | | | | |--- AFDP > 4.40 | | | | | | | | |--- TEY <= 152.04 | | | | | | | | | |--- AT <= 3.15 | | | | | | | | | | |--- value: [84.82] | | | | | | | | | |--- AT > 3.15 | | | | | | | | | | |--- AT <= 9.64 | | | | | | | | | | | |--- value: [76.41] | | | | | | | | | | |--- AT > 9.64 | | | | | | | | | | | |--- value: [81.60] | | | | | | | | |--- TEY > 152.04 | | | | | | | | | |--- TEY <= 153.49 | | | | | | | | | | |--- value: [68.55] | | | | | | | | | |--- TEY > 153.49 | | | | | | | | | | |--- value: [74.38] | | | | | | |--- AP > 1026.90 | | | | | | | |--- AFDP <= 4.66 | | | | | | | | |--- AP <= 1028.55 | | | | | | | | | |--- AP <= 1028.40 | | | | | | | | | | |--- AT <= 7.13 | | | | | | | | | | | |--- value: [65.47] | | | | | | | | | | |--- AT > 7.13 | | | | | | | | | | | |--- value: [62.11] | | | | | | | | | |--- AP > 1028.40 | | | | | | | | | | |--- value: [86.17] | | | | | | | | |--- AP > 1028.55 | | | | | | | | | |--- value: [58.68] | | | | | | | |--- AFDP > 4.66 | | | | | | | | |--- value: [74.12] | | | |--- AT > 10.44 | | | | |--- AFDP <= 3.85 | | | | | |--- AFDP <= 3.22 | | | | | | |--- AP <= 1011.45 | | | | | | | |--- TEY <= 131.36 | | | | | | | | |--- AFDP <= 3.12 | | | | | | | | | |--- AT <= 12.44 | | | | | | | | | | |--- TEY <= 129.86 | | | | | | | | | | | |--- value: [76.05] | | | | | | | | | | |--- TEY > 129.86 | | | | | | | | | | | |--- value: [66.60] | | | | | | | | | |--- AT > 12.44 | | | | | | | | | | |--- AP <= 1004.65 | | | | | | | | | | | |--- value: [73.93] | | | | | | | | | | |--- AP > 1004.65 | | | | | | | | | | | |--- value: [67.11] | | | | | | | | |--- AFDP > 3.12 | | | | | | | | | |--- TEY <= 126.62 | | | | | | | | | | |--- AT <= 13.91 | | | | | | | | | | | |--- value: [62.36] | | | | | | | | | | |--- AT > 13.91 | | | | | | | | | | | |--- value: [57.03] | | | | | | | | | |--- TEY > 126.62 | | | | | | | | | | |--- AFDP <= 3.16 | | | | | | | | | | | |--- value: [72.55] | | | | | | | | | | |--- AFDP > 3.16 | | | | | | | | | | | |--- value: [64.45] | | | | | | | |--- TEY > 131.36 | | | | | | | | |--- AFDP <= 3.03 | | | | | | | | | |--- TEY <= 136.56 | | | | | | | | | | |--- AFDP <= 2.99 | | | | | | | | | | | |--- value: [72.66] | | | | | | | | | | |--- AFDP > 2.99 | | | | | | | | | | | |--- value: [75.69] | | | | | | | | | |--- TEY > 136.56 | | | | | | | | | | |--- value: [63.13] | | | | | | | | |--- AFDP > 3.03 | | | | | | | | | |--- AT <= 12.72 | | | | | | | | | | |--- AFDP <= 3.17 | | | | | | | | | | | |--- value: [77.09] | | | | | | | | | | |--- AFDP > 3.17 | | | | | | | | | | | |--- value: [80.49] | | | | | | | | | |--- AT > 12.72 | | | | | | | | | | |--- AP <= 1000.65 | | | | | | | | | | | |--- value: [80.43] | | | | | | | | | | |--- AP > 1000.65 | | | | | | | | | | | |--- value: [74.51] | | | | | | |--- AP > 1011.45 | | | | | | | |--- AT <= 13.38 | | | | | | | | |--- TEY <= 119.15 | | | | | | | | | |--- value: [82.58] | | | | | | | | |--- TEY > 119.15 | | | | | | | | | |--- AP <= 1015.25 | | | | | | | | | | |--- AFDP <= 2.82 | | | | | | | | | | | |--- value: [67.28] | | | | | | | | | | |--- AFDP > 2.82 | | | | | | | | | | | |--- value: [72.06] | | | | | | | | | |--- AP > 1015.25 | | | | | | | | | | |--- AT <= 11.39 | | | | | | | | | | | |--- value: [70.44] | | | | | | | | | | |--- AT > 11.39 | | | | | | | | | | | |--- value: [66.62] | | | | | | | |--- AT > 13.38 | | | | | | | | |--- AP <= 1025.55 | | | | | | | | | |--- AP <= 1015.75 | | | | | | | | | | |--- TEY <= 130.24 | | | | | | | | | | | |--- value: [63.35] | | | | | | | | | | |--- TEY > 130.24 | | | | | | | | | | | |--- value: [69.62] | | | | | | | | | |--- AP > 1015.75 | | | | | | | | | | |--- TEY <= 124.64 | | | | | | | | | | | |--- value: [66.23] | | | | | | | | | | |--- TEY > 124.64 | | | | | | | | | | | |--- value: [62.08] | | | | | | | | |--- AP > 1025.55 | | | | | | | | | |--- value: [85.70] | | | | | |--- AFDP > 3.22 | | | | | | |--- TEY <= 132.02 | | | | | | | |--- AT <= 13.96 | | | | | | | | |--- AFDP <= 3.52 | | | | | | | | | |--- AT <= 13.94 | | | | | | | | | | |--- TEY <= 130.89 | | | | | | | | | | | |--- value: [60.93] | | | | | | | | | | |--- TEY > 130.89 | | | | | | | | | | | |--- value: [65.31] | | | | | | | | | |--- AT > 13.94 | | | | | | | | | | |--- value: [89.18] | | | | | | | | |--- AFDP > 3.52 | | | | | | | | | |--- TEY <= 130.03 | | | | | | | | | | |--- AFDP <= 3.54 | | | | | | | | | | | |--- value: [107.02] | | | | | | | | | | |--- AFDP > 3.54 | | | | | | | | | | | |--- value: [75.39] | | | | | | | | | |--- TEY > 130.03 | | | | | | | | | | |--- value: [61.85] | | | | | | | |--- AT > 13.96 | | | | | | | | |--- TEY <= 125.62 | | | | | | | | | |--- AFDP <= 3.47 | | | | | | | | | | |--- AP <= 1018.45 | | | | | | | | | | | |--- value: [64.51] | | | | | | | | | | |--- AP > 1018.45 | | | | | | | | | | | |--- value: [52.99] | | | | | | | | | |--- AFDP > 3.47 | | | | | | | | | | |--- AP <= 1016.00 | | | | | | | | | | | |--- value: [64.74] | | | | | | | | | | |--- AP > 1016.00 | | | | | | | | | | | |--- value: [75.23] | | | | | | | | |--- TEY > 125.62 | | | | | | | | | |--- TEY <= 130.99 | | | | | | | | | | |--- AP <= 999.11 | | | | | | | | | | | |--- value: [61.93] | | | | | | | | | | |--- AP > 999.11 | | | | | | | | | | | |--- value: [55.06] | | | | | | | | | |--- TEY > 130.99 | | | | | | | | | | |--- AP <= 1020.95 | | | | | | | | | | | |--- value: [58.59] | | | | | | | | | | |--- AP > 1020.95 | | | | | | | | | | | |--- value: [65.15] | | | | | | |--- TEY > 132.02 | | | | | | | |--- AFDP <= 3.37 | | | | | | | | |--- AP <= 1004.85 | | | | | | | | | |--- TEY <= 137.25 | | | | | | | | | | |--- AFDP <= 3.28 | | | | | | | | | | | |--- value: [75.48] | | | | | | | | | | |--- AFDP > 3.28 | | | | | | | | | | | |--- value: [79.22] | | | | | | | | | |--- TEY > 137.25 | | | | | | | | | | |--- value: [93.56] | | | | | | | | |--- AP > 1004.85 | | | | | | | | | |--- AP <= 1021.50 | | | | | | | | | | |--- AP <= 1014.65 | | | | | | | | | | | |--- value: [71.38] | | | | | | | | | | |--- AP > 1014.65 | | | | | | | | | | | |--- value: [66.72] | | | | | | | | | |--- AP > 1021.50 | | | | | | | | | | |--- AT <= 13.72 | | | | | | | | | | | |--- value: [83.02] | | | | | | | | | | |--- AT > 13.72 | | | | | | | | | | | |--- value: [72.73] | | | | | | | |--- AFDP > 3.37 | | | | | | | | |--- TEY <= 138.34 | | | | | | | | | |--- AP <= 1018.85 | | | | | | | | | | |--- AFDP <= 3.53 | | | | | | | | | | | |--- value: [65.29] | | | | | | | | | | |--- AFDP > 3.53 | | | | | | | | | | | |--- value: [62.99] | | | | | | | | | |--- AP > 1018.85 | | | | | | | | | | |--- AFDP <= 3.77 | | | | | | | | | | | |--- value: [65.61] | | | | | | | | | | |--- AFDP > 3.77 | | | | | | | | | | | |--- value: [77.13] | | | | | | | | |--- TEY > 138.34 | | | | | | | | | |--- TEY <= 152.07 | | | | | | | | | | |--- TEY <= 142.98 | | | | | | | | | | | |--- value: [66.71] | | | | | | | | | | |--- TEY > 142.98 | | | | | | | | | | | |--- value: [70.63] | | | | | | | | | |--- TEY > 152.07 | | | | | | | | | | |--- AFDP <= 3.56 | | | | | | | | | | | |--- value: [53.57] | | | | | | | | | | |--- AFDP > 3.56 | | | | | | | | | | | |--- value: [63.13] | | | | |--- AFDP > 3.85 | | | | | |--- AT <= 13.81 | | | | | | |--- TEY <= 134.82 | | | | | | | |--- AT <= 11.90 | | | | | | | | |--- AFDP <= 5.03 | | | | | | | | | |--- TEY <= 120.05 | | | | | | | | | | |--- value: [90.19] | | | | | | | | | |--- TEY > 120.05 | | | | | | | | | | |--- AP <= 1011.05 | | | | | | | | | | | |--- value: [74.74] | | | | | | | | | | |--- AP > 1011.05 | | | | | | | | | | | |--- value: [76.71] | | | | | | | | |--- AFDP > 5.03 | | | | | | | | | |--- value: [68.25] | | | | | | | |--- AT > 11.90 | | | | | | | | |--- AFDP <= 4.62 | | | | | | | | | |--- TEY <= 120.48 | | | | | | | | | | |--- value: [80.42] | | | | | | | | | |--- TEY > 120.48 | | | | | | | | | | |--- AP <= 1008.55 | | | | | | | | | | | |--- value: [70.96] | | | | | | | | | | |--- AP > 1008.55 | | | | | | | | | | | |--- value: [73.39] | | | | | | | | |--- AFDP > 4.62 | | | | | | | | | |--- AP <= 1010.00 | | | | | | | | | | |--- AFDP <= 5.15 | | | | | | | | | | | |--- value: [75.28] | | | | | | | | | | |--- AFDP > 5.15 | | | | | | | | | | | |--- value: [71.43] | | | | | | | | | |--- AP > 1010.00 | | | | | | | | | | |--- AP <= 1011.65 | | | | | | | | | | | |--- value: [86.58] | | | | | | | | | | |--- AP > 1011.65 | | | | | | | | | | | |--- value: [77.14] | | | | | | |--- TEY > 134.82 | | | | | | | |--- AP <= 1023.10 | | | | | | | | |--- AT <= 11.87 | | | | | | | | | |--- AT <= 11.85 | | | | | | | | | | |--- TEY <= 141.83 | | | | | | | | | | | |--- value: [76.75] | | | | | | | | | | |--- TEY > 141.83 | | | | | | | | | | | |--- value: [72.89] | | | | | | | | | |--- AT > 11.85 | | | | | | | | | | |--- value: [95.19] | | | | | | | | |--- AT > 11.87 | | | | | | | | | |--- AP <= 1003.45 | | | | | | | | | | |--- value: [80.39] | | | | | | | | | |--- AP > 1003.45 | | | | | | | | | | |--- AFDP <= 4.40 | | | | | | | | | | | |--- value: [73.02] | | | | | | | | | | |--- AFDP > 4.40 | | | | | | | | | | | |--- value: [69.83] | | | | | | | |--- AP > 1023.10 | | | | | | | | |--- AT <= 12.20 | | | | | | | | | |--- AT <= 11.45 | | | | | | | | | | |--- TEY <= 138.23 | | | | | | | | | | | |--- value: [65.60] | | | | | | | | | | |--- TEY > 138.23 | | | | | | | | | | | |--- value: [72.54] | | | | | | | | | |--- AT > 11.45 | | | | | | | | | | |--- value: [58.20] | | | | | | | | |--- AT > 12.20 | | | | | | | | | |--- value: [74.47] | | | | | |--- AT > 13.81 | | | | | | |--- TEY <= 131.55 | | | | | | | |--- TEY <= 128.55 | | | | | | | | |--- AFDP <= 4.20 | | | | | | | | | |--- AP <= 1001.37 | | | | | | | | | | |--- value: [81.84] | | | | | | | | | |--- AP > 1001.37 | | | | | | | | | | |--- TEY <= 122.11 | | | | | | | | | | | |--- value: [63.53] | | | | | | | | | | |--- TEY > 122.11 | | | | | | | | | | | |--- value: [68.47] | | | | | | | | |--- AFDP > 4.20 | | | | | | | | | |--- AT <= 16.50 | | | | | | | | | | |--- AP <= 1014.15 | | | | | | | | | | | |--- value: [73.75] | | | | | | | | | | |--- AP > 1014.15 | | | | | | | | | | | |--- value: [77.21] | | | | | | | | | |--- AT > 16.50 | | | | | | | | | | |--- value: [66.38] | | | | | | | |--- TEY > 128.55 | | | | | | | | |--- AFDP <= 4.70 | | | | | | | | | |--- AFDP <= 4.15 | | | | | | | | | | |--- value: [53.05] | | | | | | | | | |--- AFDP > 4.15 | | | | | | | | | | |--- AFDP <= 4.33 | | | | | | | | | | | |--- value: [69.17] | | | | | | | | | | |--- AFDP > 4.33 | | | | | | | | | | | |--- value: [58.35] | | | | | | | | |--- AFDP > 4.70 | | | | | | | | | |--- value: [74.74] | | | | | | |--- TEY > 131.55 | | | | | | | |--- AFDP <= 4.46 | | | | | | | | |--- AFDP <= 4.21 | | | | | | | | | |--- TEY <= 151.11 | | | | | | | | | | |--- TEY <= 143.90 | | | | | | | | | | | |--- value: [70.13] | | | | | | | | | | |--- TEY > 143.90 | | | | | | | | | | | |--- value: [59.28] | | | | | | | | | |--- TEY > 151.11 | | | | | | | | | | |--- AFDP <= 4.14 | | | | | | | | | | | |--- value: [74.48] | | | | | | | | | | |--- AFDP > 4.14 | | | | | | | | | | | |--- value: [69.95] | | | | | | | | |--- AFDP > 4.21 | | | | | | | | | |--- TEY <= 153.22 | | | | | | | | | | |--- AP <= 1003.00 | | | | | | | | | | | |--- value: [75.48] | | | | | | | | | | |--- AP > 1003.00 | | | | | | | | | | | |--- value: [67.95] | | | | | | | | | |--- TEY > 153.22 | | | | | | | | | | |--- AP <= 1015.30 | | | | | | | | | | | |--- value: [59.57] | | | | | | | | | | |--- AP > 1015.30 | | | | | | | | | | | |--- value: [54.12] | | | | | | | |--- AFDP > 4.46 | | | | | | | | |--- TEY <= 151.92 | | | | | | | | | |--- AP <= 1024.35 | | | | | | | | | | |--- AP <= 1008.85 | | | | | | | | | | | |--- value: [74.21] | | | | | | | | | | |--- AP > 1008.85 | | | | | | | | | | | |--- value: [71.38] | | | | | | | | | |--- AP > 1024.35 | | | | | | | | | | |--- AFDP <= 4.68 | | | | | | | | | | | |--- value: [74.73] | | | | | | | | | | |--- AFDP > 4.68 | | | | | | | | | | | |--- value: [79.82] | | | | | | | | |--- TEY > 151.92 | | | | | | | | | |--- AFDP <= 4.50 | | | | | | | | | | |--- value: [85.47] | | | | | | | | | |--- AFDP > 4.50 | | | | | | | | | | |--- AP <= 1011.25 | | | | | | | | | | | |--- value: [70.49] | | | | | | | | | | |--- AP > 1011.25 | | | | | | | | | | | |--- value: [63.58] | | |--- TEY > 154.69 | | | |--- AP <= 1021.95 | | | | |--- AFDP <= 4.02 | | | | | |--- AP <= 1010.05 | | | | | | |--- AT <= 14.50 | | | | | | | |--- TEY <= 156.10 | | | | | | | | |--- value: [60.57] | | | | | | | |--- TEY > 156.10 | | | | | | | | |--- AT <= 8.62 | | | | | | | | | |--- TEY <= 163.74 | | | | | | | | | | |--- AFDP <= 3.95 | | | | | | | | | | | |--- value: [61.98] | | | | | | | | | | |--- AFDP > 3.95 | | | | | | | | | | | |--- value: [69.44] | | | | | | | | | |--- TEY > 163.74 | | | | | | | | | | |--- AP <= 1009.15 | | | | | | | | | | | |--- value: [67.38] | | | | | | | | | | |--- AP > 1009.15 | | | | | | | | | | | |--- value: [65.41] | | | | | | | | |--- AT > 8.62 | | | | | | | | | |--- AP <= 1008.85 | | | | | | | | | | |--- AFDP <= 3.92 | | | | | | | | | | | |--- value: [68.22] | | | | | | | | | | |--- AFDP > 3.92 | | | | | | | | | | | |--- value: [71.41] | | | | | | | | | |--- AP > 1008.85 | | | | | | | | | | |--- value: [64.03] | | | | | | |--- AT > 14.50 | | | | | | | |--- AFDP <= 4.02 | | | | | | | | |--- AP <= 1009.35 | | | | | | | | | |--- AP <= 1002.20 | | | | | | | | | | |--- value: [70.62] | | | | | | | | | |--- AP > 1002.20 | | | | | | | | | | |--- TEY <= 155.17 | | | | | | | | | | | |--- value: [70.65] | | | | | | | | | | |--- TEY > 155.17 | | | | | | | | | | | |--- value: [72.75] | | | | | | | | |--- AP > 1009.35 | | | | | | | | | |--- value: [67.02] | | | | | | | |--- AFDP > 4.02 | | | | | | | | |--- value: [78.57] | | | | | |--- AP > 1010.05 | | | | | | |--- AT <= 14.17 | | | | | | | |--- AP <= 1015.10 | | | | | | | | |--- TEY <= 157.75 | | | | | | | | | |--- AFDP <= 3.81 | | | | | | | | | | |--- value: [61.69] | | | | | | | | | |--- AFDP > 3.81 | | | | | | | | | | |--- value: [57.78] | | | | | | | | |--- TEY > 157.75 | | | | | | | | | |--- AFDP <= 3.81 | | | | | | | | | | |--- TEY <= 162.24 | | | | | | | | | | | |--- value: [70.53] | | | | | | | | | | |--- TEY > 162.24 | | | | | | | | | | | |--- value: [66.88] | | | | | | | | | |--- AFDP > 3.81 | | | | | | | | | | |--- AP <= 1011.30 | | | | | | | | | | | |--- value: [66.28] | | | | | | | | | | |--- AP > 1011.30 | | | | | | | | | | | |--- value: [63.20] | | | | | | | |--- AP > 1015.10 | | | | | | | | |--- TEY <= 157.68 | | | | | | | | | |--- AT <= 5.81 | | | | | | | | | | |--- value: [70.42] | | | | | | | | | |--- AT > 5.81 | | | | | | | | | | |--- AT <= 12.36 | | | | | | | | | | | |--- value: [59.71] | | | | | | | | | | |--- AT > 12.36 | | | | | | | | | | | |--- value: [66.02] | | | | | | | | |--- TEY > 157.68 | | | | | | | | | |--- AT <= 2.45 | | | | | | | | | | |--- value: [64.64] | | | | | | | | | |--- AT > 2.45 | | | | | | | | | | |--- TEY <= 165.94 | | | | | | | | | | | |--- value: [59.60] | | | | | | | | | | |--- TEY > 165.94 | | | | | | | | | | | |--- value: [64.37] | | | | | | |--- AT > 14.17 | | | | | | | |--- TEY <= 155.00 | | | | | | | | |--- value: [70.21] | | | | | | | |--- TEY > 155.00 | | | | | | | | |--- AP <= 1010.25 | | | | | | | | | |--- value: [29.06] | | | | | | | | |--- AP > 1010.25 | | | | | | | | | |--- TEY <= 157.92 | | | | | | | | | | |--- TEY <= 155.04 | | | | | | | | | | | |--- value: [45.70] | | | | | | | | | | |--- TEY > 155.04 | | | | | | | | | | | |--- value: [58.77] | | | | | | | | | |--- TEY > 157.92 | | | | | | | | | | |--- AFDP <= 3.82 | | | | | | | | | | | |--- value: [56.83] | | | | | | | | | | |--- AFDP > 3.82 | | | | | | | | | | | |--- value: [48.24] | | | | |--- AFDP > 4.02 | | | | | |--- AP <= 1003.35 | | | | | | |--- TEY <= 161.49 | | | | | | | |--- TEY <= 156.42 | | | | | | | | |--- AFDP <= 4.99 | | | | | | | | | |--- value: [77.40] | | | | | | | | |--- AFDP > 4.99 | | | | | | | | | |--- value: [69.91] | | | | | | | |--- TEY > 156.42 | | | | | | | | |--- AP <= 997.74 | | | | | | | | | |--- value: [64.15] | | | | | | | | |--- AP > 997.74 | | | | | | | | | |--- AFDP <= 4.25 | | | | | | | | | | |--- TEY <= 159.33 | | | | | | | | | | | |--- value: [75.00] | | | | | | | | | | |--- TEY > 159.33 | | | | | | | | | | | |--- value: [70.44] | | | | | | | | | |--- AFDP > 4.25 | | | | | | | | | | |--- AFDP <= 4.29 | | | | | | | | | | | |--- value: [61.50] | | | | | | | | | | |--- AFDP > 4.29 | | | | | | | | | | | |--- value: [69.21] | | | | | | |--- TEY > 161.49 | | | | | | | |--- AFDP <= 5.87 | | | | | | | | |--- TEY <= 161.67 | | | | | | | | | |--- value: [84.28] | | | | | | | | |--- TEY > 161.67 | | | | | | | | | |--- AT <= 6.20 | | | | | | | | | | |--- value: [74.11] | | | | | | | | | |--- AT > 6.20 | | | | | | | | | | |--- value: [71.33] | | | | | | | |--- AFDP > 5.87 | | | | | | | | |--- value: [95.96] | | | | | |--- AP > 1003.35 | | | | | | |--- AT <= 12.80 | | | | | | | |--- AP <= 1020.75 | | | | | | | | |--- TEY <= 155.90 | | | | | | | | | |--- AP <= 1019.10 | | | | | | | | | | |--- AP <= 1007.00 | | | | | | | | | | | |--- value: [65.96] | | | | | | | | | | |--- AP > 1007.00 | | | | | | | | | | | |--- value: [74.05] | | | | | | | | | |--- AP > 1019.10 | | | | | | | | | | |--- value: [86.54] | | | | | | | | |--- TEY > 155.90 | | | | | | | | | |--- AFDP <= 4.07 | | | | | | | | | | |--- AP <= 1014.60 | | | | | | | | | | | |--- value: [69.42] | | | | | | | | | | |--- AP > 1014.60 | | | | | | | | | | | |--- value: [61.34] | | | | | | | | | |--- AFDP > 4.07 | | | | | | | | | | |--- TEY <= 164.28 | | | | | | | | | | | |--- value: [68.63] | | | | | | | | | | |--- TEY > 164.28 | | | | | | | | | | | |--- value: [66.97] | | | | | | | |--- AP > 1020.75 | | | | | | | | |--- AT <= 10.30 | | | | | | | | | |--- AFDP <= 4.73 | | | | | | | | | | |--- TEY <= 162.31 | | | | | | | | | | | |--- value: [56.23] | | | | | | | | | | |--- TEY > 162.31 | | | | | | | | | | | |--- value: [63.32] | | | | | | | | | |--- AFDP > 4.73 | | | | | | | | | | |--- AT <= 2.28 | | | | | | | | | | | |--- value: [70.58] | | | | | | | | | | |--- AT > 2.28 | | | | | | | | | | | |--- value: [64.66] | | | | | | | | |--- AT > 10.30 | | | | | | | | | |--- TEY <= 160.29 | | | | | | | | | | |--- AT <= 11.07 | | | | | | | | | | | |--- value: [53.90] | | | | | | | | | | |--- AT > 11.07 | | | | | | | | | | | |--- value: [66.59] | | | | | | | | | |--- TEY > 160.29 | | | | | | | | | | |--- AFDP <= 4.73 | | | | | | | | | | | |--- value: [77.72] | | | | | | | | | | |--- AFDP > 4.73 | | | | | | | | | | | |--- value: [64.70] | | | | | | |--- AT > 12.80 | | | | | | | |--- AFDP <= 4.22 | | | | | | | | |--- AT <= 14.75 | | | | | | | | | |--- AFDP <= 4.10 | | | | | | | | | | |--- AP <= 1010.15 | | | | | | | | | | | |--- value: [69.78] | | | | | | | | | | |--- AP > 1010.15 | | | | | | | | | | | |--- value: [63.84] | | | | | | | | | |--- AFDP > 4.10 | | | | | | | | | | |--- AT <= 14.56 | | | | | | | | | | | |--- value: [71.71] | | | | | | | | | | |--- AT > 14.56 | | | | | | | | | | | |--- value: [63.53] | | | | | | | | |--- AT > 14.75 | | | | | | | | | |--- AP <= 1021.45 | | | | | | | | | | |--- TEY <= 154.78 | | | | | | | | | | | |--- value: [66.59] | | | | | | | | | | |--- TEY > 154.78 | | | | | | | | | | | |--- value: [73.52] | | | | | | | | | |--- AP > 1021.45 | | | | | | | | | | |--- value: [79.72] | | | | | | | |--- AFDP > 4.22 | | | | | | | | |--- TEY <= 160.88 | | | | | | | | | |--- AP <= 1020.65 | | | | | | | | | | |--- AP <= 1018.60 | | | | | | | | | | | |--- value: [64.07] | | | | | | | | | | |--- AP > 1018.60 | | | | | | | | | | | |--- value: [67.46] | | | | | | | | | |--- AP > 1020.65 | | | | | | | | | | |--- AFDP <= 4.55 | | | | | | | | | | | |--- value: [51.78] | | | | | | | | | | |--- AFDP > 4.55 | | | | | | | | | | | |--- value: [60.68] | | | | | | | | |--- TEY > 160.88 | | | | | | | | | |--- AFDP <= 4.71 | | | | | | | | | | |--- value: [54.26] | | | | | | | | | |--- AFDP > 4.71 | | | | | | | | | | |--- value: [63.61] | | | |--- AP > 1021.95 | | | | |--- AP <= 1028.65 | | | | | |--- AFDP <= 4.64 | | | | | | |--- AFDP <= 4.46 | | | | | | | |--- AP <= 1025.75 | | | | | | | | |--- AT <= 15.13 | | | | | | | | | |--- AFDP <= 3.71 | | | | | | | | | | |--- value: [76.24] | | | | | | | | | |--- AFDP > 3.71 | | | | | | | | | | |--- AT <= 8.73 | | | | | | | | | | | |--- value: [59.12] | | | | | | | | | | |--- AT > 8.73 | | | | | | | | | | | |--- value: [62.40] | | | | | | | | |--- AT > 15.13 | | | | | | | | | |--- value: [79.29] | | | | | | | |--- AP > 1025.75 | | | | | | | | |--- AT <= -3.08 | | | | | | | | | |--- value: [78.82] | | | | | | | | |--- AT > -3.08 | | | | | | | | | |--- AFDP <= 4.09 | | | | | | | | | | |--- TEY <= 158.67 | | | | | | | | | | | |--- value: [71.03] | | | | | | | | | | |--- TEY > 158.67 | | | | | | | | | | | |--- value: [59.85] | | | | | | | | | |--- AFDP > 4.09 | | | | | | | | | | |--- TEY <= 167.63 | | | | | | | | | | | |--- value: [68.59] | | | | | | | | | | |--- TEY > 167.63 | | | | | | | | | | | |--- value: [77.32] | | | | | | |--- AFDP > 4.46 | | | | | | | |--- TEY <= 168.28 | | | | | | | | |--- TEY <= 162.04 | | | | | | | | | |--- AP <= 1022.45 | | | | | | | | | | |--- value: [65.31] | | | | | | | | | |--- AP > 1022.45 | | | | | | | | | | |--- TEY <= 157.93 | | | | | | | | | | | |--- value: [66.03] | | | | | | | | | | |--- TEY > 157.93 | | | | | | | | | | | |--- value: [49.52] | | | | | | | | |--- TEY > 162.04 | | | | | | | | | |--- AT <= 7.83 | | | | | | | | | | |--- AP <= 1025.75 | | | | | | | | | | | |--- value: [50.73] | | | | | | | | | | |--- AP > 1025.75 | | | | | | | | | | | |--- value: [73.65] | | | | | | | | | |--- AT > 7.83 | | | | | | | | | | |--- TEY <= 163.62 | | | | | | | | | | | |--- value: [60.50] | | | | | | | | | | |--- TEY > 163.62 | | | | | | | | | | | |--- value: [78.56] | | | | | | | |--- TEY > 168.28 | | | | | | | | |--- value: [76.63] | | | | | |--- AFDP > 4.64 | | | | | | |--- AFDP <= 4.68 | | | | | | | |--- value: [80.15] | | | | | | |--- AFDP > 4.68 | | | | | | | |--- AFDP <= 6.02 | | | | | | | | |--- AT <= 4.23 | | | | | | | | | |--- AFDP <= 5.00 | | | | | | | | | | |--- value: [75.16] | | | | | | | | | |--- AFDP > 5.00 | | | | | | | | | | |--- AP <= 1026.45 | | | | | | | | | | | |--- value: [68.73] | | | | | | | | | | |--- AP > 1026.45 | | | | | | | | | | | |--- value: [66.81] | | | | | | | | |--- AT > 4.23 | | | | | | | | | |--- TEY <= 168.04 | | | | | | | | | | |--- AP <= 1028.25 | | | | | | | | | | | |--- value: [64.44] | | | | | | | | | | |--- AP > 1028.25 | | | | | | | | | | | |--- value: [61.62] | | | | | | | | | |--- TEY > 168.04 | | | | | | | | | | |--- AT <= 7.01 | | | | | | | | | | | |--- value: [65.79] | | | | | | | | | | |--- AT > 7.01 | | | | | | | | | | | |--- value: [57.38] | | | | | | | |--- AFDP > 6.02 | | | | | | | | |--- AT <= 8.21 | | | | | | | | | |--- AP <= 1025.65 | | | | | | | | | | |--- value: [59.81] | | | | | | | | | |--- AP > 1025.65 | | | | | | | | | | |--- TEY <= 168.70 | | | | | | | | | | | |--- value: [61.83] | | | | | | | | | | |--- TEY > 168.70 | | | | | | | | | | | |--- value: [63.74] | | | | | | | | |--- AT > 8.21 | | | | | | | | | |--- value: [58.72] | | | | |--- AP > 1028.65 | | | | | |--- AFDP <= 4.31 | | | | | | |--- AT <= 7.17 | | | | | | | |--- TEY <= 174.27 | | | | | | | | |--- TEY <= 165.79 | | | | | | | | | |--- value: [57.50] | | | | | | | | |--- TEY > 165.79 | | | | | | | | | |--- AT <= 3.52 | | | | | | | | | | |--- TEY <= 172.72 | | | | | | | | | | | |--- value: [60.75] | | | | | | | | | | |--- TEY > 172.72 | | | | | | | | | | | |--- value: [62.56] | | | | | | | | | |--- AT > 3.52 | | | | | | | | | | |--- value: [78.95] | | | | | | | |--- TEY > 174.27 | | | | | | | | |--- AFDP <= 4.26 | | | | | | | | | |--- value: [58.70] | | | | | | | | |--- AFDP > 4.26 | | | | | | | | | |--- value: [55.80] | | | | | | |--- AT > 7.17 | | | | | | | |--- AT <= 8.24 | | | | | | | | |--- value: [65.60] | | | | | | | |--- AT > 8.24 | | | | | | | | |--- value: [69.87] | | | | | |--- AFDP > 4.31 | | | | | | |--- AFDP <= 5.00 | | | | | | | |--- AFDP <= 4.49 | | | | | | | | |--- AFDP <= 4.47 | | | | | | | | | |--- TEY <= 169.11 | | | | | | | | | | |--- AP <= 1030.45 | | | | | | | | | | | |--- value: [52.15] | | | | | | | | | | |--- AP > 1030.45 | | | | | | | | | | | |--- value: [49.10] | | | | | | | | | |--- TEY > 169.11 | | | | | | | | | | |--- value: [56.06] | | | | | | | | |--- AFDP > 4.47 | | | | | | | | | |--- value: [74.11] | | | | | | | |--- AFDP > 4.49 | | | | | | | | |--- AT <= 3.69 | | | | | | | | | |--- value: [49.60] | | | | | | | | |--- AT > 3.69 | | | | | | | | | |--- AFDP <= 4.65 | | | | | | | | | | |--- value: [48.30] | | | | | | | | | |--- AFDP > 4.65 | | | | | | | | | | |--- value: [47.38] | | | | | | |--- AFDP > 5.00 | | | | | | | |--- AT <= 5.07 | | | | | | | | |--- value: [47.72] | | | | | | | |--- AT > 5.07 | | | | | | | | |--- AFDP <= 5.79 | | | | | | | | | |--- AFDP <= 5.74 | | | | | | | | | | |--- AFDP <= 5.61 | | | | | | | | | | | |--- value: [64.03] | | | | | | | | | | |--- AFDP > 5.61 | | | | | | | | | | | |--- value: [61.03] | | | | | | | | | |--- AFDP > 5.74 | | | | | | | | | | |--- value: [69.37] | | | | | | | | |--- AFDP > 5.79 | | | | | | | | | |--- AP <= 1028.85 | | | | | | | | | | |--- value: [64.01] | | | | | | | | | |--- AP > 1028.85 | | | | | | | | | | |--- AT <= 9.16 | | | | | | | | | | | |--- value: [56.92] | | | | | | | | | | |--- AT > 9.16 | | | | | | | | | | | |--- value: [59.15] |--- AT > 16.96 | |--- TEY <= 131.89 | | |--- AT <= 20.42 | | | |--- TEY <= 106.33 | | | | |--- AFDP <= 2.25 | | | | | |--- value: [113.22] | | | | |--- AFDP > 2.25 | | | | | |--- AFDP <= 2.65 | | | | | | |--- TEY <= 100.91 | | | | | | | |--- value: [79.89] | | | | | | |--- TEY > 100.91 | | | | | | | |--- AT <= 20.18 | | | | | | | | |--- AP <= 1021.40 | | | | | | | | | |--- AT <= 20.14 | | | | | | | | | | |--- AT <= 18.61 | | | | | | | | | | | |--- value: [58.31] | | | | | | | | | | |--- AT > 18.61 | | | | | | | | | | | |--- value: [62.74] | | | | | | | | | |--- AT > 20.14 | | | | | | | | | | |--- value: [48.59] | | | | | | | | |--- AP > 1021.40 | | | | | | | | | |--- value: [70.81] | | | | | | | |--- AT > 20.18 | | | | | | | | |--- value: [74.72] | | | | | |--- AFDP > 2.65 | | | | | | |--- AT <= 19.34 | | | | | | | |--- TEY <= 104.92 | | | | | | | | |--- AP <= 1021.10 | | | | | | | | | |--- AT <= 19.32 | | | | | | | | | | |--- AT <= 17.50 | | | | | | | | | | | |--- value: [91.45] | | | | | | | | | | |--- AT > 17.50 | | | | | | | | | | | |--- value: [82.79] | | | | | | | | | |--- AT > 19.32 | | | | | | | | | | |--- value: [116.04] | | | | | | | | |--- AP > 1021.10 | | | | | | | | | |--- value: [61.30] | | | | | | | |--- TEY > 104.92 | | | | | | | | |--- AP <= 1014.25 | | | | | | | | | |--- TEY <= 105.71 | | | | | | | | | | |--- value: [72.16] | | | | | | | | | |--- TEY > 105.71 | | | | | | | | | | |--- value: [81.87] | | | | | | | | |--- AP > 1014.25 | | | | | | | | | |--- value: [58.84] | | | | | | |--- AT > 19.34 | | | | | | | |--- AFDP <= 2.73 | | | | | | | | |--- value: [90.98] | | | | | | | |--- AFDP > 2.73 | | | | | | | | |--- AT <= 20.12 | | | | | | | | | |--- AP <= 1016.75 | | | | | | | | | | |--- AT <= 19.35 | | | | | | | | | | | |--- value: [62.73] | | | | | | | | | | |--- AT > 19.35 | | | | | | | | | | | |--- value: [72.71] | | | | | | | | | |--- AP > 1016.75 | | | | | | | | | | |--- value: [83.05] | | | | | | | | |--- AT > 20.12 | | | | | | | | | |--- value: [66.39] | | | |--- TEY > 106.33 | | | | |--- AFDP <= 3.91 | | | | | |--- TEY <= 127.09 | | | | | | |--- AT <= 18.32 | | | | | | | |--- AP <= 1016.65 | | | | | | | | |--- AP <= 997.71 | | | | | | | | | |--- value: [74.86] | | | | | | | | |--- AP > 997.71 | | | | | | | | | |--- AFDP <= 2.67 | | | | | | | | | | |--- AFDP <= 2.30 | | | | | | | | | | | |--- value: [49.84] | | | | | | | | | | |--- AFDP > 2.30 | | | | | | | | | | | |--- value: [65.19] | | | | | | | | | |--- AFDP > 2.67 | | | | | | | | | | |--- AFDP <= 2.87 | | | | | | | | | | | |--- value: [57.81] | | | | | | | | | | |--- AFDP > 2.87 | | | | | | | | | | | |--- value: [61.51] | | | | | | | |--- AP > 1016.65 | | | | | | | | |--- AP <= 1017.85 | | | | | | | | | |--- AFDP <= 3.61 | | | | | | | | | | |--- value: [68.18] | | | | | | | | | |--- AFDP > 3.61 | | | | | | | | | | |--- value: [78.39] | | | | | | | | |--- AP > 1017.85 | | | | | | | | | |--- AP <= 1020.15 | | | | | | | | | | |--- TEY <= 108.30 | | | | | | | | | | | |--- value: [68.13] | | | | | | | | | | |--- TEY > 108.30 | | | | | | | | | | | |--- value: [56.67] | | | | | | | | | |--- AP > 1020.15 | | | | | | | | | | |--- TEY <= 126.08 | | | | | | | | | | | |--- value: [64.72] | | | | | | | | | | |--- TEY > 126.08 | | | | | | | | | | | |--- value: [76.81] | | | | | | |--- AT > 18.32 | | | | | | | |--- AP <= 999.96 | | | | | | | | |--- AT <= 19.45 | | | | | | | | | |--- TEY <= 109.39 | | | | | | | | | | |--- value: [77.28] | | | | | | | | | |--- TEY > 109.39 | | | | | | | | | | |--- value: [70.60] | | | | | | | | |--- AT > 19.45 | | | | | | | | | |--- value: [65.72] | | | | | | | |--- AP > 999.96 | | | | | | | | |--- AFDP <= 2.69 | | | | | | | | | |--- AFDP <= 2.42 | | | | | | | | | | |--- value: [49.98] | | | | | | | | | |--- AFDP > 2.42 | | | | | | | | | | |--- AFDP <= 2.65 | | | | | | | | | | | |--- value: [65.32] | | | | | | | | | | |--- AFDP > 2.65 | | | | | | | | | | | |--- value: [63.21] | | | | | | | | |--- AFDP > 2.69 | | | | | | | | | |--- TEY <= 127.02 | | | | | | | | | | |--- AT <= 19.85 | | | | | | | | | | | |--- value: [58.23] | | | | | | | | | | |--- AT > 19.85 | | | | | | | | | | | |--- value: [56.57] | | | | | | | | | |--- TEY > 127.02 | | | | | | | | | | |--- value: [80.26] | | | | | |--- TEY > 127.09 | | | | | | |--- AFDP <= 3.23 | | | | | | | |--- AFDP <= 3.19 | | | | | | | | |--- AFDP <= 2.96 | | | | | | | | | |--- value: [70.20] | | | | | | | | |--- AFDP > 2.96 | | | | | | | | | |--- TEY <= 127.90 | | | | | | | | | | |--- value: [77.66] | | | | | | | | | |--- TEY > 127.90 | | | | | | | | | | |--- value: [81.19] | | | | | | | |--- AFDP > 3.19 | | | | | | | | |--- value: [66.68] | | | | | | |--- AFDP > 3.23 | | | | | | | |--- AP <= 997.93 | | | | | | | | |--- AP <= 994.39 | | | | | | | | | |--- value: [64.96] | | | | | | | | |--- AP > 994.39 | | | | | | | | | |--- value: [61.93] | | | | | | | |--- AP > 997.93 | | | | | | | | |--- TEY <= 130.44 | | | | | | | | | |--- AP <= 1020.65 | | | | | | | | | | |--- TEY <= 130.34 | | | | | | | | | | | |--- value: [52.73] | | | | | | | | | | |--- TEY > 130.34 | | | | | | | | | | | |--- value: [47.39] | | | | | | | | | |--- AP > 1020.65 | | | | | | | | | | |--- value: [62.95] | | | | | | | | |--- TEY > 130.44 | | | | | | | | | |--- AFDP <= 3.31 | | | | | | | | | | |--- value: [64.29] | | | | | | | | | |--- AFDP > 3.31 | | | | | | | | | | |--- AP <= 1013.25 | | | | | | | | | | | |--- value: [56.01] | | | | | | | | | | |--- AP > 1013.25 | | | | | | | | | | | |--- value: [53.42] | | | | |--- AFDP > 3.91 | | | | | |--- TEY <= 116.94 | | | | | | |--- AFDP <= 4.41 | | | | | | | |--- AT <= 18.66 | | | | | | | | |--- AP <= 1011.80 | | | | | | | | | |--- AFDP <= 3.95 | | | | | | | | | | |--- value: [63.05] | | | | | | | | | |--- AFDP > 3.95 | | | | | | | | | | |--- AP <= 1002.25 | | | | | | | | | | | |--- value: [73.68] | | | | | | | | | | |--- AP > 1002.25 | | | | | | | | | | | |--- value: [69.24] | | | | | | | | |--- AP > 1011.80 | | | | | | | | | |--- TEY <= 116.83 | | | | | | | | | | |--- AFDP <= 4.18 | | | | | | | | | | | |--- value: [74.10] | | | | | | | | | | |--- AFDP > 4.18 | | | | | | | | | | | |--- value: [66.88] | | | | | | | | | |--- TEY > 116.83 | | | | | | | | | | |--- value: [85.35] | | | | | | | |--- AT > 18.66 | | | | | | | | |--- TEY <= 108.00 | | | | | | | | | |--- value: [81.76] | | | | | | | | |--- TEY > 108.00 | | | | | | | | | |--- AT <= 20.31 | | | | | | | | | | |--- AFDP <= 4.04 | | | | | | | | | | | |--- value: [70.38] | | | | | | | | | | |--- AFDP > 4.04 | | | | | | | | | | | |--- value: [66.24] | | | | | | | | | |--- AT > 20.31 | | | | | | | | | | |--- value: [54.22] | | | | | | |--- AFDP > 4.41 | | | | | | | |--- AT <= 17.57 | | | | | | | | |--- TEY <= 113.60 | | | | | | | | | |--- value: [68.25] | | | | | | | | |--- TEY > 113.60 | | | | | | | | | |--- value: [74.30] | | | | | | | |--- AT > 17.57 | | | | | | | | |--- AP <= 1009.00 | | | | | | | | | |--- value: [58.53] | | | | | | | | |--- AP > 1009.00 | | | | | | | | | |--- AP <= 1011.85 | | | | | | | | | | |--- value: [65.30] | | | | | | | | | |--- AP > 1011.85 | | | | | | | | | | |--- AT <= 19.00 | | | | | | | | | | | |--- value: [60.84] | | | | | | | | | | |--- AT > 19.00 | | | | | | | | | | | |--- value: [62.66] | | | | | |--- TEY > 116.94 | | | | | | |--- AFDP <= 4.54 | | | | | | | |--- AT <= 18.95 | | | | | | | | |--- AP <= 1014.70 | | | | | | | | | |--- AFDP <= 4.20 | | | | | | | | | | |--- AP <= 1008.10 | | | | | | | | | | | |--- value: [54.44] | | | | | | | | | | |--- AP > 1008.10 | | | | | | | | | | | |--- value: [64.29] | | | | | | | | | |--- AFDP > 4.20 | | | | | | | | | | |--- value: [68.90] | | | | | | | | |--- AP > 1014.70 | | | | | | | | | |--- TEY <= 128.17 | | | | | | | | | | |--- AFDP <= 4.45 | | | | | | | | | | | |--- value: [61.01] | | | | | | | | | | |--- AFDP > 4.45 | | | | | | | | | | | |--- value: [76.27] | | | | | | | | | |--- TEY > 128.17 | | | | | | | | | | |--- AFDP <= 3.98 | | | | | | | | | | | |--- value: [46.74] | | | | | | | | | | |--- AFDP > 3.98 | | | | | | | | | | | |--- value: [58.41] | | | | | | | |--- AT > 18.95 | | | | | | | | |--- TEY <= 126.44 | | | | | | | | | |--- AFDP <= 4.41 | | | | | | | | | | |--- AFDP <= 4.00 | | | | | | | | | | | |--- value: [63.77] | | | | | | | | | | |--- AFDP > 4.00 | | | | | | | | | | | |--- value: [57.45] | | | | | | | | | |--- AFDP > 4.41 | | | | | | | | | | |--- value: [69.98] | | | | | | | | |--- TEY > 126.44 | | | | | | | | | |--- AFDP <= 4.15 | | | | | | | | | | |--- AP <= 1007.45 | | | | | | | | | | | |--- value: [51.96] | | | | | | | | | | |--- AP > 1007.45 | | | | | | | | | | | |--- value: [47.82] | | | | | | | | | |--- AFDP > 4.15 | | | | | | | | | | |--- AP <= 1014.90 | | | | | | | | | | | |--- value: [59.11] | | | | | | | | | | |--- AP > 1014.90 | | | | | | | | | | | |--- value: [56.64] | | | | | | |--- AFDP > 4.54 | | | | | | | |--- AT <= 19.26 | | | | | | | | |--- AFDP <= 4.73 | | | | | | | | | |--- value: [73.36] | | | | | | | | |--- AFDP > 4.73 | | | | | | | | | |--- AP <= 1008.70 | | | | | | | | | | |--- value: [70.82] | | | | | | | | | |--- AP > 1008.70 | | | | | | | | | | |--- AFDP <= 4.97 | | | | | | | | | | | |--- value: [69.44] | | | | | | | | | | |--- AFDP > 4.97 | | | | | | | | | | | |--- value: [66.79] | | | | | | | |--- AT > 19.26 | | | | | | | | |--- AFDP <= 4.79 | | | | | | | | | |--- value: [60.54] | | | | | | | | |--- AFDP > 4.79 | | | | | | | | | |--- value: [66.68] | | |--- AT > 20.42 | | | |--- AT <= 22.75 | | | | |--- AFDP <= 4.25 | | | | | |--- TEY <= 103.75 | | | | | | |--- AT <= 22.49 | | | | | | | |--- AP <= 1019.30 | | | | | | | | |--- AP <= 1005.55 | | | | | | | | | |--- value: [71.65] | | | | | | | | |--- AP > 1005.55 | | | | | | | | | |--- AFDP <= 2.59 | | | | | | | | | | |--- value: [68.88] | | | | | | | | | |--- AFDP > 2.59 | | | | | | | | | | |--- AFDP <= 2.76 | | | | | | | | | | | |--- value: [54.05] | | | | | | | | | | |--- AFDP > 2.76 | | | | | | | | | | | |--- value: [63.17] | | | | | | | |--- AP > 1019.30 | | | | | | | | |--- value: [82.25] | | | | | | |--- AT > 22.49 | | | | | | | |--- value: [45.74] | | | | | |--- TEY > 103.75 | | | | | | |--- TEY <= 127.48 | | | | | | | |--- AP <= 1001.20 | | | | | | | | |--- value: [67.06] | | | | | | | |--- AP > 1001.20 | | | | | | | | |--- AFDP <= 2.67 | | | | | | | | | |--- TEY <= 110.10 | | | | | | | | | | |--- AP <= 1014.30 | | | | | | | | | | | |--- value: [63.23] | | | | | | | | | | |--- AP > 1014.30 | | | | | | | | | | | |--- value: [54.08] | | | | | | | | | |--- TEY > 110.10 | | | | | | | | | | |--- value: [75.51] | | | | | | | | |--- AFDP > 2.67 | | | | | | | | | |--- AT <= 21.66 | | | | | | | | | | |--- AFDP <= 3.84 | | | | | | | | | | | |--- value: [55.57] | | | | | | | | | | |--- AFDP > 3.84 | | | | | | | | | | | |--- value: [59.06] | | | | | | | | | |--- AT > 21.66 | | | | | | | | | | |--- AP <= 1011.65 | | | | | | | | | | | |--- value: [53.15] | | | | | | | | | | |--- AP > 1011.65 | | | | | | | | | | | |--- value: [55.47] | | | | | | |--- TEY > 127.48 | | | | | | | |--- TEY <= 131.67 | | | | | | | | |--- TEY <= 127.98 | | | | | | | | | |--- AFDP <= 3.80 | | | | | | | | | | |--- AP <= 1008.75 | | | | | | | | | | | |--- value: [53.84] | | | | | | | | | | |--- AP > 1008.75 | | | | | | | | | | | |--- value: [51.51] | | | | | | | | | |--- AFDP > 3.80 | | | | | | | | | | |--- AFDP <= 3.90 | | | | | | | | | | | |--- value: [45.96] | | | | | | | | | | |--- AFDP > 3.90 | | | | | | | | | | | |--- value: [50.08] | | | | | | | | |--- TEY > 127.98 | | | | | | | | | |--- AFDP <= 3.48 | | | | | | | | | | |--- AT <= 20.44 | | | | | | | | | | | |--- value: [63.95] | | | | | | | | | | |--- AT > 20.44 | | | | | | | | | | | |--- value: [49.12] | | | | | | | | | |--- AFDP > 3.48 | | | | | | | | | | |--- AFDP <= 3.79 | | | | | | | | | | | |--- value: [55.24] | | | | | | | | | | |--- AFDP > 3.79 | | | | | | | | | | | |--- value: [52.16] | | | | | | | |--- TEY > 131.67 | | | | | | | | |--- AFDP <= 3.73 | | | | | | | | | |--- value: [64.57] | | | | | | | | |--- AFDP > 3.73 | | | | | | | | | |--- AT <= 21.43 | | | | | | | | | | |--- value: [51.20] | | | | | | | | | |--- AT > 21.43 | | | | | | | | | | |--- value: [57.71] | | | | |--- AFDP > 4.25 | | | | | |--- AFDP <= 4.97 | | | | | | |--- TEY <= 121.69 | | | | | | | |--- AP <= 1014.35 | | | | | | | | |--- AFDP <= 4.46 | | | | | | | | | |--- TEY <= 113.07 | | | | | | | | | | |--- TEY <= 110.87 | | | | | | | | | | | |--- value: [65.63] | | | | | | | | | | |--- TEY > 110.87 | | | | | | | | | | | |--- value: [61.92] | | | | | | | | | |--- TEY > 113.07 | | | | | | | | | | |--- value: [56.05] | | | | | | | | |--- AFDP > 4.46 | | | | | | | | | |--- value: [67.64] | | | | | | | |--- AP > 1014.35 | | | | | | | | |--- value: [73.04] | | | | | | |--- TEY > 121.69 | | | | | | | |--- AP <= 1012.80 | | | | | | | | |--- AFDP <= 4.37 | | | | | | | | | |--- value: [59.62] | | | | | | | | |--- AFDP > 4.37 | | | | | | | | | |--- AFDP <= 4.62 | | | | | | | | | | |--- TEY <= 128.53 | | | | | | | | | | | |--- value: [56.06] | | | | | | | | | | |--- TEY > 128.53 | | | | | | | | | | | |--- value: [53.51] | | | | | | | | | |--- AFDP > 4.62 | | | | | | | | | | |--- value: [57.52] | | | | | | | |--- AP > 1012.80 | | | | | | | | |--- AP <= 1015.20 | | | | | | | | | |--- AP <= 1014.50 | | | | | | | | | | |--- value: [61.69] | | | | | | | | | |--- AP > 1014.50 | | | | | | | | | | |--- value: [71.82] | | | | | | | | |--- AP > 1015.20 | | | | | | | | | |--- TEY <= 131.21 | | | | | | | | | | |--- AP <= 1022.65 | | | | | | | | | | | |--- value: [56.76] | | | | | | | | | | |--- AP > 1022.65 | | | | | | | | | | | |--- value: [60.89] | | | | | | | | | |--- TEY > 131.21 | | | | | | | | | | |--- value: [65.21] | | | | | |--- AFDP > 4.97 | | | | | | |--- value: [69.65] | | | |--- AT > 22.75 | | | | |--- AFDP <= 4.34 | | | | | |--- TEY <= 130.00 | | | | | | |--- AP <= 1013.35 | | | | | | | |--- TEY <= 106.42 | | | | | | | | |--- AFDP <= 2.94 | | | | | | | | | |--- AT <= 25.57 | | | | | | | | | | |--- AFDP <= 2.80 | | | | | | | | | | | |--- value: [54.86] | | | | | | | | | | |--- AFDP > 2.80 | | | | | | | | | | | |--- value: [63.40] | | | | | | | | | |--- AT > 25.57 | | | | | | | | | | |--- value: [51.94] | | | | | | | | |--- AFDP > 2.94 | | | | | | | | | |--- TEY <= 102.90 | | | | | | | | | | |--- value: [68.17] | | | | | | | | | |--- TEY > 102.90 | | | | | | | | | | |--- AFDP <= 3.72 | | | | | | | | | | | |--- value: [52.33] | | | | | | | | | | |--- AFDP > 3.72 | | | | | | | | | | | |--- value: [56.12] | | | | | | | |--- TEY > 106.42 | | | | | | | | |--- AFDP <= 2.70 | | | | | | | | | |--- value: [67.21] | | | | | | | | |--- AFDP > 2.70 | | | | | | | | | |--- AFDP <= 4.21 | | | | | | | | | | |--- AFDP <= 3.87 | | | | | | | | | | | |--- value: [51.45] | | | | | | | | | | |--- AFDP > 3.87 | | | | | | | | | | | |--- value: [49.54] | | | | | | | | | |--- AFDP > 4.21 | | | | | | | | | | |--- TEY <= 109.94 | | | | | | | | | | | |--- value: [66.41] | | | | | | | | | | |--- TEY > 109.94 | | | | | | | | | | | |--- value: [52.66] | | | | | | |--- AP > 1013.35 | | | | | | | |--- TEY <= 111.82 | | | | | | | | |--- TEY <= 106.23 | | | | | | | | | |--- AFDP <= 3.51 | | | | | | | | | | |--- TEY <= 102.97 | | | | | | | | | | | |--- value: [51.63] | | | | | | | | | | |--- TEY > 102.97 | | | | | | | | | | | |--- value: [55.44] | | | | | | | | | |--- AFDP > 3.51 | | | | | | | | | | |--- value: [65.36] | | | | | | | | |--- TEY > 106.23 | | | | | | | | | |--- TEY <= 110.76 | | | | | | | | | | |--- AFDP <= 3.24 | | | | | | | | | | | |--- value: [50.74] | | | | | | | | | | |--- AFDP > 3.24 | | | | | | | | | | | |--- value: [52.39] | | | | | | | | | |--- TEY > 110.76 | | | | | | | | | | |--- AFDP <= 3.39 | | | | | | | | | | | |--- value: [53.89] | | | | | | | | | | |--- AFDP > 3.39 | | | | | | | | | | | |--- value: [51.11] | | | | | | | |--- TEY > 111.82 | | | | | | | | |--- AT <= 26.73 | | | | | | | | | |--- AFDP <= 4.04 | | | | | | | | | | |--- AP <= 1018.45 | | | | | | | | | | | |--- value: [55.26] | | | | | | | | | | |--- AP > 1018.45 | | | | | | | | | | | |--- value: [50.75] | | | | | | | | | |--- AFDP > 4.04 | | | | | | | | | | |--- AT <= 23.21 | | | | | | | | | | | |--- value: [55.58] | | | | | | | | | | |--- AT > 23.21 | | | | | | | | | | | |--- value: [62.80] | | | | | | | | |--- AT > 26.73 | | | | | | | | | |--- AFDP <= 3.98 | | | | | | | | | | |--- AFDP <= 3.60 | | | | | | | | | | | |--- value: [52.85] | | | | | | | | | | |--- AFDP > 3.60 | | | | | | | | | | | |--- value: [55.96] | | | | | | | | | |--- AFDP > 3.98 | | | | | | | | | | |--- TEY <= 129.35 | | | | | | | | | | | |--- value: [51.05] | | | | | | | | | | |--- TEY > 129.35 | | | | | | | | | | | |--- value: [59.46] | | | | | |--- TEY > 130.00 | | | | | | |--- AT <= 28.02 | | | | | | | |--- AFDP <= 3.86 | | | | | | | | |--- AFDP <= 3.69 | | | | | | | | | |--- AP <= 1009.75 | | | | | | | | | | |--- value: [54.12] | | | | | | | | | |--- AP > 1009.75 | | | | | | | | | | |--- AFDP <= 3.49 | | | | | | | | | | | |--- value: [58.44] | | | | | | | | | | |--- AFDP > 3.49 | | | | | | | | | | | |--- value: [63.86] | | | | | | | | |--- AFDP > 3.69 | | | | | | | | | |--- AP <= 1010.95 | | | | | | | | | | |--- TEY <= 131.78 | | | | | | | | | | | |--- value: [57.17] | | | | | | | | | | |--- TEY > 131.78 | | | | | | | | | | | |--- value: [69.12] | | | | | | | | | |--- AP > 1010.95 | | | | | | | | | | |--- TEY <= 131.18 | | | | | | | | | | | |--- value: [55.59] | | | | | | | | | | |--- TEY > 131.18 | | | | | | | | | | | |--- value: [51.67] | | | | | | | |--- AFDP > 3.86 | | | | | | | | |--- AFDP <= 3.99 | | | | | | | | | |--- AP <= 1007.30 | | | | | | | | | | |--- value: [60.27] | | | | | | | | | |--- AP > 1007.30 | | | | | | | | | | |--- AP <= 1012.95 | | | | | | | | | | | |--- value: [47.66] | | | | | | | | | | |--- AP > 1012.95 | | | | | | | | | | | |--- value: [53.61] | | | | | | | | |--- AFDP > 3.99 | | | | | | | | | |--- AP <= 1002.30 | | | | | | | | | | |--- value: [72.58] | | | | | | | | | |--- AP > 1002.30 | | | | | | | | | | |--- AP <= 1006.10 | | | | | | | | | | | |--- value: [51.98] | | | | | | | | | | |--- AP > 1006.10 | | | | | | | | | | | |--- value: [57.91] | | | | | | |--- AT > 28.02 | | | | | | | |--- AT <= 28.04 | | | | | | | | |--- value: [102.33] | | | | | | | |--- AT > 28.04 | | | | | | | | |--- TEY <= 131.65 | | | | | | | | | |--- AFDP <= 4.12 | | | | | | | | | | |--- AFDP <= 3.96 | | | | | | | | | | | |--- value: [58.07] | | | | | | | | | | |--- AFDP > 3.96 | | | | | | | | | | | |--- value: [54.41] | | | | | | | | | |--- AFDP > 4.12 | | | | | | | | | | |--- value: [61.43] | | | | | | | | |--- TEY > 131.65 | | | | | | | | | |--- value: [62.78] | | | | |--- AFDP > 4.34 | | | | | |--- AP <= 1015.20 | | | | | | |--- AFDP <= 4.74 | | | | | | | |--- AT <= 29.37 | | | | | | | | |--- AP <= 1008.50 | | | | | | | | | |--- AFDP <= 4.65 | | | | | | | | | | |--- AT <= 25.83 | | | | | | | | | | | |--- value: [60.89] | | | | | | | | | | |--- AT > 25.83 | | | | | | | | | | | |--- value: [57.56] | | | | | | | | | |--- AFDP > 4.65 | | | | | | | | | | |--- value: [66.58] | | | | | | | | |--- AP > 1008.50 | | | | | | | | | |--- TEY <= 124.88 | | | | | | | | | | |--- AT <= 23.16 | | | | | | | | | | | |--- value: [65.16] | | | | | | | | | | |--- AT > 23.16 | | | | | | | | | | | |--- value: [53.07] | | | | | | | | | |--- TEY > 124.88 | | | | | | | | | | |--- AFDP <= 4.55 | | | | | | | | | | | |--- value: [59.83] | | | | | | | | | | |--- AFDP > 4.55 | | | | | | | | | | | |--- value: [56.13] | | | | | | | |--- AT > 29.37 | | | | | | | | |--- AP <= 1009.60 | | | | | | | | | |--- TEY <= 127.86 | | | | | | | | | | |--- value: [50.24] | | | | | | | | | |--- TEY > 127.86 | | | | | | | | | | |--- AFDP <= 4.36 | | | | | | | | | | | |--- value: [55.71] | | | | | | | | | | |--- AFDP > 4.36 | | | | | | | | | | | |--- value: [52.92] | | | | | | | | |--- AP > 1009.60 | | | | | | | | | |--- value: [57.61] | | | | | | |--- AFDP > 4.74 | | | | | | | |--- AT <= 24.21 | | | | | | | | |--- value: [68.62] | | | | | | | |--- AT > 24.21 | | | | | | | | |--- AP <= 1008.55 | | | | | | | | | |--- value: [67.95] | | | | | | | | |--- AP > 1008.55 | | | | | | | | | |--- TEY <= 130.88 | | | | | | | | | | |--- AT <= 28.09 | | | | | | | | | | | |--- value: [56.33] | | | | | | | | | | |--- AT > 28.09 | | | | | | | | | | | |--- value: [61.54] | | | | | | | | | |--- TEY > 130.88 | | | | | | | | | | |--- value: [61.61] | | | | | |--- AP > 1015.20 | | | | | | |--- AT <= 24.31 | | | | | | | |--- value: [56.77] | | | | | | |--- AT > 24.31 | | | | | | | |--- value: [75.10] | |--- TEY > 131.89 | | |--- TEY <= 136.65 | | | |--- AFDP <= 3.45 | | | | |--- AP <= 1019.80 | | | | | |--- AP <= 1003.00 | | | | | | |--- AFDP <= 3.25 | | | | | | | |--- AT <= 18.72 | | | | | | | | |--- AP <= 1001.50 | | | | | | | | | |--- value: [70.73] | | | | | | | | |--- AP > 1001.50 | | | | | | | | | |--- value: [74.47] | | | | | | | |--- AT > 18.72 | | | | | | | | |--- value: [77.84] | | | | | | |--- AFDP > 3.25 | | | | | | | |--- AFDP <= 3.38 | | | | | | | | |--- AT <= 17.06 | | | | | | | | | |--- value: [74.08] | | | | | | | | |--- AT > 17.06 | | | | | | | | | |--- AT <= 17.33 | | | | | | | | | | |--- value: [84.05] | | | | | | | | | |--- AT > 17.33 | | | | | | | | | | |--- AP <= 996.41 | | | | | | | | | | | |--- value: [81.44] | | | | | | | | | | |--- AP > 996.41 | | | | | | | | | | | |--- value: [79.31] | | | | | | | |--- AFDP > 3.38 | | | | | | | | |--- value: [86.09] | | | | | |--- AP > 1003.00 | | | | | | |--- AP <= 1015.95 | | | | | | | |--- AT <= 19.73 | | | | | | | | |--- AFDP <= 3.30 | | | | | | | | | |--- AT <= 17.39 | | | | | | | | | | |--- AFDP <= 3.21 | | | | | | | | | | | |--- value: [69.50] | | | | | | | | | | |--- AFDP > 3.21 | | | | | | | | | | | |--- value: [63.41] | | | | | | | | | |--- AT > 17.39 | | | | | | | | | | |--- AFDP <= 3.28 | | | | | | | | | | | |--- value: [71.28] | | | | | | | | | | |--- AFDP > 3.28 | | | | | | | | | | | |--- value: [78.34] | | | | | | | | |--- AFDP > 3.30 | | | | | | | | | |--- TEY <= 134.46 | | | | | | | | | | |--- TEY <= 133.94 | | | | | | | | | | | |--- value: [67.55] | | | | | | | | | | |--- TEY > 133.94 | | | | | | | | | | | |--- value: [64.11] | | | | | | | | | |--- TEY > 134.46 | | | | | | | | | | |--- AP <= 1004.30 | | | | | | | | | | | |--- value: [79.93] | | | | | | | | | | |--- AP > 1004.30 | | | | | | | | | | | |--- value: [68.45] | | | | | | | |--- AT > 19.73 | | | | | | | | |--- AT <= 19.96 | | | | | | | | | |--- value: [76.06] | | | | | | | | |--- AT > 19.96 | | | | | | | | | |--- AP <= 1010.05 | | | | | | | | | | |--- AFDP <= 3.41 | | | | | | | | | | | |--- value: [72.47] | | | | | | | | | | |--- AFDP > 3.41 | | | | | | | | | | | |--- value: [75.70] | | | | | | | | | |--- AP > 1010.05 | | | | | | | | | | |--- value: [69.38] | | | | | | |--- AP > 1015.95 | | | | | | | |--- AFDP <= 3.22 | | | | | | | | |--- TEY <= 132.76 | | | | | | | | | |--- value: [71.08] | | | | | | | | |--- TEY > 132.76 | | | | | | | | | |--- AP <= 1017.15 | | | | | | | | | | |--- AFDP <= 2.91 | | | | | | | | | | | |--- value: [61.39] | | | | | | | | | | |--- AFDP > 2.91 | | | | | | | | | | | |--- value: [59.28] | | | | | | | | | |--- AP > 1017.15 | | | | | | | | | | |--- value: [57.56] | | | | | | | |--- AFDP > 3.22 | | | | | | | | |--- AFDP <= 3.26 | | | | | | | | | |--- value: [72.22] | | | | | | | | |--- AFDP > 3.26 | | | | | | | | | |--- AP <= 1016.30 | | | | | | | | | | |--- value: [70.29] | | | | | | | | | |--- AP > 1016.30 | | | | | | | | | | |--- AFDP <= 3.31 | | | | | | | | | | | |--- value: [61.23] | | | | | | | | | | |--- AFDP > 3.31 | | | | | | | | | | | |--- value: [65.79] | | | | |--- AP > 1019.80 | | | | | |--- AFDP <= 3.31 | | | | | | |--- AT <= 18.05 | | | | | | | |--- value: [82.82] | | | | | | |--- AT > 18.05 | | | | | | | |--- AFDP <= 3.20 | | | | | | | | |--- value: [100.06] | | | | | | | |--- AFDP > 3.20 | | | | | | | | |--- AP <= 1027.45 | | | | | | | | | |--- value: [90.37] | | | | | | | | |--- AP > 1027.45 | | | | | | | | | |--- value: [93.30] | | | | | |--- AFDP > 3.31 | | | | | | |--- value: [72.49] | | | |--- AFDP > 3.45 | | | | |--- AFDP <= 4.76 | | | | | |--- AP <= 999.62 | | | | | | |--- AFDP <= 4.15 | | | | | | | |--- value: [63.25] | | | | | | |--- AFDP > 4.15 | | | | | | | |--- AFDP <= 4.28 | | | | | | | | |--- value: [72.88] | | | | | | | |--- AFDP > 4.28 | | | | | | | | |--- AP <= 998.15 | | | | | | | | | |--- AT <= 17.91 | | | | | | | | | | |--- value: [76.61] | | | | | | | | | |--- AT > 17.91 | | | | | | | | | | |--- AP <= 988.80 | | | | | | | | | | | |--- value: [78.38] | | | | | | | | | | |--- AP > 988.80 | | | | | | | | | | | |--- value: [77.53] | | | | | | | | |--- AP > 998.15 | | | | | | | | | |--- value: [75.73] | | | | | |--- AP > 999.62 | | | | | | |--- TEY <= 132.22 | | | | | | | |--- AFDP <= 3.99 | | | | | | | | |--- AFDP <= 3.73 | | | | | | | | | |--- AP <= 1005.45 | | | | | | | | | | |--- value: [53.12] | | | | | | | | | |--- AP > 1005.45 | | | | | | | | | | |--- value: [62.56] | | | | | | | | |--- AFDP > 3.73 | | | | | | | | | |--- AP <= 1003.80 | | | | | | | | | | |--- value: [66.10] | | | | | | | | | |--- AP > 1003.80 | | | | | | | | | | |--- TEY <= 131.95 | | | | | | | | | | | |--- value: [56.36] | | | | | | | | | | |--- TEY > 131.95 | | | | | | | | | | | |--- value: [52.31] | | | | | | | |--- AFDP > 3.99 | | | | | | | | |--- AFDP <= 4.00 | | | | | | | | | |--- value: [69.26] | | | | | | | | |--- AFDP > 4.00 | | | | | | | | | |--- AFDP <= 4.09 | | | | | | | | | | |--- value: [57.82] | | | | | | | | | |--- AFDP > 4.09 | | | | | | | | | | |--- AP <= 1013.25 | | | | | | | | | | | |--- value: [60.09] | | | | | | | | | | |--- AP > 1013.25 | | | | | | | | | | | |--- value: [63.68] | | | | | | |--- TEY > 132.22 | | | | | | | |--- AP <= 1017.05 | | | | | | | | |--- AT <= 27.89 | | | | | | | | | |--- AFDP <= 4.02 | | | | | | | | | | |--- AP <= 1013.45 | | | | | | | | | | | |--- value: [63.38] | | | | | | | | | | |--- AP > 1013.45 | | | | | | | | | | | |--- value: [61.49] | | | | | | | | | |--- AFDP > 4.02 | | | | | | | | | | |--- AT <= 20.92 | | | | | | | | | | | |--- value: [66.60] | | | | | | | | | | |--- AT > 20.92 | | | | | | | | | | | |--- value: [63.67] | | | | | | | | |--- AT > 27.89 | | | | | | | | | |--- AP <= 1010.55 | | | | | | | | | | |--- AFDP <= 4.42 | | | | | | | | | | | |--- value: [63.75] | | | | | | | | | | |--- AFDP > 4.42 | | | | | | | | | | | |--- value: [66.50] | | | | | | | | | |--- AP > 1010.55 | | | | | | | | | | |--- AT <= 32.67 | | | | | | | | | | | |--- value: [66.43] | | | | | | | | | | |--- AT > 32.67 | | | | | | | | | | | |--- value: [73.55] | | | | | | | |--- AP > 1017.05 | | | | | | | | |--- AP <= 1021.75 | | | | | | | | | |--- AFDP <= 4.50 | | | | | | | | | | |--- AT <= 24.28 | | | | | | | | | | | |--- value: [65.78] | | | | | | | | | | |--- AT > 24.28 | | | | | | | | | | | |--- value: [68.66] | | | | | | | | | |--- AFDP > 4.50 | | | | | | | | | | |--- AFDP <= 4.66 | | | | | | | | | | | |--- value: [61.63] | | | | | | | | | | |--- AFDP > 4.66 | | | | | | | | | | | |--- value: [65.41] | | | | | | | | |--- AP > 1021.75 | | | | | | | | | |--- AFDP <= 4.56 | | | | | | | | | | |--- AFDP <= 4.24 | | | | | | | | | | | |--- value: [70.39] | | | | | | | | | | |--- AFDP > 4.24 | | | | | | | | | | | |--- value: [64.92] | | | | | | | | | |--- AFDP > 4.56 | | | | | | | | | | |--- value: [74.65] | | | | |--- AFDP > 4.76 | | | | | |--- AT <= 24.07 | | | | | | |--- AP <= 1014.35 | | | | | | | |--- AP <= 1007.55 | | | | | | | | |--- AT <= 22.88 | | | | | | | | | |--- AT <= 22.80 | | | | | | | | | | |--- AFDP <= 4.99 | | | | | | | | | | | |--- value: [72.23] | | | | | | | | | | |--- AFDP > 4.99 | | | | | | | | | | | |--- value: [70.62] | | | | | | | | | |--- AT > 22.80 | | | | | | | | | | |--- value: [60.25] | | | | | | | | |--- AT > 22.88 | | | | | | | | | |--- AP <= 1006.95 | | | | | | | | | | |--- value: [72.03] | | | | | | | | | |--- AP > 1006.95 | | | | | | | | | | |--- value: [77.38] | | | | | | | |--- AP > 1007.55 | | | | | | | | |--- TEY <= 134.62 | | | | | | | | | |--- TEY <= 134.43 | | | | | | | | | | |--- TEY <= 133.62 | | | | | | | | | | | |--- value: [67.20] | | | | | | | | | | |--- TEY > 133.62 | | | | | | | | | | | |--- value: [70.25] | | | | | | | | | |--- TEY > 134.43 | | | | | | | | | | |--- value: [77.86] | | | | | | | | |--- TEY > 134.62 | | | | | | | | | |--- AFDP <= 5.27 | | | | | | | | | | |--- AT <= 22.12 | | | | | | | | | | | |--- value: [66.09] | | | | | | | | | | |--- AT > 22.12 | | | | | | | | | | | |--- value: [60.29] | | | | | | | | | |--- AFDP > 5.27 | | | | | | | | | | |--- value: [73.94] | | | | | | |--- AP > 1014.35 | | | | | | | |--- AP <= 1016.15 | | | | | | | | |--- AFDP <= 5.12 | | | | | | | | | |--- value: [72.02] | | | | | | | | |--- AFDP > 5.12 | | | | | | | | | |--- TEY <= 132.89 | | | | | | | | | | |--- value: [70.75] | | | | | | | | | |--- TEY > 132.89 | | | | | | | | | | |--- AT <= 21.16 | | | | | | | | | | | |--- value: [79.96] | | | | | | | | | | |--- AT > 21.16 | | | | | | | | | | | |--- value: [85.13] | | | | | | | |--- AP > 1016.15 | | | | | | | | |--- AT <= 18.54 | | | | | | | | | |--- value: [76.41] | | | | | | | | |--- AT > 18.54 | | | | | | | | | |--- TEY <= 132.80 | | | | | | | | | | |--- value: [79.03] | | | | | | | | | |--- TEY > 132.80 | | | | | | | | | | |--- AT <= 22.25 | | | | | | | | | | | |--- value: [68.58] | | | | | | | | | | |--- AT > 22.25 | | | | | | | | | | | |--- value: [73.28] | | | | | |--- AT > 24.07 | | | | | | |--- AT <= 29.80 | | | | | | | |--- AP <= 1012.95 | | | | | | | | |--- AFDP <= 5.76 | | | | | | | | | |--- AP <= 1011.95 | | | | | | | | | | |--- AFDP <= 4.78 | | | | | | | | | | | |--- value: [71.17] | | | | | | | | | | |--- AFDP > 4.78 | | | | | | | | | | | |--- value: [63.40] | | | | | | | | | |--- AP > 1011.95 | | | | | | | | | | |--- AP <= 1012.55 | | | | | | | | | | | |--- value: [58.69] | | | | | | | | | | |--- AP > 1012.55 | | | | | | | | | | | |--- value: [62.92] | | | | | | | | |--- AFDP > 5.76 | | | | | | | | | |--- value: [79.75] | | | | | | | |--- AP > 1012.95 | | | | | | | | |--- AFDP <= 5.00 | | | | | | | | | |--- AT <= 24.60 | | | | | | | | | | |--- value: [58.95] | | | | | | | | | |--- AT > 24.60 | | | | | | | | | | |--- AFDP <= 4.94 | | | | | | | | | | | |--- value: [65.60] | | | | | | | | | | |--- AFDP > 4.94 | | | | | | | | | | | |--- value: [67.95] | | | | | | | | |--- AFDP > 5.00 | | | | | | | | | |--- TEY <= 133.17 | | | | | | | | | | |--- value: [86.82] | | | | | | | | | |--- TEY > 133.17 | | | | | | | | | | |--- TEY <= 133.71 | | | | | | | | | | | |--- value: [74.22] | | | | | | | | | | |--- TEY > 133.71 | | | | | | | | | | | |--- value: [69.64] | | | | | | |--- AT > 29.80 | | | | | | | |--- AT <= 32.04 | | | | | | | | |--- TEY <= 133.88 | | | | | | | | | |--- AFDP <= 5.05 | | | | | | | | | | |--- value: [62.98] | | | | | | | | | |--- AFDP > 5.05 | | | | | | | | | | |--- value: [65.91] | | | | | | | | |--- TEY > 133.88 | | | | | | | | | |--- AP <= 1009.60 | | | | | | | | | | |--- value: [65.36] | | | | | | | | | |--- AP > 1009.60 | | | | | | | | | | |--- AFDP <= 5.35 | | | | | | | | | | | |--- value: [71.94] | | | | | | | | | | |--- AFDP > 5.35 | | | | | | | | | | | |--- value: [65.66] | | | | | | | |--- AT > 32.04 | | | | | | | | |--- value: [73.99] | | |--- TEY > 136.65 | | | |--- AT <= 21.70 | | | | |--- AP <= 1020.65 | | | | | |--- AFDP <= 5.60 | | | | | | |--- AFDP <= 4.18 | | | | | | | |--- TEY <= 145.94 | | | | | | | | |--- AFDP <= 3.57 | | | | | | | | | |--- AT <= 20.63 | | | | | | | | | | |--- TEY <= 140.49 | | | | | | | | | | | |--- value: [63.13] | | | | | | | | | | |--- TEY > 140.49 | | | | | | | | | | | |--- value: [73.11] | | | | | | | | | |--- AT > 20.63 | | | | | | | | | | |--- value: [81.20] | | | | | | | | |--- AFDP > 3.57 | | | | | | | | | |--- TEY <= 143.14 | | | | | | | | | | |--- AP <= 1013.05 | | | | | | | | | | | |--- value: [59.05] | | | | | | | | | | |--- AP > 1013.05 | | | | | | | | | | | |--- value: [56.12] | | | | | | | | | |--- TEY > 143.14 | | | | | | | | | | |--- AFDP <= 3.81 | | | | | | | | | | | |--- value: [75.37] | | | | | | | | | | |--- AFDP > 3.81 | | | | | | | | | | | |--- value: [59.73] | | | | | | | |--- TEY > 145.94 | | | | | | | | |--- AFDP <= 3.69 | | | | | | | | | |--- value: [47.11] | | | | | | | | |--- AFDP > 3.69 | | | | | | | | | |--- AFDP <= 4.12 | | | | | | | | | | |--- TEY <= 157.29 | | | | | | | | | | | |--- value: [74.39] | | | | | | | | | | |--- TEY > 157.29 | | | | | | | | | | | |--- value: [42.58] | | | | | | | | | |--- AFDP > 4.12 | | | | | | | | | | |--- TEY <= 151.94 | | | | | | | | | | | |--- value: [59.17] | | | | | | | | | | |--- TEY > 151.94 | | | | | | | | | | | |--- value: [69.68] | | | | | | |--- AFDP > 4.18 | | | | | | | |--- AFDP <= 4.41 | | | | | | | | |--- TEY <= 147.98 | | | | | | | | | |--- TEY <= 144.32 | | | | | | | | | | |--- TEY <= 137.27 | | | | | | | | | | | |--- value: [75.75] | | | | | | | | | | |--- TEY > 137.27 | | | | | | | | | | | |--- value: [58.89] | | | | | | | | | |--- TEY > 144.32 | | | | | | | | | | |--- AP <= 1012.65 | | | | | | | | | | | |--- value: [76.30] | | | | | | | | | | |--- AP > 1012.65 | | | | | | | | | | | |--- value: [62.48] | | | | | | | | |--- TEY > 147.98 | | | | | | | | | |--- TEY <= 155.71 | | | | | | | | | | |--- AFDP <= 4.25 | | | | | | | | | | | |--- value: [56.68] | | | | | | | | | | |--- AFDP > 4.25 | | | | | | | | | | | |--- value: [51.89] | | | | | | | | | |--- TEY > 155.71 | | | | | | | | | | |--- value: [64.55] | | | | | | | |--- AFDP > 4.41 | | | | | | | | |--- AT <= 19.02 | | | | | | | | | |--- TEY <= 150.29 | | | | | | | | | | |--- AFDP <= 5.24 | | | | | | | | | | | |--- value: [66.88] | | | | | | | | | | |--- AFDP > 5.24 | | | | | | | | | | | |--- value: [74.64] | | | | | | | | | |--- TEY > 150.29 | | | | | | | | | | |--- AP <= 996.32 | | | | | | | | | | | |--- value: [84.38] | | | | | | | | | | |--- AP > 996.32 | | | | | | | | | | | |--- value: [63.27] | | | | | | | | |--- AT > 19.02 | | | | | | | | | |--- TEY <= 141.56 | | | | | | | | | | |--- AP <= 1006.00 | | | | | | | | | | | |--- value: [54.06] | | | | | | | | | | |--- AP > 1006.00 | | | | | | | | | | | |--- value: [68.10] | | | | | | | | | |--- TEY > 141.56 | | | | | | | | | | |--- TEY <= 158.88 | | | | | | | | | | | |--- value: [58.42] | | | | | | | | | | |--- TEY > 158.88 | | | | | | | | | | | |--- value: [77.12] | | | | | |--- AFDP > 5.60 | | | | | | |--- TEY <= 152.04 | | | | | | | |--- AFDP <= 5.92 | | | | | | | | |--- AP <= 987.95 | | | | | | | | | |--- value: [77.47] | | | | | | | | |--- AP > 987.95 | | | | | | | | | |--- AP <= 1014.05 | | | | | | | | | | |--- AT <= 20.89 | | | | | | | | | | | |--- value: [72.70] | | | | | | | | | | |--- AT > 20.89 | | | | | | | | | | | |--- value: [70.69] | | | | | | | | | |--- AP > 1014.05 | | | | | | | | | | |--- value: [67.82] | | | | | | | |--- AFDP > 5.92 | | | | | | | | |--- AP <= 1007.50 | | | | | | | | | |--- AT <= 21.08 | | | | | | | | | | |--- AT <= 20.84 | | | | | | | | | | | |--- value: [69.54] | | | | | | | | | | |--- AT > 20.84 | | | | | | | | | | | |--- value: [72.30] | | | | | | | | | |--- AT > 21.08 | | | | | | | | | | |--- value: [66.89] | | | | | | | | |--- AP > 1007.50 | | | | | | | | | |--- value: [62.95] | | | | | | |--- TEY > 152.04 | | | | | | | |--- AP <= 1010.35 | | | | | | | | |--- AP <= 1010.15 | | | | | | | | | |--- AP <= 1000.65 | | | | | | | | | | |--- AFDP <= 6.14 | | | | | | | | | | | |--- value: [70.93] | | | | | | | | | | |--- AFDP > 6.14 | | | | | | | | | | | |--- value: [67.76] | | | | | | | | | |--- AP > 1000.65 | | | | | | | | | | |--- AFDP <= 6.02 | | | | | | | | | | | |--- value: [67.90] | | | | | | | | | | |--- AFDP > 6.02 | | | | | | | | | | | |--- value: [64.23] | | | | | | | | |--- AP > 1010.15 | | | | | | | | | |--- value: [79.93] | | | | | | | |--- AP > 1010.35 | | | | | | | | |--- AFDP <= 5.78 | | | | | | | | | |--- value: [59.71] | | | | | | | | |--- AFDP > 5.78 | | | | | | | | | |--- AT <= 17.44 | | | | | | | | | | |--- value: [61.56] | | | | | | | | | |--- AT > 17.44 | | | | | | | | | | |--- AT <= 21.62 | | | | | | | | | | | |--- value: [65.85] | | | | | | | | | | |--- AT > 21.62 | | | | | | | | | | | |--- value: [68.99] | | | | |--- AP > 1020.65 | | | | | |--- AFDP <= 4.18 | | | | | | |--- TEY <= 151.01 | | | | | | | |--- AP <= 1026.35 | | | | | | | | |--- AP <= 1024.15 | | | | | | | | | |--- value: [98.42] | | | | | | | | |--- AP > 1024.15 | | | | | | | | | |--- value: [79.15] | | | | | | | |--- AP > 1026.35 | | | | | | | | |--- value: [119.91] | | | | | | |--- TEY > 151.01 | | | | | | | |--- AT <= 18.04 | | | | | | | | |--- TEY <= 152.71 | | | | | | | | | |--- value: [57.73] | | | | | | | | |--- TEY > 152.71 | | | | | | | | | |--- TEY <= 155.87 | | | | | | | | | | |--- AFDP <= 4.07 | | | | | | | | | | | |--- value: [76.35] | | | | | | | | | | |--- AFDP > 4.07 | | | | | | | | | | | |--- value: [70.58] | | | | | | | | | |--- TEY > 155.87 | | | | | | | | | | |--- value: [79.78] | | | | | | | |--- AT > 18.04 | | | | | | | | |--- AFDP <= 4.17 | | | | | | | | | |--- AT <= 18.08 | | | | | | | | | | |--- value: [92.50] | | | | | | | | | |--- AT > 18.08 | | | | | | | | | | |--- TEY <= 153.12 | | | | | | | | | | | |--- value: [72.45] | | | | | | | | | | |--- TEY > 153.12 | | | | | | | | | | | |--- value: [78.21] | | | | | | | | |--- AFDP > 4.17 | | | | | | | | | |--- value: [104.12] | | | | | |--- AFDP > 4.18 | | | | | | |--- TEY <= 150.69 | | | | | | | |--- value: [70.50] | | | | | | |--- TEY > 150.69 | | | | | | | |--- AFDP <= 4.52 | | | | | | | | |--- value: [51.50] | | | | | | | |--- AFDP > 4.52 | | | | | | | | |--- AFDP <= 5.09 | | | | | | | | | |--- value: [63.95] | | | | | | | | |--- AFDP > 5.09 | | | | | | | | | |--- AP <= 1026.15 | | | | | | | | | | |--- AT <= 17.22 | | | | | | | | | | | |--- value: [58.04] | | | | | | | | | | |--- AT > 17.22 | | | | | | | | | | | |--- value: [55.21] | | | | | | | | | |--- AP > 1026.15 | | | | | | | | | | |--- value: [61.62] | | | |--- AT > 21.70 | | | | |--- AFDP <= 5.60 | | | | | |--- AP <= 1019.05 | | | | | | |--- TEY <= 143.73 | | | | | | | |--- AT <= 32.31 | | | | | | | | |--- TEY <= 139.83 | | | | | | | | | |--- AFDP <= 4.18 | | | | | | | | | | |--- AFDP <= 3.48 | | | | | | | | | | | |--- value: [75.16] | | | | | | | | | | |--- AFDP > 3.48 | | | | | | | | | | | |--- value: [58.25] | | | | | | | | | |--- AFDP > 4.18 | | | | | | | | | | |--- AP <= 1005.10 | | | | | | | | | | | |--- value: [55.34] | | | | | | | | | | |--- AP > 1005.10 | | | | | | | | | | | |--- value: [63.68] | | | | | | | | |--- TEY > 139.83 | | | | | | | | | |--- AFDP <= 5.34 | | | | | | | | | | |--- AP <= 1007.65 | | | | | | | | | | | |--- value: [56.59] | | | | | | | | | | |--- AP > 1007.65 | | | | | | | | | | | |--- value: [59.06] | | | | | | | | | |--- AFDP > 5.34 | | | | | | | | | | |--- value: [68.94] | | | | | | | |--- AT > 32.31 | | | | | | | | |--- TEY <= 143.54 | | | | | | | | | |--- AP <= 1012.55 | | | | | | | | | | |--- TEY <= 139.78 | | | | | | | | | | | |--- value: [71.14] | | | | | | | | | | |--- TEY > 139.78 | | | | | | | | | | | |--- value: [68.50] | | | | | | | | | |--- AP > 1012.55 | | | | | | | | | | |--- value: [65.47] | | | | | | | | |--- TEY > 143.54 | | | | | | | | | |--- value: [59.51] | | | | | | |--- TEY > 143.73 | | | | | | | |--- AFDP <= 4.38 | | | | | | | | |--- AFDP <= 4.13 | | | | | | | | | |--- TEY <= 147.17 | | | | | | | | | | |--- AFDP <= 4.06 | | | | | | | | | | | |--- value: [60.67] | | | | | | | | | | |--- AFDP > 4.06 | | | | | | | | | | | |--- value: [51.71] | | | | | | | | | |--- TEY > 147.17 | | | | | | | | | | |--- AP <= 1007.25 | | | | | | | | | | | |--- value: [82.01] | | | | | | | | | | |--- AP > 1007.25 | | | | | | | | | | | |--- value: [63.19] | | | | | | | | |--- AFDP > 4.13 | | | | | | | | | |--- AP <= 1009.45 | | | | | | | | | | |--- TEY <= 152.81 | | | | | | | | | | | |--- value: [54.46] | | | | | | | | | | |--- TEY > 152.81 | | | | | | | | | | | |--- value: [68.23] | | | | | | | | | |--- AP > 1009.45 | | | | | | | | | | |--- AP <= 1014.65 | | | | | | | | | | | |--- value: [52.49] | | | | | | | | | | |--- AP > 1014.65 | | | | | | | | | | | |--- value: [50.08] | | | | | | | |--- AFDP > 4.38 | | | | | | | | |--- TEY <= 151.32 | | | | | | | | | |--- AFDP <= 5.38 | | | | | | | | | | |--- AP <= 1018.35 | | | | | | | | | | | |--- value: [55.94] | | | | | | | | | | |--- AP > 1018.35 | | | | | | | | | | | |--- value: [48.62] | | | | | | | | | |--- AFDP > 5.38 | | | | | | | | | | |--- AT <= 30.13 | | | | | | | | | | | |--- value: [57.82] | | | | | | | | | | |--- AT > 30.13 | | | | | | | | | | | |--- value: [67.76] | | | | | | | | |--- TEY > 151.32 | | | | | | | | | |--- AT <= 26.60 | | | | | | | | | | |--- AT <= 26.09 | | | | | | | | | | | |--- value: [58.23] | | | | | | | | | | |--- AT > 26.09 | | | | | | | | | | | |--- value: [62.68] | | | | | | | | | |--- AT > 26.60 | | | | | | | | | | |--- AP <= 1007.35 | | | | | | | | | | | |--- value: [60.22] | | | | | | | | | | |--- AP > 1007.35 | | | | | | | | | | | |--- value: [52.56] | | | | | |--- AP > 1019.05 | | | | | | |--- AFDP <= 4.11 | | | | | | | |--- value: [89.38] | | | | | | |--- AFDP > 4.11 | | | | | | | |--- AFDP <= 4.86 | | | | | | | | |--- AP <= 1019.50 | | | | | | | | | |--- value: [61.26] | | | | | | | | |--- AP > 1019.50 | | | | | | | | | |--- AP <= 1020.30 | | | | | | | | | | |--- value: [76.14] | | | | | | | | | |--- AP > 1020.30 | | | | | | | | | | |--- value: [68.64] | | | | | | | |--- AFDP > 4.86 | | | | | | | | |--- AT <= 24.65 | | | | | | | | | |--- AFDP <= 5.23 | | | | | | | | | | |--- AT <= 22.72 | | | | | | | | | | | |--- value: [63.00] | | | | | | | | | | |--- AT > 22.72 | | | | | | | | | | | |--- value: [59.92] | | | | | | | | | |--- AFDP > 5.23 | | | | | | | | | | |--- value: [56.08] | | | | | | | | |--- AT > 24.65 | | | | | | | | | |--- value: [66.75] | | | | |--- AFDP > 5.60 | | | | | |--- AP <= 1014.35 | | | | | | |--- AT <= 25.35 | | | | | | | |--- AFDP <= 5.72 | | | | | | | | |--- value: [56.20] | | | | | | | |--- AFDP > 5.72 | | | | | | | | |--- TEY <= 150.60 | | | | | | | | | |--- AP <= 1004.05 | | | | | | | | | | |--- value: [67.81] | | | | | | | | | |--- AP > 1004.05 | | | | | | | | | | |--- value: [70.86] | | | | | | | | |--- TEY > 150.60 | | | | | | | | | |--- AT <= 22.75 | | | | | | | | | | |--- AP <= 1012.00 | | | | | | | | | | | |--- value: [66.94] | | | | | | | | | | |--- AP > 1012.00 | | | | | | | | | | | |--- value: [71.31] | | | | | | | | | |--- AT > 22.75 | | | | | | | | | | |--- TEY <= 154.08 | | | | | | | | | | | |--- value: [65.94] | | | | | | | | | | |--- TEY > 154.08 | | | | | | | | | | | |--- value: [62.18] | | | | | | |--- AT > 25.35 | | | | | | | |--- TEY <= 146.74 | | | | | | | | |--- AP <= 1009.75 | | | | | | | | | |--- TEY <= 142.37 | | | | | | | | | | |--- value: [57.18] | | | | | | | | | |--- TEY > 142.37 | | | | | | | | | | |--- AT <= 31.23 | | | | | | | | | | | |--- value: [72.70] | | | | | | | | | | |--- AT > 31.23 | | | | | | | | | | | |--- value: [68.54] | | | | | | | | |--- AP > 1009.75 | | | | | | | | | |--- AFDP <= 6.20 | | | | | | | | | | |--- AFDP <= 6.08 | | | | | | | | | | | |--- value: [59.12] | | | | | | | | | | |--- AFDP > 6.08 | | | | | | | | | | | |--- value: [53.26] | | | | | | | | | |--- AFDP > 6.20 | | | | | | | | | | |--- value: [70.66] | | | | | | | |--- TEY > 146.74 | | | | | | | | |--- AT <= 27.37 | | | | | | | | | |--- AP <= 1010.30 | | | | | | | | | | |--- value: [70.20] | | | | | | | | | |--- AP > 1010.30 | | | | | | | | | | |--- value: [61.16] | | | | | | | | |--- AT > 27.37 | | | | | | | | | |--- AFDP <= 6.83 | | | | | | | | | | |--- AFDP <= 6.19 | | | | | | | | | | | |--- value: [57.77] | | | | | | | | | | |--- AFDP > 6.19 | | | | | | | | | | | |--- value: [53.94] | | | | | | | | | |--- AFDP > 6.83 | | | | | | | | | | |--- value: [67.00] | | | | | |--- AP > 1014.35 | | | | | | |--- AFDP <= 5.82 | | | | | | | |--- value: [58.17] | | | | | | |--- AFDP > 5.82 | | | | | | | |--- AFDP <= 6.67 | | | | | | | | |--- AFDP <= 6.60 | | | | | | | | | |--- AT <= 25.62 | | | | | | | | | | |--- AT <= 25.07 | | | | | | | | | | | |--- value: [72.82] | | | | | | | | | | |--- AT > 25.07 | | | | | | | | | | | |--- value: [58.59] | | | | | | | | | |--- AT > 25.62 | | | | | | | | | | |--- TEY <= 148.12 | | | | | | | | | | | |--- value: [68.12] | | | | | | | | | | |--- TEY > 148.12 | | | | | | | | | | | |--- value: [77.64] | | | | | | | | |--- AFDP > 6.60 | | | | | | | | | |--- value: [82.25] | | | | | | | |--- AFDP > 6.67 | | | | | | | | |--- value: [63.36]
In [95]:
import pickle
pickle.dump(model, open("data-turbine/tree-nox-gs.model.sav", "wb"))
In [96]:
rules2 = tree.export_text(
models["decision_tree"]["fitted"], feature_names=X_train.columns.values.tolist()
)
print(rules2)
|--- AT <= 16.96 | |--- TEY <= 118.41 | | |--- AT <= 10.84 | | | |--- AT <= 7.75 | | | | |--- AFDP <= 3.08 | | | | | |--- AFDP <= 2.68 | | | | | | |--- AFDP <= 2.54 | | | | | | | |--- value: [102.29] | | | | | | |--- AFDP > 2.54 | | | | | | | |--- value: [93.81] | | | | | |--- AFDP > 2.68 | | | | | | |--- AP <= 1004.50 | | | | | | | |--- value: [65.69] | | | | | | |--- AP > 1004.50 | | | | | | | |--- value: [84.70] | | | | |--- AFDP > 3.08 | | | | | |--- AT <= 6.44 | | | | | | |--- AP <= 1027.60 | | | | | | | |--- value: [105.70] | | | | | | |--- AP > 1027.60 | | | | | | | |--- value: [94.80] | | | | | |--- AT > 6.44 | | | | | | |--- AP <= 1022.35 | | | | | | | |--- value: [92.55] | | | | | | |--- AP > 1022.35 | | | | | | | |--- value: [104.67] | | | |--- AT > 7.75 | | | | |--- TEY <= 105.73 | | | | | |--- AP <= 1019.95 | | | | | | |--- AFDP <= 3.30 | | | | | | | |--- value: [100.50] | | | | | | |--- AFDP > 3.30 | | | | | | | |--- value: [118.67] | | | | | |--- AP > 1019.95 | | | | | | |--- AT <= 9.77 | | | | | | | |--- value: [109.96] | | | | | | |--- AT > 9.77 | | | | | | | |--- value: [115.86] | | | | |--- TEY > 105.73 | | | | | |--- TEY <= 112.78 | | | | | | |--- AFDP <= 3.07 | | | | | | | |--- value: [86.03] | | | | | | |--- AFDP > 3.07 | | | | | | | |--- value: [92.86] | | | | | |--- TEY > 112.78 | | | | | | |--- AT <= 8.93 | | | | | | | |--- value: [87.68] | | | | | | |--- AT > 8.93 | | | | | | | |--- value: [75.77] | | |--- AT > 10.84 | | | |--- TEY <= 105.88 | | | | |--- AFDP <= 3.11 | | | | | |--- AP <= 1017.55 | | | | | | |--- AP <= 1009.20 | | | | | | | |--- value: [76.47] | | | | | | |--- AP > 1009.20 | | | | | | | |--- value: [85.34] | | | | | |--- AP > 1017.55 | | | | | | |--- AT <= 13.47 | | | | | | | |--- value: [99.92] | | | | | | |--- AT > 13.47 | | | | | | | |--- value: [89.17] | | | | |--- AFDP > 3.11 | | | | | |--- AFDP <= 3.43 | | | | | | |--- AT <= 15.98 | | | | | | | |--- value: [112.88] | | | | | | |--- AT > 15.98 | | | | | | | |--- value: [90.33] | | | | | |--- AFDP > 3.43 | | | | | | |--- AP <= 1019.55 | | | | | | | |--- value: [94.65] | | | | | | |--- AP > 1019.55 | | | | | | | |--- value: [75.20] | | | |--- TEY > 105.88 | | | | |--- AT <= 14.18 | | | | | |--- AT <= 12.96 | | | | | | |--- AFDP <= 3.28 | | | | | | | |--- value: [77.01] | | | | | | |--- AFDP > 3.28 | | | | | | | |--- value: [81.37] | | | | | |--- AT > 12.96 | | | | | | |--- AFDP <= 3.18 | | | | | | | |--- value: [71.14] | | | | | | |--- AFDP > 3.18 | | | | | | | |--- value: [77.02] | | | | |--- AT > 14.18 | | | | | |--- AFDP <= 3.23 | | | | | | |--- AFDP <= 2.64 | | | | | | | |--- value: [69.02] | | | | | | |--- AFDP > 2.64 | | | | | | | |--- value: [63.94] | | | | | |--- AFDP > 3.23 | | | | | | |--- AT <= 15.63 | | | | | | | |--- value: [73.26] | | | | | | |--- AT > 15.63 | | | | | | | |--- value: [68.00] | |--- TEY > 118.41 | | |--- TEY <= 154.69 | | | |--- AT <= 10.44 | | | | |--- AFDP <= 3.69 | | | | | |--- AFDP <= 3.08 | | | | | | |--- AT <= 7.32 | | | | | | | |--- value: [81.58] | | | | | | |--- AT > 7.32 | | | | | | | |--- value: [75.62] | | | | | |--- AFDP > 3.08 | | | | | | |--- AT <= 7.40 | | | | | | | |--- value: [72.62] | | | | | | |--- AT > 7.40 | | | | | | | |--- value: [68.88] | | | | |--- AFDP > 3.69 | | | | | |--- TEY <= 140.11 | | | | | | |--- TEY <= 129.48 | | | | | | | |--- value: [88.91] | | | | | | |--- TEY > 129.48 | | | | | | | |--- value: [80.23] | | | | | |--- TEY > 140.11 | | | | | | |--- AP <= 1026.90 | | | | | | | |--- value: [75.41] | | | | | | |--- AP > 1026.90 | | | | | | | |--- value: [65.58] | | | |--- AT > 10.44 | | | | |--- AFDP <= 3.85 | | | | | |--- AFDP <= 3.22 | | | | | | |--- AP <= 1011.45 | | | | | | | |--- value: [72.39] | | | | | | |--- AP > 1011.45 | | | | | | | |--- value: [67.36] | | | | | |--- AFDP > 3.22 | | | | | | |--- TEY <= 132.02 | | | | | | | |--- value: [60.59] | | | | | | |--- TEY > 132.02 | | | | | | | |--- value: [65.98] | | | | |--- AFDP > 3.85 | | | | | |--- AT <= 13.81 | | | | | | |--- TEY <= 134.82 | | | | | | | |--- value: [74.76] | | | | | | |--- TEY > 134.82 | | | | | | | |--- value: [72.19] | | | | | |--- AT > 13.81 | | | | | | |--- TEY <= 131.55 | | | | | | | |--- value: [65.92] | | | | | | |--- TEY > 131.55 | | | | | | | |--- value: [70.24] | | |--- TEY > 154.69 | | | |--- AP <= 1021.95 | | | | |--- AFDP <= 4.02 | | | | | |--- AP <= 1010.05 | | | | | | |--- AT <= 14.50 | | | | | | | |--- value: [66.77] | | | | | | |--- AT > 14.50 | | | | | | | |--- value: [72.38] | | | | | |--- AP > 1010.05 | | | | | | |--- AT <= 14.17 | | | | | | | |--- value: [62.56] | | | | | | |--- AT > 14.17 | | | | | | | |--- value: [57.23] | | | | |--- AFDP > 4.02 | | | | | |--- AP <= 1003.35 | | | | | | |--- TEY <= 161.49 | | | | | | | |--- value: [71.07] | | | | | | |--- TEY > 161.49 | | | | | | | |--- value: [77.45] | | | | | |--- AP > 1003.35 | | | | | | |--- AT <= 12.80 | | | | | | | |--- value: [67.79] | | | | | | |--- AT > 12.80 | | | | | | | |--- value: [66.01] | | | |--- AP > 1021.95 | | | | |--- AP <= 1028.65 | | | | | |--- AFDP <= 4.64 | | | | | | |--- AFDP <= 4.46 | | | | | | | |--- value: [62.99] | | | | | | |--- AFDP > 4.46 | | | | | | | |--- value: [55.18] | | | | | |--- AFDP > 4.64 | | | | | | |--- AFDP <= 4.68 | | | | | | | |--- value: [80.15] | | | | | | |--- AFDP > 4.68 | | | | | | | |--- value: [64.14] | | | | |--- AP > 1028.65 | | | | | |--- AFDP <= 4.31 | | | | | | |--- AT <= 7.17 | | | | | | | |--- value: [59.32] | | | | | | |--- AT > 7.17 | | | | | | | |--- value: [68.59] | | | | | |--- AFDP > 4.31 | | | | | | |--- AFDP <= 5.00 | | | | | | | |--- value: [50.78] | | | | | | |--- AFDP > 5.00 | | | | | | | |--- value: [60.61] |--- AT > 16.96 | |--- TEY <= 131.89 | | |--- AT <= 20.42 | | | |--- TEY <= 106.33 | | | | |--- AFDP <= 2.25 | | | | | |--- AT <= 17.35 | | | | | | |--- value: [110.76] | | | | | |--- AT > 17.35 | | | | | | |--- value: [115.68] | | | | |--- AFDP > 2.25 | | | | | |--- AFDP <= 2.65 | | | | | | |--- TEY <= 100.91 | | | | | | | |--- value: [79.89] | | | | | | |--- TEY > 100.91 | | | | | | | |--- value: [64.11] | | | | | |--- AFDP > 2.65 | | | | | | |--- AT <= 19.34 | | | | | | | |--- value: [82.01] | | | | | | |--- AT > 19.34 | | | | | | | |--- value: [72.42] | | | |--- TEY > 106.33 | | | | |--- AFDP <= 3.91 | | | | | |--- TEY <= 127.09 | | | | | | |--- AT <= 18.32 | | | | | | | |--- value: [62.18] | | | | | | |--- AT > 18.32 | | | | | | | |--- value: [58.25] | | | | | |--- TEY > 127.09 | | | | | | |--- AFDP <= 3.23 | | | | | | | |--- value: [75.86] | | | | | | |--- AFDP > 3.23 | | | | | | | |--- value: [53.85] | | | | |--- AFDP > 3.91 | | | | | |--- TEY <= 116.94 | | | | | | |--- AFDP <= 4.41 | | | | | | | |--- value: [69.74] | | | | | | |--- AFDP > 4.41 | | | | | | | |--- value: [64.69] | | | | | |--- TEY > 116.94 | | | | | | |--- AFDP <= 4.54 | | | | | | | |--- value: [59.59] | | | | | | |--- AFDP > 4.54 | | | | | | | |--- value: [68.11] | | |--- AT > 20.42 | | | |--- AT <= 22.75 | | | | |--- AFDP <= 4.25 | | | | | |--- TEY <= 103.75 | | | | | | |--- AT <= 22.49 | | | | | | | |--- value: [65.69] | | | | | | |--- AT > 22.49 | | | | | | | |--- value: [45.74] | | | | | |--- TEY > 103.75 | | | | | | |--- TEY <= 127.48 | | | | | | | |--- value: [55.44] | | | | | | |--- TEY > 127.48 | | | | | | | |--- value: [52.86] | | | | |--- AFDP > 4.25 | | | | | |--- AFDP <= 4.97 | | | | | | |--- TEY <= 121.69 | | | | | | | |--- value: [64.04] | | | | | | |--- TEY > 121.69 | | | | | | | |--- value: [58.09] | | | | | |--- AFDP > 4.97 | | | | | | |--- AFDP <= 5.14 | | | | | | | |--- value: [67.76] | | | | | | |--- AFDP > 5.14 | | | | | | | |--- value: [82.86] | | | |--- AT > 22.75 | | | | |--- AFDP <= 4.34 | | | | | |--- TEY <= 130.00 | | | | | | |--- AP <= 1013.35 | | | | | | | |--- value: [50.91] | | | | | | |--- AP > 1013.35 | | | | | | | |--- value: [53.61] | | | | | |--- TEY > 130.00 | | | | | | |--- AT <= 28.02 | | | | | | | |--- value: [54.92] | | | | | | |--- AT > 28.02 | | | | | | | |--- value: [58.59] | | | | |--- AFDP > 4.34 | | | | | |--- AP <= 1015.20 | | | | | | |--- AFDP <= 4.74 | | | | | | | |--- value: [56.41] | | | | | | |--- AFDP > 4.74 | | | | | | | |--- value: [61.15] | | | | | |--- AP > 1015.20 | | | | | | |--- AT <= 24.31 | | | | | | | |--- value: [56.77] | | | | | | |--- AT > 24.31 | | | | | | | |--- value: [75.10] | |--- TEY > 131.89 | | |--- TEY <= 136.65 | | | |--- AFDP <= 3.45 | | | | |--- AP <= 1019.80 | | | | | |--- AP <= 1003.00 | | | | | | |--- AFDP <= 3.25 | | | | | | | |--- value: [72.68] | | | | | | |--- AFDP > 3.25 | | | | | | | |--- value: [81.19] | | | | | |--- AP > 1003.00 | | | | | | |--- AP <= 1015.95 | | | | | | | |--- value: [69.30] | | | | | | |--- AP > 1015.95 | | | | | | | |--- value: [63.88] | | | | |--- AP > 1019.80 | | | | | |--- AFDP <= 3.31 | | | | | | |--- AT <= 18.05 | | | | | | | |--- value: [82.82] | | | | | | |--- AT > 18.05 | | | | | | | |--- value: [91.66] | | | | | |--- AFDP > 3.31 | | | | | | |--- AT <= 20.69 | | | | | | | |--- value: [67.32] | | | | | | |--- AT > 20.69 | | | | | | | |--- value: [90.61] | | | |--- AFDP > 3.45 | | | | |--- AFDP <= 4.76 | | | | | |--- AP <= 999.62 | | | | | | |--- AFDP <= 4.15 | | | | | | | |--- value: [63.25] | | | | | | |--- AFDP > 4.15 | | | | | | | |--- value: [76.43] | | | | | |--- AP > 999.62 | | | | | | |--- TEY <= 132.22 | | | | | | | |--- value: [58.26] | | | | | | |--- TEY > 132.22 | | | | | | | |--- value: [64.09] | | | | |--- AFDP > 4.76 | | | | | |--- AT <= 24.07 | | | | | | |--- AP <= 1014.35 | | | | | | | |--- value: [70.08] | | | | | | |--- AP > 1014.35 | | | | | | | |--- value: [74.16] | | | | | |--- AT > 24.07 | | | | | | |--- AT <= 29.80 | | | | | | | |--- value: [63.82] | | | | | | |--- AT > 29.80 | | | | | | | |--- value: [68.33] | | |--- TEY > 136.65 | | | |--- AT <= 21.70 | | | | |--- AP <= 1020.65 | | | | | |--- AFDP <= 5.60 | | | | | | |--- AFDP <= 4.18 | | | | | | | |--- value: [64.12] | | | | | | |--- AFDP > 4.18 | | | | | | | |--- value: [59.09] | | | | | |--- AFDP > 5.60 | | | | | | |--- TEY <= 152.04 | | | | | | | |--- value: [71.03] | | | | | | |--- TEY > 152.04 | | | | | | | |--- value: [67.11] | | | | |--- AP > 1020.65 | | | | | |--- AFDP <= 4.18 | | | | | | |--- TEY <= 151.01 | | | | | | | |--- value: [97.00] | | | | | | |--- TEY > 151.01 | | | | | | | |--- value: [76.43] | | | | | |--- AFDP > 4.18 | | | | | | |--- TEY <= 150.69 | | | | | | | |--- value: [70.50] | | | | | | |--- TEY > 150.69 | | | | | | | |--- value: [56.02] | | | |--- AT > 21.70 | | | | |--- AFDP <= 5.60 | | | | | |--- AP <= 1019.05 | | | | | | |--- TEY <= 143.73 | | | | | | | |--- value: [59.74] | | | | | | |--- TEY > 143.73 | | | | | | | |--- value: [55.51] | | | | | |--- AP > 1019.05 | | | | | | |--- AFDP <= 4.11 | | | | | | | |--- value: [89.38] | | | | | | |--- AFDP > 4.11 | | | | | | | |--- value: [65.24] | | | | |--- AFDP > 5.60 | | | | | |--- AP <= 1014.35 | | | | | | |--- AT <= 25.35 | | | | | | | |--- value: [67.08] | | | | | | |--- AT > 25.35 | | | | | | | |--- value: [59.91] | | | | | |--- AP > 1014.35 | | | | | | |--- AFDP <= 5.82 | | | | | | | |--- value: [58.17] | | | | | | |--- AFDP > 5.82 | | | | | | | |--- value: [72.44]
In [97]:
import pickle
pickle.dump(
models["decision_tree"]["fitted"], open("data-turbine/tree-nox.model.sav", "wb")
)
In [98]:
data.to_csv("data-turbine/clear-data-nox.csv", index=False)