428 KiB
428 KiB
In [21]:
import pandas as pd
data = pd.read_csv("data-turbine/gt_full.csv", index_col=0)
data
Out[21]:
| 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 [22]:
data.describe().transpose()
Out[22]:
| 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 [23]:
import seaborn as sns
sns.heatmap(data.corr(), annot=True)
Out[23]:
<Axes: >
In [24]:
data.drop(["GTEP", "TEY", "CDP", "CO"], axis=1, inplace=True)
data
Out[24]:
| AT | AP | AH | AFDP | TIT | TAT | NOX | |
|---|---|---|---|---|---|---|---|
| 1 | 4.5878 | 1018.7 | 83.675 | 3.5758 | 1086.2 | 549.83 | 81.952 |
| 2 | 4.2932 | 1018.3 | 84.235 | 3.5709 | 1086.1 | 550.05 | 82.377 |
| 3 | 3.9045 | 1018.4 | 84.858 | 3.5828 | 1086.5 | 550.19 | 83.776 |
| 4 | 3.7436 | 1018.3 | 85.434 | 3.5808 | 1086.5 | 550.17 | 82.505 |
| 5 | 3.7516 | 1017.8 | 85.182 | 3.5781 | 1085.9 | 550.00 | 82.028 |
| ... | ... | ... | ... | ... | ... | ... | ... |
| 36729 | 3.6268 | 1028.5 | 93.200 | 3.1661 | 1037.0 | 541.59 | 89.172 |
| 36730 | 4.1674 | 1028.6 | 94.036 | 3.1923 | 1037.6 | 542.28 | 88.849 |
| 36731 | 5.4820 | 1028.5 | 95.219 | 3.3128 | 1038.0 | 543.48 | 96.147 |
| 36732 | 5.8837 | 1028.7 | 94.200 | 3.9831 | 1076.9 | 550.11 | 64.738 |
| 36733 | 6.0392 | 1028.8 | 94.547 | 3.8752 | 1067.9 | 548.23 | 109.240 |
36733 rows × 7 columns
In [25]:
sns.heatmap(data.corr(), annot=True)
Out[25]:
<Axes: >
In [26]:
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 | AH | AFDP | TIT | TAT | |
|---|---|---|---|---|---|---|
| 4481 | 26.6350 | 1009.7 | 83.256 | 4.4137 | 1100.0 | 540.65 |
| 24884 | 20.2280 | 1016.2 | 73.583 | 4.6238 | 1099.8 | 538.53 |
| 21558 | 15.6330 | 1018.5 | 81.089 | 4.0899 | 1100.0 | 534.04 |
| 1706 | 16.6540 | 1020.2 | 64.757 | 4.5755 | 1086.6 | 549.76 |
| 21389 | 21.0020 | 1004.3 | 75.645 | 4.1101 | 1100.0 | 534.21 |
| ... | ... | ... | ... | ... | ... | ... |
| 25726 | 17.5190 | 1015.9 | 85.663 | 3.6809 | 1072.2 | 549.82 |
| 5015 | 21.9780 | 1014.4 | 75.280 | 3.1246 | 1058.0 | 549.86 |
| 22585 | 4.7103 | 1003.0 | 92.874 | 3.2741 | 1067.2 | 550.15 |
| 502 | 6.7758 | 1008.3 | 93.029 | 5.1192 | 1099.9 | 524.78 |
| 20829 | 17.6730 | 1020.7 | 88.840 | 3.0370 | 1079.9 | 550.02 |
29386 rows × 6 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 | AH | AFDP | TIT | TAT | |
|---|---|---|---|---|---|---|
| 18247 | 23.4530 | 1006.2 | 84.837 | 3.7535 | 1088.7 | 550.39 |
| 20344 | 28.7090 | 1011.2 | 59.574 | 6.0321 | 1100.0 | 542.01 |
| 2925 | 21.8330 | 1017.0 | 81.262 | 3.9663 | 1092.9 | 544.91 |
| 118 | 7.8167 | 1022.2 | 88.135 | 4.6605 | 1100.0 | 526.21 |
| 5714 | 19.9120 | 1013.1 | 86.846 | 3.6710 | 1080.2 | 550.25 |
| ... | ... | ... | ... | ... | ... | ... |
| 21918 | 9.5791 | 1017.5 | 75.935 | 2.9617 | 1081.1 | 549.66 |
| 13100 | 22.6150 | 1012.1 | 78.314 | 4.2739 | 1089.8 | 550.37 |
| 26705 | 28.4020 | 1004.4 | 79.478 | 4.0643 | 1073.0 | 550.19 |
| 4183 | 31.7400 | 1012.2 | 41.623 | 4.5323 | 1100.2 | 539.10 |
| 2983 | 23.7130 | 1013.5 | 69.233 | 3.7112 | 1091.6 | 549.98 |
7347 rows × 6 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 [30]:
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 [31]:
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 [32]:
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[32]:
| RMSE_train | RMSE_test | RMAE_test | R2_test | |
|---|---|---|---|---|
| knn | 5.081753 | 5.810993 | 1.986071 | 0.758582 |
| random_forest | 5.986172 | 6.150479 | 2.101793 | 0.729550 |
| decision_tree | 6.379844 | 6.633216 | 2.183968 | 0.685430 |
| linear_poly | 7.368145 | 7.303055 | 2.334095 | 0.618690 |
| linear_interact | 7.577778 | 7.488812 | 2.364778 | 0.599046 |
| ridge | 9.377107 | 9.450065 | 2.691247 | 0.361533 |
| linear | 9.377107 | 9.450082 | 2.691239 | 0.361531 |
In [33]:
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_
/Users/user/Projects/python/fuzzy-rules-generator/.venv/lib/python3.12/site-packages/numpy/ma/core.py:2881: RuntimeWarning: invalid value encountered in cast _data = np.array(data, dtype=dtype, copy=copy,
Out[33]:
{'criterion': 'poisson', 'max_depth': 11, 'min_samples_split': 8}
In [34]:
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': 6.63321600002822,
'RMAE_test': 2.1839683876272664,
'R2_test': 0.6854303333309218}
{'RMSE_test': 5.9065521715505875,
'RMAE_test': 1.9876586934238047,
'R2_test': 0.7505769120700204}
In [35]:
rules = tree.export_text(model, feature_names=X_train.columns.values.tolist())
print(rules)
|--- AT <= 16.96 | |--- TIT <= 1042.85 | | |--- TAT <= 541.98 | | | |--- TAT <= 537.80 | | | | |--- AFDP <= 3.44 | | | | | |--- AFDP <= 2.37 | | | | | | |--- AH <= 78.35 | | | | | | | |--- value: [103.29] | | | | | | |--- AH > 78.35 | | | | | | | |--- AT <= 9.05 | | | | | | | | |--- value: [92.40] | | | | | | | |--- AT > 9.05 | | | | | | | | |--- value: [82.97] | | | | | |--- AFDP > 2.37 | | | | | | |--- TAT <= 511.82 | | | | | | | |--- value: [66.00] | | | | | | |--- TAT > 511.82 | | | | | | | |--- AFDP <= 3.08 | | | | | | | | |--- AFDP <= 2.70 | | | | | | | | | |--- AT <= 13.58 | | | | | | | | | | |--- AH <= 93.59 | | | | | | | | | | | |--- value: [111.42] | | | | | | | | | | |--- AH > 93.59 | | | | | | | | | | | |--- value: [104.23] | | | | | | | | | |--- AT > 13.58 | | | | | | | | | | |--- value: [96.55] | | | | | | | | |--- AFDP > 2.70 | | | | | | | | | |--- TAT <= 529.48 | | | | | | | | | | |--- value: [115.35] | | | | | | | | | |--- TAT > 529.48 | | | | | | | | | | |--- AT <= 13.87 | | | | | | | | | | | |--- value: [91.44] | | | | | | | | | | |--- AT > 13.87 | | | | | | | | | | | |--- value: [107.64] | | | | | | | |--- AFDP > 3.08 | | | | | | | | |--- TIT <= 1036.65 | | | | | | | | | |--- TIT <= 1027.05 | | | | | | | | | | |--- AT <= 9.39 | | | | | | | | | | | |--- value: [119.05] | | | | | | | | | | |--- AT > 9.39 | | | | | | | | | | | |--- value: [115.07] | | | | | | | | | |--- TIT > 1027.05 | | | | | | | | | | |--- TIT <= 1033.45 | | | | | | | | | | | |--- value: [110.17] | | | | | | | | | | |--- TIT > 1033.45 | | | | | | | | | | | |--- value: [117.52] | | | | | | | | |--- TIT > 1036.65 | | | | | | | | | |--- AT <= 9.36 | | | | | | | | | | |--- value: [106.68] | | | | | | | | | |--- AT > 9.36 | | | | | | | | | | |--- value: [96.80] | | | | |--- AFDP > 3.44 | | | | | |--- AT <= 12.15 | | | | | | |--- AT <= 4.38 | | | | | | | |--- AFDP <= 3.46 | | | | | | | | |--- value: [94.21] | | | | | | | |--- AFDP > 3.46 | | | | | | | | |--- TAT <= 533.27 | | | | | | | | | |--- TIT <= 1027.75 | | | | | | | | | | |--- value: [112.43] | | | | | | | | | |--- TIT > 1027.75 | | | | | | | | | | |--- AT <= 0.75 | | | | | | | | | | | |--- value: [100.12] | | | | | | | | | | |--- AT > 0.75 | | | | | | | | | | | |--- value: [105.08] | | | | | | | | |--- TAT > 533.27 | | | | | | | | | |--- value: [114.08] | | | | | | |--- AT > 4.38 | | | | | | | |--- TIT <= 1029.95 | | | | | | | | |--- TAT <= 529.15 | | | | | | | | | |--- value: [102.24] | | | | | | | | |--- TAT > 529.15 | | | | | | | | | |--- value: [113.33] | | | | | | | |--- TIT > 1029.95 | | | | | | | | |--- AP <= 1016.55 | | | | | | | | | |--- TAT <= 536.96 | | | | | | | | | | |--- value: [96.22] | | | | | | | | | |--- TAT > 536.96 | | | | | | | | | | |--- value: [90.93] | | | | | | | | |--- AP > 1016.55 | | | | | | | | | |--- AP <= 1030.30 | | | | | | | | | | |--- AT <= 10.38 | | | | | | | | | | | |--- value: [98.43] | | | | | | | | | | |--- AT > 10.38 | | | | | | | | | | | |--- value: [106.91] | | | | | | | | | |--- AP > 1030.30 | | | | | | | | | | |--- value: [108.44] | | | | | |--- AT > 12.15 | | | | | | |--- AT <= 16.38 | | | | | | | |--- value: [77.41] | | | | | | |--- AT > 16.38 | | | | | | | |--- value: [94.66] | | | |--- TAT > 537.80 | | | | |--- TIT <= 1033.75 | | | | | |--- AFDP <= 2.75 | | | | | | |--- TIT <= 1026.75 | | | | | | | |--- AFDP <= 2.64 | | | | | | | | |--- value: [102.78] | | | | | | | |--- AFDP > 2.64 | | | | | | | | |--- value: [95.36] | | | | | | |--- TIT > 1026.75 | | | | | | | |--- AP <= 1011.00 | | | | | | | | |--- value: [102.46] | | | | | | | |--- AP > 1011.00 | | | | | | | | |--- AT <= 13.61 | | | | | | | | | |--- AT <= 7.33 | | | | | | | | | | |--- TAT <= 539.28 | | | | | | | | | | | |--- value: [94.44] | | | | | | | | | | |--- TAT > 539.28 | | | | | | | | | | | |--- value: [89.37] | | | | | | | | | |--- AT > 7.33 | | | | | | | | | | |--- TAT <= 541.44 | | | | | | | | | | | |--- value: [96.77] | | | | | | | | | | |--- TAT > 541.44 | | | | | | | | | | | |--- value: [87.42] | | | | | | | | |--- AT > 13.61 | | | | | | | | | |--- TAT <= 540.93 | | | | | | | | | | |--- value: [92.61] | | | | | | | | | |--- TAT > 540.93 | | | | | | | | | | |--- AP <= 1022.85 | | | | | | | | | | | |--- value: [90.20] | | | | | | | | | | |--- AP > 1022.85 | | | | | | | | | | | |--- value: [86.30] | | | | | |--- AFDP > 2.75 | | | | | | |--- AFDP <= 3.51 | | | | | | | |--- AT <= 15.03 | | | | | | | | |--- AT <= 9.26 | | | | | | | | | |--- value: [82.06] | | | | | | | | |--- AT > 9.26 | | | | | | | | | |--- value: [91.09] | | | | | | | |--- AT > 15.03 | | | | | | | | |--- value: [73.71] | | | | | | |--- AFDP > 3.51 | | | | | | | |--- value: [116.14] | | | | |--- TIT > 1033.75 | | | | | |--- AFDP <= 4.10 | | | | | | |--- AFDP <= 2.35 | | | | | | | |--- AFDP <= 2.20 | | | | | | | | |--- value: [104.28] | | | | | | | |--- AFDP > 2.20 | | | | | | | | |--- value: [87.11] | | | | | | |--- AFDP > 2.35 | | | | | | | |--- AP <= 1026.80 | | | | | | | | |--- AFDP <= 2.38 | | | | | | | | | |--- value: [113.13] | | | | | | | | |--- AFDP > 2.38 | | | | | | | | | |--- AH <= 78.91 | | | | | | | | | | |--- TAT <= 538.66 | | | | | | | | | | | |--- value: [102.22] | | | | | | | | | | |--- TAT > 538.66 | | | | | | | | | | | |--- value: [89.02] | | | | | | | | | |--- AH > 78.91 | | | | | | | | | | |--- AH <= 94.26 | | | | | | | | | | | |--- value: [102.24] | | | | | | | | | | |--- AH > 94.26 | | | | | | | | | | | |--- value: [96.42] | | | | | | | |--- AP > 1026.80 | | | | | | | | |--- value: [88.84] | | | | | |--- AFDP > 4.10 | | | | | | |--- AH <= 93.66 | | | | | | | |--- TIT <= 1039.35 | | | | | | | | |--- value: [94.28] | | | | | | | |--- TIT > 1039.35 | | | | | | | | |--- value: [88.71] | | | | | | |--- AH > 93.66 | | | | | | | |--- value: [96.66] | | |--- TAT > 541.98 | | | |--- AT <= 3.44 | | | | |--- TAT <= 543.21 | | | | | |--- value: [92.00] | | | | |--- TAT > 543.21 | | | | | |--- value: [114.46] | | | |--- AT > 3.44 | | | | |--- TAT <= 546.67 | | | | | |--- AH <= 99.98 | | | | | | |--- TAT <= 544.63 | | | | | | | |--- TIT <= 1039.15 | | | | | | | | |--- AFDP <= 2.54 | | | | | | | | | |--- AFDP <= 2.52 | | | | | | | | | | |--- AP <= 1021.85 | | | | | | | | | | | |--- value: [92.07] | | | | | | | | | | |--- AP > 1021.85 | | | | | | | | | | | |--- value: [84.28] | | | | | | | | | |--- AFDP > 2.52 | | | | | | | | | | |--- value: [109.47] | | | | | | | | |--- AFDP > 2.54 | | | | | | | | | |--- AH <= 98.52 | | | | | | | | | | |--- AFDP <= 2.97 | | | | | | | | | | | |--- value: [85.12] | | | | | | | | | | |--- AFDP > 2.97 | | | | | | | | | | | |--- value: [92.20] | | | | | | | | | |--- AH > 98.52 | | | | | | | | | | |--- value: [65.27] | | | | | | | |--- TIT > 1039.15 | | | | | | | | |--- AP <= 1019.45 | | | | | | | | | |--- TAT <= 542.35 | | | | | | | | | | |--- value: [108.97] | | | | | | | | | |--- TAT > 542.35 | | | | | | | | | | |--- value: [95.01] | | | | | | | | |--- AP > 1019.45 | | | | | | | | | |--- value: [87.64] | | | | | | |--- TAT > 544.63 | | | | | | | |--- AFDP <= 3.25 | | | | | | | | |--- AH <= 97.77 | | | | | | | | | |--- AFDP <= 2.54 | | | | | | | | | | |--- AP <= 1022.70 | | | | | | | | | | | |--- value: [86.54] | | | | | | | | | | |--- AP > 1022.70 | | | | | | | | | | | |--- value: [80.56] | | | | | | | | | |--- AFDP > 2.54 | | | | | | | | | | |--- AH <= 84.20 | | | | | | | | | | | |--- value: [81.71] | | | | | | | | | | |--- AH > 84.20 | | | | | | | | | | | |--- value: [76.36] | | | | | | | | |--- AH > 97.77 | | | | | | | | | |--- value: [64.06] | | | | | | | |--- AFDP > 3.25 | | | | | | | | |--- AH <= 88.39 | | | | | | | | | |--- value: [84.29] | | | | | | | | |--- AH > 88.39 | | | | | | | | | |--- value: [91.92] | | | | | |--- AH > 99.98 | | | | | | |--- value: [103.09] | | | | |--- TAT > 546.67 | | | | | |--- TAT <= 549.32 | | | | | | |--- AH <= 95.18 | | | | | | | |--- AT <= 10.85 | | | | | | | | |--- AT <= 10.72 | | | | | | | | | |--- AH <= 92.12 | | | | | | | | | | |--- AH <= 90.78 | | | | | | | | | | | |--- value: [78.87] | | | | | | | | | | |--- AH > 90.78 | | | | | | | | | | | |--- value: [94.49] | | | | | | | | | |--- AH > 92.12 | | | | | | | | | | |--- value: [70.74] | | | | | | | | |--- AT > 10.72 | | | | | | | | | |--- value: [100.45] | | | | | | | |--- AT > 10.85 | | | | | | | | |--- AP <= 1017.75 | | | | | | | | | |--- AP <= 1001.40 | | | | | | | | | | |--- value: [60.25] | | | | | | | | | |--- AP > 1001.40 | | | | | | | | | | |--- AH <= 66.78 | | | | | | | | | | | |--- value: [70.91] | | | | | | | | | | |--- AH > 66.78 | | | | | | | | | | | |--- value: [76.19] | | | | | | | | |--- AP > 1017.75 | | | | | | | | | |--- AP <= 1018.75 | | | | | | | | | | |--- value: [58.90] | | | | | | | | | |--- AP > 1018.75 | | | | | | | | | | |--- value: [70.34] | | | | | | |--- AH > 95.18 | | | | | | | |--- value: [88.23] | | | | | |--- TAT > 549.32 | | | | | | |--- AT <= 15.03 | | | | | | | |--- value: [69.71] | | | | | | |--- AT > 15.03 | | | | | | | |--- value: [61.13] | |--- TIT > 1042.85 | | |--- AT <= 11.04 | | | |--- TIT <= 1097.70 | | | | |--- TIT <= 1060.15 | | | | | |--- TAT <= 547.68 | | | | | | |--- TAT <= 542.26 | | | | | | | |--- AT <= 6.44 | | | | | | | | |--- AT <= 4.25 | | | | | | | | | |--- AP <= 1018.55 | | | | | | | | | | |--- value: [109.92] | | | | | | | | | |--- AP > 1018.55 | | | | | | | | | | |--- value: [95.28] | | | | | | | | |--- AT > 4.25 | | | | | | | | | |--- TAT <= 539.21 | | | | | | | | | | |--- value: [102.60] | | | | | | | | | |--- TAT > 539.21 | | | | | | | | | | |--- value: [114.42] | | | | | | | |--- AT > 6.44 | | | | | | | | |--- AFDP <= 3.31 | | | | | | | | | |--- AFDP <= 2.34 | | | | | | | | | | |--- value: [81.04] | | | | | | | | | |--- AFDP > 2.34 | | | | | | | | | | |--- AFDP <= 2.47 | | | | | | | | | | | |--- value: [95.32] | | | | | | | | | | |--- AFDP > 2.47 | | | | | | | | | | | |--- value: [104.58] | | | | | | | | |--- AFDP > 3.31 | | | | | | | | | |--- AP <= 1021.45 | | | | | | | | | | |--- AP <= 1014.50 | | | | | | | | | | | |--- value: [86.31] | | | | | | | | | | |--- AP > 1014.50 | | | | | | | | | | | |--- value: [90.75] | | | | | | | | | |--- AP > 1021.45 | | | | | | | | | | |--- TAT <= 541.21 | | | | | | | | | | | |--- value: [92.99] | | | | | | | | | | |--- TAT > 541.21 | | | | | | | | | | | |--- value: [100.37] | | | | | | |--- TAT > 542.26 | | | | | | | |--- AH <= 85.73 | | | | | | | | |--- AT <= 2.67 | | | | | | | | | |--- value: [105.32] | | | | | | | | |--- AT > 2.67 | | | | | | | | | |--- TIT <= 1047.45 | | | | | | | | | | |--- AP <= 1002.60 | | | | | | | | | | | |--- value: [98.64] | | | | | | | | | | |--- AP > 1002.60 | | | | | | | | | | | |--- value: [78.62] | | | | | | | | | |--- TIT > 1047.45 | | | | | | | | | | |--- TAT <= 546.81 | | | | | | | | | | | |--- value: [91.73] | | | | | | | | | | |--- TAT > 546.81 | | | | | | | | | | | |--- value: [78.52] | | | | | | | |--- AH > 85.73 | | | | | | | | |--- AT <= 7.58 | | | | | | | | | |--- TAT <= 542.61 | | | | | | | | | | |--- value: [84.37] | | | | | | | | | |--- TAT > 542.61 | | | | | | | | | | |--- AH <= 93.87 | | | | | | | | | | | |--- value: [110.24] | | | | | | | | | | |--- AH > 93.87 | | | | | | | | | | | |--- value: [95.22] | | | | | | | | |--- AT > 7.58 | | | | | | | | | |--- AFDP <= 3.26 | | | | | | | | | | |--- AP <= 1019.55 | | | | | | | | | | | |--- value: [96.84] | | | | | | | | | | |--- AP > 1019.55 | | | | | | | | | | | |--- value: [80.81] | | | | | | | | | |--- AFDP > 3.26 | | | | | | | | | | |--- AP <= 1015.45 | | | | | | | | | | | |--- value: [79.68] | | | | | | | | | | |--- AP > 1015.45 | | | | | | | | | | | |--- value: [91.09] | | | | | |--- TAT > 547.68 | | | | | | |--- AT <= 8.25 | | | | | | | |--- AP <= 1005.40 | | | | | | | | |--- TAT <= 549.48 | | | | | | | | | |--- value: [112.60] | | | | | | | | |--- TAT > 549.48 | | | | | | | | | |--- AH <= 92.37 | | | | | | | | | | |--- value: [71.19] | | | | | | | | | |--- AH > 92.37 | | | | | | | | | | |--- AP <= 997.95 | | | | | | | | | | | |--- value: [61.17] | | | | | | | | | | |--- AP > 997.95 | | | | | | | | | | | |--- value: [65.18] | | | | | | | |--- AP > 1005.40 | | | | | | | | |--- AFDP <= 3.54 | | | | | | | | | |--- AT <= 5.34 | | | | | | | | | | |--- TAT <= 549.48 | | | | | | | | | | | |--- value: [101.07] | | | | | | | | | | |--- TAT > 549.48 | | | | | | | | | | | |--- value: [90.01] | | | | | | | | | |--- AT > 5.34 | | | | | | | | | | |--- AFDP <= 2.67 | | | | | | | | | | | |--- value: [89.14] | | | | | | | | | | |--- AFDP > 2.67 | | | | | | | | | | | |--- value: [77.93] | | | | | | | | |--- AFDP > 3.54 | | | | | | | | | |--- AFDP <= 4.09 | | | | | | | | | | |--- AT <= 4.07 | | | | | | | | | | | |--- value: [111.25] | | | | | | | | | | |--- AT > 4.07 | | | | | | | | | | | |--- value: [114.78] | | | | | | | | | |--- AFDP > 4.09 | | | | | | | | | | |--- value: [97.08] | | | | | | |--- AT > 8.25 | | | | | | | |--- TAT <= 548.36 | | | | | | | | |--- AH <= 90.79 | | | | | | | | | |--- AFDP <= 2.55 | | | | | | | | | | |--- value: [68.71] | | | | | | | | | |--- AFDP > 2.55 | | | | | | | | | | |--- AFDP <= 2.58 | | | | | | | | | | | |--- value: [93.48] | | | | | | | | | | |--- AFDP > 2.58 | | | | | | | | | | | |--- value: [78.22] | | | | | | | | |--- AH > 90.79 | | | | | | | | | |--- TAT <= 547.78 | | | | | | | | | | |--- value: [80.07] | | | | | | | | | |--- TAT > 547.78 | | | | | | | | | | |--- AT <= 10.26 | | | | | | | | | | | |--- value: [100.83] | | | | | | | | | | |--- AT > 10.26 | | | | | | | | | | | |--- value: [89.36] | | | | | | | |--- TAT > 548.36 | | | | | | | | |--- AFDP <= 3.26 | | | | | | | | | |--- AFDP <= 2.99 | | | | | | | | | | |--- TIT <= 1049.50 | | | | | | | | | | | |--- value: [71.23] | | | | | | | | | | |--- TIT > 1049.50 | | | | | | | | | | | |--- value: [77.30] | | | | | | | | | |--- AFDP > 2.99 | | | | | | | | | | |--- AH <= 98.19 | | | | | | | | | | | |--- value: [58.72] | | | | | | | | | | |--- AH > 98.19 | | | | | | | | | | | |--- value: [68.34] | | | | | | | | |--- AFDP > 3.26 | | | | | | | | | |--- AT <= 8.49 | | | | | | | | | | |--- value: [117.48] | | | | | | | | | |--- AT > 8.49 | | | | | | | | | | |--- AP <= 998.51 | | | | | | | | | | | |--- value: [75.63] | | | | | | | | | | |--- AP > 998.51 | | | | | | | | | | | |--- value: [80.36] | | | | |--- TIT > 1060.15 | | | | | |--- AFDP <= 3.69 | | | | | | |--- AFDP <= 3.08 | | | | | | | |--- AT <= 7.56 | | | | | | | | |--- TAT <= 548.94 | | | | | | | | | |--- AFDP <= 2.89 | | | | | | | | | | |--- AH <= 83.98 | | | | | | | | | | | |--- value: [88.70] | | | | | | | | | | |--- AH > 83.98 | | | | | | | | | | | |--- value: [102.51] | | | | | | | | | |--- AFDP > 2.89 | | | | | | | | | | |--- AT <= 6.15 | | | | | | | | | | | |--- value: [74.67] | | | | | | | | | | |--- AT > 6.15 | | | | | | | | | | | |--- value: [87.05] | | | | | | | | |--- TAT > 548.94 | | | | | | | | | |--- TIT <= 1070.45 | | | | | | | | | | |--- AP <= 1016.75 | | | | | | | | | | | |--- value: [84.18] | | | | | | | | | | |--- AP > 1016.75 | | | | | | | | | | | |--- value: [74.33] | | | | | | | | | |--- TIT > 1070.45 | | | | | | | | | | |--- AT <= 4.48 | | | | | | | | | | | |--- value: [83.87] | | | | | | | | | | |--- AT > 4.48 | | | | | | | | | | | |--- value: [80.14] | | | | | | | |--- AT > 7.56 | | | | | | | | |--- TAT <= 548.41 | | | | | | | | | |--- TAT <= 541.36 | | | | | | | | | | |--- value: [119.28] | | | | | | | | | |--- TAT > 541.36 | | | | | | | | | | |--- TAT <= 545.97 | | | | | | | | | | | |--- value: [92.03] | | | | | | | | | | |--- TAT > 545.97 | | | | | | | | | | | |--- value: [81.82] | | | | | | | | |--- TAT > 548.41 | | | | | | | | | |--- TIT <= 1078.95 | | | | | | | | | | |--- AT <= 9.58 | | | | | | | | | | | |--- value: [72.87] | | | | | | | | | | |--- AT > 9.58 | | | | | | | | | | | |--- value: [69.34] | | | | | | | | | |--- TIT > 1078.95 | | | | | | | | | | |--- AFDP <= 2.98 | | | | | | | | | | | |--- value: [75.12] | | | | | | | | | | |--- AFDP > 2.98 | | | | | | | | | | | |--- value: [80.11] | | | | | | |--- AFDP > 3.08 | | | | | | | |--- TIT <= 1081.75 | | | | | | | | |--- TAT <= 549.45 | | | | | | | | | |--- AT <= 3.94 | | | | | | | | | | |--- value: [110.30] | | | | | | | | | |--- AT > 3.94 | | | | | | | | | | |--- TIT <= 1066.55 | | | | | | | | | | | |--- value: [82.53] | | | | | | | | | | |--- TIT > 1066.55 | | | | | | | | | | | |--- value: [71.73] | | | | | | | | |--- TAT > 549.45 | | | | | | | | | |--- AFDP <= 3.20 | | | | | | | | | | |--- AH <= 69.47 | | | | | | | | | | | |--- value: [73.65] | | | | | | | | | | |--- AH > 69.47 | | | | | | | | | | | |--- value: [68.76] | | | | | | | | | |--- AFDP > 3.20 | | | | | | | | | | |--- AT <= 7.54 | | | | | | | | | | | |--- value: [68.56] | | | | | | | | | | |--- AT > 7.54 | | | | | | | | | | | |--- value: [64.27] | | | | | | | |--- TIT > 1081.75 | | | | | | | | |--- AT <= 7.41 | | | | | | | | | |--- AP <= 1027.75 | | | | | | | | | | |--- AP <= 1021.55 | | | | | | | | | | | |--- value: [76.43] | | | | | | | | | | |--- AP > 1021.55 | | | | | | | | | | | |--- value: [82.03] | | | | | | | | | |--- AP > 1027.75 | | | | | | | | | | |--- value: [62.71] | | | | | | | | |--- AT > 7.41 | | | | | | | | | |--- AP <= 1007.75 | | | | | | | | | | |--- AH <= 94.79 | | | | | | | | | | | |--- value: [81.06] | | | | | | | | | | |--- AH > 94.79 | | | | | | | | | | | |--- value: [76.78] | | | | | | | | | |--- AP > 1007.75 | | | | | | | | | | |--- AH <= 99.83 | | | | | | | | | | | |--- value: [71.07] | | | | | | | | | | |--- AH > 99.83 | | | | | | | | | | | |--- value: [79.89] | | | | | |--- AFDP > 3.69 | | | | | | |--- TIT <= 1089.05 | | | | | | | |--- AT <= 8.23 | | | | | | | | |--- TIT <= 1071.10 | | | | | | | | | |--- AT <= 7.16 | | | | | | | | | | |--- TAT <= 540.32 | | | | | | | | | | | |--- value: [84.42] | | | | | | | | | | |--- TAT > 540.32 | | | | | | | | | | | |--- value: [98.19] | | | | | | | | | |--- AT > 7.16 | | | | | | | | | | |--- AP <= 1007.00 | | | | | | | | | | | |--- value: [76.13] | | | | | | | | | | |--- AP > 1007.00 | | | | | | | | | | | |--- value: [84.73] | | | | | | | | |--- TIT > 1071.10 | | | | | | | | | |--- AT <= 5.33 | | | | | | | | | | |--- AH <= 84.43 | | | | | | | | | | | |--- value: [85.71] | | | | | | | | | | |--- AH > 84.43 | | | | | | | | | | | |--- value: [81.82] | | | | | | | | | |--- AT > 5.33 | | | | | | | | | | |--- AP <= 1017.45 | | | | | | | | | | | |--- value: [81.56] | | | | | | | | | | |--- AP > 1017.45 | | | | | | | | | | | |--- value: [78.81] | | | | | | | |--- AT > 8.23 | | | | | | | | |--- AH <= 89.15 | | | | | | | | | |--- TIT <= 1073.15 | | | | | | | | | | |--- TIT <= 1060.45 | | | | | | | | | | | |--- value: [100.28] | | | | | | | | | | |--- TIT > 1060.45 | | | | | | | | | | | |--- value: [85.29] | | | | | | | | | |--- TIT > 1073.15 | | | | | | | | | | |--- AT <= 9.86 | | | | | | | | | | | |--- value: [79.77] | | | | | | | | | | |--- AT > 9.86 | | | | | | | | | | | |--- value: [77.91] | | | | | | | | |--- AH > 89.15 | | | | | | | | | |--- TIT <= 1079.60 | | | | | | | | | | |--- AH <= 99.87 | | | | | | | | | | | |--- value: [66.92] | | | | | | | | | | |--- AH > 99.87 | | | | | | | | | | | |--- value: [80.49] | | | | | | | | | |--- TIT > 1079.60 | | | | | | | | | | |--- TIT <= 1087.25 | | | | | | | | | | | |--- value: [76.30] | | | | | | | | | | |--- TIT > 1087.25 | | | | | | | | | | | |--- value: [71.48] | | | | | | |--- TIT > 1089.05 | | | | | | | |--- AP <= 1027.65 | | | | | | | | |--- TAT <= 547.30 | | | | | | | | | |--- TIT <= 1089.15 | | | | | | | | | | |--- value: [60.38] | | | | | | | | | |--- TIT > 1089.15 | | | | | | | | | | |--- TAT <= 541.30 | | | | | | | | | | | |--- value: [70.99] | | | | | | | | | | |--- TAT > 541.30 | | | | | | | | | | | |--- value: [76.31] | | | | | | | | |--- TAT > 547.30 | | | | | | | | | |--- AT <= 4.65 | | | | | | | | | | |--- value: [65.18] | | | | | | | | | |--- AT > 4.65 | | | | | | | | | | |--- TAT <= 550.14 | | | | | | | | | | | |--- value: [82.51] | | | | | | | | | | |--- TAT > 550.14 | | | | | | | | | | | |--- value: [74.77] | | | | | | | |--- AP > 1027.65 | | | | | | | | |--- AFDP <= 4.04 | | | | | | | | | |--- TAT <= 544.85 | | | | | | | | | | |--- value: [55.66] | | | | | | | | | |--- TAT > 544.85 | | | | | | | | | | |--- value: [62.78] | | | | | | | | |--- AFDP > 4.04 | | | | | | | | | |--- AH <= 93.18 | | | | | | | | | | |--- AH <= 92.18 | | | | | | | | | | | |--- value: [69.17] | | | | | | | | | | |--- AH > 92.18 | | | | | | | | | | | |--- value: [82.14] | | | | | | | | | |--- AH > 93.18 | | | | | | | | | | |--- value: [60.42] | | | |--- TIT > 1097.70 | | | | |--- AP <= 1020.95 | | | | | |--- TAT <= 539.04 | | | | | | |--- AFDP <= 4.09 | | | | | | | |--- TAT <= 531.83 | | | | | | | | |--- AT <= 5.23 | | | | | | | | | |--- TAT <= 527.38 | | | | | | | | | | |--- AH <= 63.57 | | | | | | | | | | | |--- value: [75.04] | | | | | | | | | | |--- AH > 63.57 | | | | | | | | | | | |--- value: [66.70] | | | | | | | | | |--- TAT > 527.38 | | | | | | | | | | |--- AH <= 65.85 | | | | | | | | | | | |--- value: [64.89] | | | | | | | | | | |--- AH > 65.85 | | | | | | | | | | | |--- value: [59.24] | | | | | | | | |--- AT > 5.23 | | | | | | | | | |--- TAT <= 528.47 | | | | | | | | | | |--- AFDP <= 4.05 | | | | | | | | | | | |--- value: [65.27] | | | | | | | | | | |--- AFDP > 4.05 | | | | | | | | | | | |--- value: [69.26] | | | | | | | | | |--- TAT > 528.47 | | | | | | | | | | |--- AH <= 92.08 | | | | | | | | | | | |--- value: [71.64] | | | | | | | | | | |--- AH > 92.08 | | | | | | | | | | | |--- value: [68.33] | | | | | | | |--- TAT > 531.83 | | | | | | | | |--- AH <= 91.85 | | | | | | | | | |--- AP <= 1015.90 | | | | | | | | | | |--- AH <= 86.42 | | | | | | | | | | | |--- value: [62.20] | | | | | | | | | | |--- AH > 86.42 | | | | | | | | | | | |--- value: [74.31] | | | | | | | | | |--- AP > 1015.90 | | | | | | | | | | |--- AP <= 1018.60 | | | | | | | | | | | |--- value: [59.57] | | | | | | | | | | |--- AP > 1018.60 | | | | | | | | | | | |--- value: [57.15] | | | | | | | | |--- AH > 91.85 | | | | | | | | | |--- AP <= 999.80 | | | | | | | | | | |--- value: [73.25] | | | | | | | | | |--- AP > 999.80 | | | | | | | | | | |--- TAT <= 537.36 | | | | | | | | | | | |--- value: [69.69] | | | | | | | | | | |--- TAT > 537.36 | | | | | | | | | | | |--- value: [72.98] | | | | | | |--- AFDP > 4.09 | | | | | | | |--- AP <= 1006.25 | | | | | | | | |--- AT <= 9.09 | | | | | | | | | |--- AT <= 8.50 | | | | | | | | | | |--- AT <= 7.27 | | | | | | | | | | | |--- value: [75.09] | | | | | | | | | | |--- AT > 7.27 | | | | | | | | | | | |--- value: [69.04] | | | | | | | | | |--- AT > 8.50 | | | | | | | | | | |--- value: [88.85] | | | | | | | | |--- AT > 9.09 | | | | | | | | | |--- AFDP <= 5.56 | | | | | | | | | | |--- AP <= 1002.20 | | | | | | | | | | | |--- value: [72.08] | | | | | | | | | | |--- AP > 1002.20 | | | | | | | | | | | |--- value: [69.50] | | | | | | | | | |--- AFDP > 5.56 | | | | | | | | | | |--- AFDP <= 6.27 | | | | | | | | | | | |--- value: [67.93] | | | | | | | | | | |--- AFDP > 6.27 | | | | | | | | | | | |--- value: [65.66] | | | | | | | |--- AP > 1006.25 | | | | | | | | |--- TAT <= 527.52 | | | | | | | | | |--- AFDP <= 4.79 | | | | | | | | | | |--- AH <= 79.07 | | | | | | | | | | | |--- value: [69.44] | | | | | | | | | | |--- AH > 79.07 | | | | | | | | | | | |--- value: [67.81] | | | | | | | | | |--- AFDP > 4.79 | | | | | | | | | | |--- AFDP <= 4.88 | | | | | | | | | | | |--- value: [58.07] | | | | | | | | | | |--- AFDP > 4.88 | | | | | | | | | | | |--- value: [66.48] | | | | | | | | |--- TAT > 527.52 | | | | | | | | | |--- AH <= 57.41 | | | | | | | | | | |--- AP <= 1020.35 | | | | | | | | | | | |--- value: [61.40] | | | | | | | | | | |--- AP > 1020.35 | | | | | | | | | | | |--- value: [69.04] | | | | | | | | | |--- AH > 57.41 | | | | | | | | | | |--- TAT <= 534.11 | | | | | | | | | | | |--- value: [68.60] | | | | | | | | | | |--- TAT > 534.11 | | | | | | | | | | | |--- value: [71.44] | | | | | |--- TAT > 539.04 | | | | | | |--- TAT <= 543.17 | | | | | | | |--- AP <= 1019.45 | | | | | | | | |--- AH <= 88.70 | | | | | | | | | |--- AP <= 1018.20 | | | | | | | | | | |--- AH <= 71.46 | | | | | | | | | | | |--- value: [86.67] | | | | | | | | | | |--- AH > 71.46 | | | | | | | | | | | |--- value: [77.91] | | | | | | | | | |--- AP > 1018.20 | | | | | | | | | | |--- value: [92.70] | | | | | | | | |--- AH > 88.70 | | | | | | | | | |--- value: [66.24] | | | | | | | |--- AP > 1019.45 | | | | | | | | |--- value: [60.26] | | | | | | |--- TAT > 543.17 | | | | | | | |--- AFDP <= 3.77 | | | | | | | | |--- value: [77.16] | | | | | | | |--- AFDP > 3.77 | | | | | | | | |--- AT <= 7.54 | | | | | | | | | |--- value: [80.23] | | | | | | | | |--- AT > 7.54 | | | | | | | | | |--- AT <= 10.10 | | | | | | | | | | |--- AP <= 1019.45 | | | | | | | | | | | |--- value: [92.29] | | | | | | | | | | |--- AP > 1019.45 | | | | | | | | | | | |--- value: [87.67] | | | | | | | | | |--- AT > 10.10 | | | | | | | | | | |--- value: [84.18] | | | | |--- AP > 1020.95 | | | | | |--- TAT <= 538.38 | | | | | | |--- TAT <= 529.57 | | | | | | | |--- AT <= 3.24 | | | | | | | | |--- AFDP <= 5.10 | | | | | | | | | |--- AFDP <= 4.50 | | | | | | | | | | |--- AH <= 58.82 | | | | | | | | | | | |--- value: [60.66] | | | | | | | | | | |--- AH > 58.82 | | | | | | | | | | | |--- value: [57.38] | | | | | | | | | |--- AFDP > 4.50 | | | | | | | | | | |--- value: [50.66] | | | | | | | | |--- AFDP > 5.10 | | | | | | | | | |--- TAT <= 521.51 | | | | | | | | | | |--- value: [62.17] | | | | | | | | | |--- TAT > 521.51 | | | | | | | | | | |--- TAT <= 522.80 | | | | | | | | | | | |--- value: [66.81] | | | | | | | | | | |--- TAT > 522.80 | | | | | | | | | | | |--- value: [69.17] | | | | | | | |--- AT > 3.24 | | | | | | | | |--- AFDP <= 4.67 | | | | | | | | | |--- AFDP <= 4.14 | | | | | | | | | | |--- AH <= 80.81 | | | | | | | | | | | |--- value: [61.39] | | | | | | | | | | |--- AH > 80.81 | | | | | | | | | | | |--- value: [66.28] | | | | | | | | | |--- AFDP > 4.14 | | | | | | | | | | |--- AP <= 1030.30 | | | | | | | | | | | |--- value: [70.89] | | | | | | | | | | |--- AP > 1030.30 | | | | | | | | | | | |--- value: [47.60] | | | | | | | | |--- AFDP > 4.67 | | | | | | | | | |--- AP <= 1029.15 | | | | | | | | | | |--- AFDP <= 5.87 | | | | | | | | | | | |--- value: [64.60] | | | | | | | | | | |--- AFDP > 5.87 | | | | | | | | | | | |--- value: [61.80] | | | | | | | | | |--- AP > 1029.15 | | | | | | | | | | |--- AT <= 5.88 | | | | | | | | | | | |--- value: [47.11] | | | | | | | | | | |--- AT > 5.88 | | | | | | | | | | | |--- value: [61.28] | | | | | | |--- TAT > 529.57 | | | | | | | |--- AH <= 93.18 | | | | | | | | |--- AH <= 74.56 | | | | | | | | | |--- AT <= 5.98 | | | | | | | | | | |--- AFDP <= 4.73 | | | | | | | | | | | |--- value: [61.55] | | | | | | | | | | |--- AFDP > 4.73 | | | | | | | | | | | |--- value: [70.28] | | | | | | | | | |--- AT > 5.98 | | | | | | | | | | |--- AFDP <= 4.20 | | | | | | | | | | | |--- value: [57.38] | | | | | | | | | | |--- AFDP > 4.20 | | | | | | | | | | | |--- value: [51.80] | | | | | | | | |--- AH > 74.56 | | | | | | | | | |--- TAT <= 533.80 | | | | | | | | | | |--- TIT <= 1100.05 | | | | | | | | | | | |--- value: [55.97] | | | | | | | | | | |--- TIT > 1100.05 | | | | | | | | | | | |--- value: [64.70] | | | | | | | | | |--- TAT > 533.80 | | | | | | | | | | |--- AFDP <= 4.40 | | | | | | | | | | | |--- value: [57.61] | | | | | | | | | | |--- AFDP > 4.40 | | | | | | | | | | | |--- value: [71.68] | | | | | | | |--- AH > 93.18 | | | | | | | | |--- value: [82.67] | | | | | |--- TAT > 538.38 | | | | | | |--- AP <= 1022.35 | | | | | | | |--- value: [65.55] | | | | | | |--- AP > 1022.35 | | | | | | | |--- TAT <= 545.44 | | | | | | | | |--- TAT <= 541.94 | | | | | | | | | |--- value: [70.22] | | | | | | | | |--- TAT > 541.94 | | | | | | | | | |--- value: [76.18] | | | | | | | |--- TAT > 545.44 | | | | | | | | |--- AH <= 77.35 | | | | | | | | | |--- value: [84.83] | | | | | | | | |--- AH > 77.35 | | | | | | | | | |--- value: [78.62] | | |--- AT > 11.04 | | | |--- AT <= 13.96 | | | | |--- TIT <= 1057.20 | | | | | |--- TAT <= 549.57 | | | | | | |--- AH <= 80.06 | | | | | | | |--- AFDP <= 3.12 | | | | | | | | |--- AP <= 1015.10 | | | | | | | | | |--- TIT <= 1051.00 | | | | | | | | | | |--- value: [71.65] | | | | | | | | | |--- TIT > 1051.00 | | | | | | | | | | |--- value: [86.33] | | | | | | | | |--- AP > 1015.10 | | | | | | | | | |--- TAT <= 548.64 | | | | | | | | | | |--- TIT <= 1048.90 | | | | | | | | | | | |--- value: [68.73] | | | | | | | | | | |--- TIT > 1048.90 | | | | | | | | | | | |--- value: [70.81] | | | | | | | | | |--- TAT > 548.64 | | | | | | | | | | |--- TIT <= 1046.70 | | | | | | | | | | | |--- value: [67.81] | | | | | | | | | | |--- TIT > 1046.70 | | | | | | | | | | | |--- value: [65.74] | | | | | | | |--- AFDP > 3.12 | | | | | | | | |--- TAT <= 545.74 | | | | | | | | | |--- value: [83.18] | | | | | | | | |--- TAT > 545.74 | | | | | | | | | |--- AP <= 1013.95 | | | | | | | | | | |--- value: [82.60] | | | | | | | | | |--- AP > 1013.95 | | | | | | | | | | |--- TAT <= 548.21 | | | | | | | | | | | |--- value: [76.24] | | | | | | | | | | |--- TAT > 548.21 | | | | | | | | | | | |--- value: [77.77] | | | | | | |--- AH > 80.06 | | | | | | | |--- AFDP <= 2.70 | | | | | | | | |--- TIT <= 1051.85 | | | | | | | | | |--- AFDP <= 2.23 | | | | | | | | | | |--- value: [77.70] | | | | | | | | | |--- AFDP > 2.23 | | | | | | | | | | |--- AP <= 998.95 | | | | | | | | | | | |--- value: [79.64] | | | | | | | | | | |--- AP > 998.95 | | | | | | | | | | | |--- value: [88.36] | | | | | | | | |--- TIT > 1051.85 | | | | | | | | | |--- AFDP <= 2.29 | | | | | | | | | | |--- value: [71.75] | | | | | | | | | |--- AFDP > 2.29 | | | | | | | | | | |--- AH <= 82.61 | | | | | | | | | | | |--- value: [94.23] | | | | | | | | | | |--- AH > 82.61 | | | | | | | | | | | |--- value: [82.09] | | | | | | | |--- AFDP > 2.70 | | | | | | | | |--- TAT <= 548.92 | | | | | | | | | |--- AFDP <= 2.73 | | | | | | | | | | |--- value: [105.47] | | | | | | | | | |--- AFDP > 2.73 | | | | | | | | | | |--- AP <= 1016.35 | | | | | | | | | | | |--- value: [78.03] | | | | | | | | | | |--- AP > 1016.35 | | | | | | | | | | | |--- value: [84.10] | | | | | | | | |--- TAT > 548.92 | | | | | | | | | |--- TIT <= 1051.20 | | | | | | | | | | |--- AP <= 1013.95 | | | | | | | | | | | |--- value: [70.97] | | | | | | | | | | |--- AP > 1013.95 | | | | | | | | | | | |--- value: [63.78] | | | | | | | | | |--- TIT > 1051.20 | | | | | | | | | | |--- TIT <= 1056.60 | | | | | | | | | | | |--- value: [78.04] | | | | | | | | | | |--- TIT > 1056.60 | | | | | | | | | | | |--- value: [100.06] | | | | | |--- TAT > 549.57 | | | | | | |--- TIT <= 1051.30 | | | | | | | |--- AFDP <= 2.59 | | | | | | | | |--- AFDP <= 2.43 | | | | | | | | | |--- AP <= 998.58 | | | | | | | | | | |--- value: [77.06] | | | | | | | | | |--- AP > 998.58 | | | | | | | | | | |--- TAT <= 549.74 | | | | | | | | | | | |--- value: [70.63] | | | | | | | | | | |--- TAT > 549.74 | | | | | | | | | | | |--- value: [68.52] | | | | | | | | |--- AFDP > 2.43 | | | | | | | | | |--- TIT <= 1044.95 | | | | | | | | | | |--- value: [74.07] | | | | | | | | | |--- TIT > 1044.95 | | | | | | | | | | |--- AT <= 13.24 | | | | | | | | | | | |--- value: [70.85] | | | | | | | | | | |--- AT > 13.24 | | | | | | | | | | | |--- value: [72.30] | | | | | | | |--- AFDP > 2.59 | | | | | | | | |--- AH <= 63.63 | | | | | | | | | |--- value: [71.90] | | | | | | | | |--- AH > 63.63 | | | | | | | | | |--- AP <= 1001.20 | | | | | | | | | | |--- value: [56.45] | | | | | | | | | |--- AP > 1001.20 | | | | | | | | | | |--- TAT <= 549.88 | | | | | | | | | | | |--- value: [66.47] | | | | | | | | | | |--- TAT > 549.88 | | | | | | | | | | | |--- value: [63.21] | | | | | | |--- TIT > 1051.30 | | | | | | | |--- TAT <= 550.11 | | | | | | | | |--- AT <= 13.56 | | | | | | | | | |--- AH <= 95.27 | | | | | | | | | | |--- TAT <= 549.89 | | | | | | | | | | | |--- value: [79.28] | | | | | | | | | | |--- TAT > 549.89 | | | | | | | | | | | |--- value: [75.42] | | | | | | | | | |--- AH > 95.27 | | | | | | | | | | |--- TIT <= 1052.05 | | | | | | | | | | | |--- value: [86.44] | | | | | | | | | | |--- TIT > 1052.05 | | | | | | | | | | | |--- value: [72.61] | | | | | | | | |--- AT > 13.56 | | | | | | | | | |--- TAT <= 549.68 | | | | | | | | | | |--- value: [76.97] | | | | | | | | | |--- TAT > 549.68 | | | | | | | | | | |--- AP <= 1017.90 | | | | | | | | | | | |--- value: [71.60] | | | | | | | | | | |--- AP > 1017.90 | | | | | | | | | | | |--- value: [54.84] | | | | | | | |--- TAT > 550.11 | | | | | | | | |--- AFDP <= 3.04 | | | | | | | | | |--- TAT <= 550.31 | | | | | | | | | | |--- TIT <= 1053.60 | | | | | | | | | | | |--- value: [63.49] | | | | | | | | | | |--- TIT > 1053.60 | | | | | | | | | | | |--- value: [72.02] | | | | | | | | | |--- TAT > 550.31 | | | | | | | | | | |--- value: [56.04] | | | | | | | | |--- AFDP > 3.04 | | | | | | | | | |--- value: [74.39] | | | | |--- TIT > 1057.20 | | | | | |--- TAT <= 539.06 | | | | | | |--- AP <= 1021.95 | | | | | | | |--- TIT <= 1084.15 | | | | | | | | |--- value: [100.13] | | | | | | | |--- TIT > 1084.15 | | | | | | | | |--- AFDP <= 4.46 | | | | | | | | | |--- TAT <= 536.26 | | | | | | | | | | |--- AFDP <= 4.05 | | | | | | | | | | | |--- value: [67.09] | | | | | | | | | | |--- AFDP > 4.05 | | | | | | | | | | | |--- value: [70.88] | | | | | | | | | |--- TAT > 536.26 | | | | | | | | | | |--- AH <= 84.15 | | | | | | | | | | | |--- value: [60.94] | | | | | | | | | | |--- AH > 84.15 | | | | | | | | | | | |--- value: [71.12] | | | | | | | | |--- AFDP > 4.46 | | | | | | | | | |--- TAT <= 533.42 | | | | | | | | | | |--- AT <= 12.88 | | | | | | | | | | | |--- value: [65.93] | | | | | | | | | | |--- AT > 12.88 | | | | | | | | | | | |--- value: [62.35] | | | | | | | | | |--- TAT > 533.42 | | | | | | | | | | |--- AT <= 11.94 | | | | | | | | | | | |--- value: [82.41] | | | | | | | | | | |--- AT > 11.94 | | | | | | | | | | | |--- value: [67.95] | | | | | | |--- AP > 1021.95 | | | | | | | |--- TAT <= 531.97 | | | | | | | | |--- AFDP <= 4.58 | | | | | | | | | |--- TAT <= 528.86 | | | | | | | | | | |--- value: [64.95] | | | | | | | | | |--- TAT > 528.86 | | | | | | | | | | |--- value: [73.22] | | | | | | | | |--- AFDP > 4.58 | | | | | | | | | |--- TIT <= 1099.55 | | | | | | | | | | |--- value: [56.52] | | | | | | | | | |--- TIT > 1099.55 | | | | | | | | | | |--- AH <= 82.59 | | | | | | | | | | | |--- value: [64.39] | | | | | | | | | | |--- AH > 82.59 | | | | | | | | | | | |--- value: [61.99] | | | | | | | |--- TAT > 531.97 | | | | | | | | |--- TIT <= 1099.75 | | | | | | | | | |--- AP <= 1028.30 | | | | | | | | | | |--- value: [70.92] | | | | | | | | | |--- AP > 1028.30 | | | | | | | | | | |--- value: [58.12] | | | | | | | | |--- TIT > 1099.75 | | | | | | | | | |--- AH <= 54.39 | | | | | | | | | | |--- AFDP <= 4.32 | | | | | | | | | | | |--- value: [60.81] | | | | | | | | | | |--- AFDP > 4.32 | | | | | | | | | | | |--- value: [54.13] | | | | | | | | | |--- AH > 54.39 | | | | | | | | | | |--- AFDP <= 4.67 | | | | | | | | | | | |--- value: [50.28] | | | | | | | | | | |--- AFDP > 4.67 | | | | | | | | | | | |--- value: [61.43] | | | | | |--- TAT > 539.06 | | | | | | |--- AFDP <= 3.85 | | | | | | | |--- AFDP <= 3.38 | | | | | | | | |--- AP <= 1014.95 | | | | | | | | | |--- TIT <= 1075.75 | | | | | | | | | | |--- TAT <= 548.99 | | | | | | | | | | | |--- value: [82.57] | | | | | | | | | | |--- TAT > 548.99 | | | | | | | | | | | |--- value: [66.46] | | | | | | | | | |--- TIT > 1075.75 | | | | | | | | | | |--- AFDP <= 3.25 | | | | | | | | | | | |--- value: [75.78] | | | | | | | | | | |--- AFDP > 3.25 | | | | | | | | | | | |--- value: [71.65] | | | | | | | | |--- AP > 1014.95 | | | | | | | | | |--- AT <= 11.43 | | | | | | | | | | |--- TIT <= 1078.05 | | | | | | | | | | | |--- value: [65.93] | | | | | | | | | | |--- TIT > 1078.05 | | | | | | | | | | | |--- value: [72.92] | | | | | | | | | |--- AT > 11.43 | | | | | | | | | | |--- AFDP <= 3.38 | | | | | | | | | | | |--- value: [66.35] | | | | | | | | | | |--- AFDP > 3.38 | | | | | | | | | | | |--- value: [107.40] | | | | | | | |--- AFDP > 3.38 | | | | | | | | |--- TIT <= 1065.85 | | | | | | | | | |--- TAT <= 549.86 | | | | | | | | | | |--- AH <= 89.36 | | | | | | | | | | | |--- value: [82.34] | | | | | | | | | | |--- AH > 89.36 | | | | | | | | | | | |--- value: [77.18] | | | | | | | | | |--- TAT > 549.86 | | | | | | | | | | |--- AFDP <= 3.47 | | | | | | | | | | | |--- value: [60.61] | | | | | | | | | | |--- AFDP > 3.47 | | | | | | | | | | | |--- value: [73.97] | | | | | | | | |--- TIT > 1065.85 | | | | | | | | | |--- TIT <= 1079.05 | | | | | | | | | | |--- AP <= 1019.05 | | | | | | | | | | | |--- value: [61.30] | | | | | | | | | | |--- AP > 1019.05 | | | | | | | | | | | |--- value: [66.46] | | | | | | | | | |--- TIT > 1079.05 | | | | | | | | | | |--- AFDP <= 3.80 | | | | | | | | | | | |--- value: [65.16] | | | | | | | | | | |--- AFDP > 3.80 | | | | | | | | | | | |--- value: [70.47] | | | | | | |--- AFDP > 3.85 | | | | | | | |--- AH <= 98.45 | | | | | | | | |--- AT <= 11.89 | | | | | | | | | |--- TIT <= 1065.50 | | | | | | | | | | |--- value: [90.19] | | | | | | | | | |--- TIT > 1065.50 | | | | | | | | | | |--- TIT <= 1087.55 | | | | | | | | | | | |--- value: [77.17] | | | | | | | | | | |--- TIT > 1087.55 | | | | | | | | | | | |--- value: [73.99] | | | | | | | | |--- AT > 11.89 | | | | | | | | | |--- AFDP <= 4.62 | | | | | | | | | | |--- TIT <= 1063.65 | | | | | | | | | | | |--- value: [80.89] | | | | | | | | | | |--- TIT > 1063.65 | | | | | | | | | | | |--- value: [73.27] | | | | | | | | | |--- AFDP > 4.62 | | | | | | | | | | |--- AH <= 93.49 | | | | | | | | | | | |--- value: [77.67] | | | | | | | | | | |--- AH > 93.49 | | | | | | | | | | | |--- value: [70.49] | | | | | | | |--- AH > 98.45 | | | | | | | | |--- TIT <= 1080.70 | | | | | | | | | |--- TIT <= 1068.90 | | | | | | | | | | |--- value: [73.96] | | | | | | | | | |--- TIT > 1068.90 | | | | | | | | | | |--- TAT <= 550.21 | | | | | | | | | | | |--- value: [59.66] | | | | | | | | | | |--- TAT > 550.21 | | | | | | | | | | | |--- value: [65.95] | | | | | | | | |--- TIT > 1080.70 | | | | | | | | | |--- AFDP <= 4.14 | | | | | | | | | | |--- value: [59.26] | | | | | | | | | |--- AFDP > 4.14 | | | | | | | | | | |--- AT <= 12.09 | | | | | | | | | | | |--- value: [72.67] | | | | | | | | | | |--- AT > 12.09 | | | | | | | | | | | |--- value: [69.34] | | | |--- AT > 13.96 | | | | |--- TIT <= 1083.85 | | | | | |--- TIT <= 1063.35 | | | | | | |--- TAT <= 548.77 | | | | | | | |--- AFDP <= 2.35 | | | | | | | | |--- TIT <= 1048.65 | | | | | | | | | |--- value: [77.09] | | | | | | | | |--- TIT > 1048.65 | | | | | | | | | |--- value: [67.25] | | | | | | | |--- AFDP > 2.35 | | | | | | | | |--- TAT <= 546.17 | | | | | | | | | |--- TAT <= 544.84 | | | | | | | | | | |--- AT <= 15.83 | | | | | | | | | | | |--- value: [85.69] | | | | | | | | | | |--- AT > 15.83 | | | | | | | | | | | |--- value: [79.27] | | | | | | | | | |--- TAT > 544.84 | | | | | | | | | | |--- value: [90.65] | | | | | | | | |--- TAT > 546.17 | | | | | | | | | |--- AP <= 1002.45 | | | | | | | | | | |--- value: [91.47] | | | | | | | | | |--- AP > 1002.45 | | | | | | | | | | |--- TAT <= 548.07 | | | | | | | | | | | |--- value: [81.24] | | | | | | | | | | |--- TAT > 548.07 | | | | | | | | | | | |--- value: [75.58] | | | | | | |--- TAT > 548.77 | | | | | | | |--- TIT <= 1050.65 | | | | | | | | |--- AH <= 67.08 | | | | | | | | | |--- AT <= 16.76 | | | | | | | | | | |--- TIT <= 1044.35 | | | | | | | | | | | |--- value: [64.32] | | | | | | | | | | |--- TIT > 1044.35 | | | | | | | | | | | |--- value: [69.45] | | | | | | | | | |--- AT > 16.76 | | | | | | | | | | |--- value: [61.55] | | | | | | | | |--- AH > 67.08 | | | | | | | | | |--- AP <= 1015.50 | | | | | | | | | | |--- AT <= 15.23 | | | | | | | | | | | |--- value: [63.98] | | | | | | | | | | |--- AT > 15.23 | | | | | | | | | | | |--- value: [60.58] | | | | | | | | | |--- AP > 1015.50 | | | | | | | | | | |--- AFDP <= 2.33 | | | | | | | | | | | |--- value: [49.67] | | | | | | | | | | |--- AFDP > 2.33 | | | | | | | | | | | |--- value: [58.82] | | | | | | | |--- TIT > 1050.65 | | | | | | | | |--- AT <= 16.02 | | | | | | | | | |--- AFDP <= 3.37 | | | | | | | | | | |--- AFDP <= 2.73 | | | | | | | | | | | |--- value: [70.81] | | | | | | | | | | |--- AFDP > 2.73 | | | | | | | | | | | |--- value: [64.95] | | | | | | | | | |--- AFDP > 3.37 | | | | | | | | | | |--- AH <= 79.56 | | | | | | | | | | | |--- value: [76.82] | | | | | | | | | | |--- AH > 79.56 | | | | | | | | | | | |--- value: [70.72] | | | | | | | | |--- AT > 16.02 | | | | | | | | | |--- AFDP <= 3.92 | | | | | | | | | | |--- AH <= 75.32 | | | | | | | | | | | |--- value: [68.84] | | | | | | | | | | |--- AH > 75.32 | | | | | | | | | | | |--- value: [63.97] | | | | | | | | | |--- AFDP > 3.92 | | | | | | | | | | |--- AH <= 84.58 | | | | | | | | | | | |--- value: [72.78] | | | | | | | | | | |--- AH > 84.58 | | | | | | | | | | | |--- value: [67.93] | | | | | |--- TIT > 1063.35 | | | | | | |--- AFDP <= 3.16 | | | | | | | |--- AP <= 1005.95 | | | | | | | | |--- TIT <= 1078.30 | | | | | | | | | |--- TAT <= 549.60 | | | | | | | | | | |--- value: [81.29] | | | | | | | | | |--- TAT > 549.60 | | | | | | | | | | |--- value: [76.91] | | | | | | | | |--- TIT > 1078.30 | | | | | | | | | |--- value: [74.76] | | | | | | | |--- AP > 1005.95 | | | | | | | | |--- TIT <= 1069.35 | | | | | | | | | |--- AH <= 63.43 | | | | | | | | | | |--- value: [72.34] | | | | | | | | | |--- AH > 63.43 | | | | | | | | | | |--- AFDP <= 3.08 | | | | | | | | | | | |--- value: [62.97] | | | | | | | | | | |--- AFDP > 3.08 | | | | | | | | | | | |--- value: [58.84] | | | | | | | | |--- TIT > 1069.35 | | | | | | | | | |--- TIT <= 1069.65 | | | | | | | | | | |--- value: [80.54] | | | | | | | | | |--- TIT > 1069.65 | | | | | | | | | | |--- TAT <= 549.97 | | | | | | | | | | | |--- value: [65.09] | | | | | | | | | | |--- TAT > 549.97 | | | | | | | | | | | |--- value: [69.72] | | | | | | |--- AFDP > 3.16 | | | | | | | |--- AFDP <= 3.47 | | | | | | | | |--- AH <= 67.30 | | | | | | | | | |--- AT <= 16.02 | | | | | | | | | | |--- AP <= 1022.65 | | | | | | | | | | | |--- value: [64.20] | | | | | | | | | | |--- AP > 1022.65 | | | | | | | | | | | |--- value: [58.57] | | | | | | | | | |--- AT > 16.02 | | | | | | | | | | |--- AP <= 1017.60 | | | | | | | | | | | |--- value: [61.33] | | | | | | | | | | |--- AP > 1017.60 | | | | | | | | | | | |--- value: [55.89] | | | | | | | | |--- AH > 67.30 | | | | | | | | | |--- TIT <= 1078.65 | | | | | | | | | | |--- TAT <= 548.87 | | | | | | | | | | | |--- value: [67.23] | | | | | | | | | | |--- TAT > 548.87 | | | | | | | | | | | |--- value: [54.63] | | | | | | | | | |--- TIT > 1078.65 | | | | | | | | | | |--- AT <= 15.17 | | | | | | | | | | | |--- value: [62.39] | | | | | | | | | | |--- AT > 15.17 | | | | | | | | | | | |--- value: [58.31] | | | | | | | |--- AFDP > 3.47 | | | | | | | | |--- TIT <= 1074.65 | | | | | | | | | |--- AH <= 89.27 | | | | | | | | | | |--- AH <= 71.71 | | | | | | | | | | | |--- value: [77.76] | | | | | | | | | | |--- AH > 71.71 | | | | | | | | | | | |--- value: [69.05] | | | | | | | | | |--- AH > 89.27 | | | | | | | | | | |--- AT <= 14.68 | | | | | | | | | | | |--- value: [72.28] | | | | | | | | | | |--- AT > 14.68 | | | | | | | | | | | |--- value: [61.69] | | | | | | | | |--- TIT > 1074.65 | | | | | | | | | |--- AFDP <= 4.52 | | | | | | | | | | |--- TIT <= 1078.65 | | | | | | | | | | | |--- value: [59.48] | | | | | | | | | | |--- TIT > 1078.65 | | | | | | | | | | | |--- value: [62.52] | | | | | | | | | |--- AFDP > 4.52 | | | | | | | | | | |--- AH <= 96.35 | | | | | | | | | | | |--- value: [73.89] | | | | | | | | | | |--- AH > 96.35 | | | | | | | | | | | |--- value: [59.22] | | | | |--- TIT > 1083.85 | | | | | |--- AP <= 1004.95 | | | | | | |--- AFDP <= 3.38 | | | | | | | |--- AH <= 96.61 | | | | | | | | |--- AFDP <= 3.28 | | | | | | | | | |--- AFDP <= 3.24 | | | | | | | | | | |--- TIT <= 1085.05 | | | | | | | | | | | |--- value: [72.47] | | | | | | | | | | |--- TIT > 1085.05 | | | | | | | | | | | |--- value: [75.45] | | | | | | | | | |--- AFDP > 3.24 | | | | | | | | | | |--- AT <= 14.74 | | | | | | | | | | | |--- value: [81.03] | | | | | | | | | | |--- AT > 14.74 | | | | | | | | | | | |--- value: [76.61] | | | | | | | | |--- AFDP > 3.28 | | | | | | | | | |--- AH <= 81.58 | | | | | | | | | | |--- AFDP <= 3.34 | | | | | | | | | | | |--- value: [80.55] | | | | | | | | | | |--- AFDP > 3.34 | | | | | | | | | | | |--- value: [83.90] | | | | | | | | | |--- AH > 81.58 | | | | | | | | | | |--- TIT <= 1086.95 | | | | | | | | | | | |--- value: [75.82] | | | | | | | | | | |--- TIT > 1086.95 | | | | | | | | | | | |--- value: [80.02] | | | | | | | |--- AH > 96.61 | | | | | | | | |--- value: [101.90] | | | | | | |--- AFDP > 3.38 | | | | | | | |--- AH <= 96.90 | | | | | | | | |--- TAT <= 542.23 | | | | | | | | | |--- TAT <= 538.85 | | | | | | | | | | |--- AFDP <= 4.33 | | | | | | | | | | | |--- value: [74.42] | | | | | | | | | | |--- AFDP > 4.33 | | | | | | | | | | | |--- value: [68.52] | | | | | | | | | |--- TAT > 538.85 | | | | | | | | | | |--- TIT <= 1096.50 | | | | | | | | | | | |--- value: [78.49] | | | | | | | | | | |--- TIT > 1096.50 | | | | | | | | | | | |--- value: [61.21] | | | | | | | | |--- TAT > 542.23 | | | | | | | | | |--- TIT <= 1099.85 | | | | | | | | | | |--- AH <= 88.70 | | | | | | | | | | | |--- value: [75.79] | | | | | | | | | | |--- AH > 88.70 | | | | | | | | | | | |--- value: [72.21] | | | | | | | | | |--- TIT > 1099.85 | | | | | | | | | | |--- value: [85.79] | | | | | | | |--- AH > 96.90 | | | | | | | | |--- AT <= 15.14 | | | | | | | | | |--- value: [68.27] | | | | | | | | |--- AT > 15.14 | | | | | | | | | |--- AT <= 15.58 | | | | | | | | | | |--- value: [65.68] | | | | | | | | | |--- AT > 15.58 | | | | | | | | | | |--- value: [64.59] | | | | | |--- AP > 1004.95 | | | | | | |--- AP <= 1025.95 | | | | | | | |--- AFDP <= 3.90 | | | | | | | | |--- AFDP <= 3.61 | | | | | | | | | |--- AFDP <= 2.85 | | | | | | | | | | |--- AP <= 1019.75 | | | | | | | | | | | |--- value: [59.47] | | | | | | | | | | |--- AP > 1019.75 | | | | | | | | | | | |--- value: [66.14] | | | | | | | | | |--- AFDP > 2.85 | | | | | | | | | | |--- TAT <= 540.11 | | | | | | | | | | | |--- value: [51.31] | | | | | | | | | | |--- TAT > 540.11 | | | | | | | | | | | |--- value: [68.30] | | | | | | | | |--- AFDP > 3.61 | | | | | | | | | |--- AH <= 84.41 | | | | | | | | | | |--- TIT <= 1086.30 | | | | | | | | | | | |--- value: [51.63] | | | | | | | | | | |--- TIT > 1086.30 | | | | | | | | | | | |--- value: [62.02] | | | | | | | | | |--- AH > 84.41 | | | | | | | | | | |--- AT <= 14.38 | | | | | | | | | | | |--- value: [70.18] | | | | | | | | | | |--- AT > 14.38 | | | | | | | | | | | |--- value: [63.88] | | | | | | | |--- AFDP > 3.90 | | | | | | | | |--- AFDP <= 4.19 | | | | | | | | | |--- TAT <= 529.77 | | | | | | | | | | |--- value: [48.99] | | | | | | | | | |--- TAT > 529.77 | | | | | | | | | | |--- TAT <= 536.29 | | | | | | | | | | | |--- value: [74.36] | | | | | | | | | | |--- TAT > 536.29 | | | | | | | | | | | |--- value: [70.15] | | | | | | | | |--- AFDP > 4.19 | | | | | | | | | |--- TAT <= 543.14 | | | | | | | | | | |--- TAT <= 535.89 | | | | | | | | | | | |--- value: [65.38] | | | | | | | | | | |--- TAT > 535.89 | | | | | | | | | | | |--- value: [61.13] | | | | | | | | | |--- TAT > 543.14 | | | | | | | | | | |--- AH <= 76.11 | | | | | | | | | | | |--- value: [75.06] | | | | | | | | | | |--- AH > 76.11 | | | | | | | | | | | |--- value: [69.72] | | | | | | |--- AP > 1025.95 | | | | | | | |--- TIT <= 1090.50 | | | | | | | | |--- AFDP <= 3.57 | | | | | | | | | |--- value: [85.92] | | | | | | | | |--- AFDP > 3.57 | | | | | | | | | |--- AFDP <= 4.68 | | | | | | | | | | |--- AT <= 14.29 | | | | | | | | | | | |--- value: [80.15] | | | | | | | | | | |--- AT > 14.29 | | | | | | | | | | | |--- value: [75.27] | | | | | | | | | |--- AFDP > 4.68 | | | | | | | | | | |--- value: [79.00] | | | | | | | |--- TIT > 1090.50 | | | | | | | | |--- AFDP <= 4.29 | | | | | | | | | |--- value: [72.57] | | | | | | | | |--- AFDP > 4.29 | | | | | | | | | |--- AH <= 69.58 | | | | | | | | | | |--- value: [68.56] | | | | | | | | | |--- AH > 69.58 | | | | | | | | | | |--- value: [66.53] |--- AT > 16.96 | |--- TIT <= 1083.05 | | |--- AT <= 20.87 | | | |--- TAT <= 549.47 | | | | |--- TIT <= 1053.35 | | | | | |--- TAT <= 546.17 | | | | | | |--- TIT <= 1045.65 | | | | | | | |--- AFDP <= 2.42 | | | | | | | | |--- value: [113.22] | | | | | | | |--- AFDP > 2.42 | | | | | | | | |--- AH <= 83.38 | | | | | | | | | |--- AH <= 73.56 | | | | | | | | | | |--- AT <= 19.30 | | | | | | | | | | | |--- value: [89.17] | | | | | | | | | | |--- AT > 19.30 | | | | | | | | | | | |--- value: [116.04] | | | | | | | | | |--- AH > 73.56 | | | | | | | | | | |--- TAT <= 533.01 | | | | | | | | | | | |--- value: [85.71] | | | | | | | | | | |--- TAT > 533.01 | | | | | | | | | | | |--- value: [76.08] | | | | | | | | |--- AH > 83.38 | | | | | | | | | |--- AFDP <= 2.82 | | | | | | | | | | |--- value: [108.44] | | | | | | | | | |--- AFDP > 2.82 | | | | | | | | | | |--- value: [92.93] | | | | | | |--- TIT > 1045.65 | | | | | | | |--- value: [71.37] | | | | | |--- TAT > 546.17 | | | | | | |--- AFDP <= 3.02 | | | | | | | |--- TAT <= 547.51 | | | | | | | | |--- AT <= 19.22 | | | | | | | | | |--- AH <= 87.98 | | | | | | | | | | |--- value: [73.94] | | | | | | | | | |--- AH > 87.98 | | | | | | | | | | |--- value: [81.07] | | | | | | | | |--- AT > 19.22 | | | | | | | | | |--- value: [90.98] | | | | | | | |--- TAT > 547.51 | | | | | | | | |--- AH <= 89.36 | | | | | | | | | |--- AT <= 19.35 | | | | | | | | | | |--- TIT <= 1046.20 | | | | | | | | | | | |--- value: [68.68] | | | | | | | | | | |--- TIT > 1046.20 | | | | | | | | | | | |--- value: [64.52] | | | | | | | | | |--- AT > 19.35 | | | | | | | | | | |--- value: [73.95] | | | | | | | | |--- AH > 89.36 | | | | | | | | | |--- value: [77.18] | | | | | | |--- AFDP > 3.02 | | | | | | | |--- AH <= 95.87 | | | | | | | | |--- AFDP <= 3.34 | | | | | | | | | |--- AT <= 18.82 | | | | | | | | | | |--- value: [89.08] | | | | | | | | | |--- AT > 18.82 | | | | | | | | | | |--- value: [83.15] | | | | | | | | |--- AFDP > 3.34 | | | | | | | | | |--- AT <= 19.46 | | | | | | | | | | |--- AH <= 76.19 | | | | | | | | | | | |--- value: [76.06] | | | | | | | | | | |--- AH > 76.19 | | | | | | | | | | | |--- value: [81.60] | | | | | | | | | |--- AT > 19.46 | | | | | | | | | | |--- value: [72.84] | | | | | | | |--- AH > 95.87 | | | | | | | | |--- value: [69.76] | | | | |--- TIT > 1053.35 | | | | | |--- TAT <= 543.29 | | | | | | |--- TIT <= 1075.55 | | | | | | | |--- value: [79.12] | | | | | | |--- TIT > 1075.55 | | | | | | | |--- value: [65.16] | | | | | |--- TAT > 543.29 | | | | | | |--- AT <= 19.55 | | | | | | | |--- TIT <= 1078.10 | | | | | | | | |--- AP <= 1019.45 | | | | | | | | | |--- AP <= 1012.10 | | | | | | | | | | |--- AH <= 88.79 | | | | | | | | | | | |--- value: [69.17] | | | | | | | | | | |--- AH > 88.79 | | | | | | | | | | | |--- value: [60.75] | | | | | | | | | |--- AP > 1012.10 | | | | | | | | | | |--- AFDP <= 3.11 | | | | | | | | | | | |--- value: [54.72] | | | | | | | | | | |--- AFDP > 3.11 | | | | | | | | | | | |--- value: [61.77] | | | | | | | | |--- AP > 1019.45 | | | | | | | | | |--- value: [77.85] | | | | | | | |--- TIT > 1078.10 | | | | | | | | |--- value: [55.14] | | | | | | |--- AT > 19.55 | | | | | | | |--- AFDP <= 3.48 | | | | | | | | |--- value: [67.06] | | | | | | | |--- AFDP > 3.48 | | | | | | | | |--- TAT <= 549.35 | | | | | | | | | |--- TIT <= 1081.40 | | | | | | | | | | |--- AT <= 20.38 | | | | | | | | | | | |--- value: [54.87] | | | | | | | | | | |--- AT > 20.38 | | | | | | | | | | | |--- value: [50.71] | | | | | | | | | |--- TIT > 1081.40 | | | | | | | | | | |--- value: [58.23] | | | | | | | | |--- TAT > 549.35 | | | | | | | | | |--- value: [60.44] | | | |--- TAT > 549.47 | | | | |--- AT <= 18.70 | | | | | |--- AFDP <= 3.95 | | | | | | |--- TAT <= 550.28 | | | | | | | |--- AFDP <= 3.07 | | | | | | | | |--- TIT <= 1069.75 | | | | | | | | | |--- TIT <= 1051.15 | | | | | | | | | | |--- AH <= 90.99 | | | | | | | | | | | |--- value: [56.92] | | | | | | | | | | |--- AH > 90.99 | | | | | | | | | | | |--- value: [80.41] | | | | | | | | | |--- TIT > 1051.15 | | | | | | | | | | |--- AH <= 69.45 | | | | | | | | | | | |--- value: [67.71] | | | | | | | | | | |--- AH > 69.45 | | | | | | | | | | | |--- value: [62.43] | | | | | | | | |--- TIT > 1069.75 | | | | | | | | | |--- AP <= 1012.40 | | | | | | | | | | |--- TIT <= 1079.75 | | | | | | | | | | | |--- value: [79.51] | | | | | | | | | | |--- TIT > 1079.75 | | | | | | | | | | | |--- value: [81.85] | | | | | | | | | |--- AP > 1012.40 | | | | | | | | | | |--- AH <= 79.07 | | | | | | | | | | | |--- value: [71.23] | | | | | | | | | | |--- AH > 79.07 | | | | | | | | | | | |--- value: [77.34] | | | | | | | |--- AFDP > 3.07 | | | | | | | | |--- TIT <= 1079.75 | | | | | | | | | |--- TIT <= 1065.50 | | | | | | | | | | |--- AH <= 80.79 | | | | | | | | | | | |--- value: [65.55] | | | | | | | | | | |--- AH > 80.79 | | | | | | | | | | | |--- value: [60.04] | | | | | | | | | |--- TIT > 1065.50 | | | | | | | | | | |--- AH <= 62.90 | | | | | | | | | | | |--- value: [62.62] | | | | | | | | | | |--- AH > 62.90 | | | | | | | | | | | |--- value: [55.15] | | | | | | | | |--- TIT > 1079.75 | | | | | | | | | |--- AP <= 1003.60 | | | | | | | | | | |--- AH <= 84.80 | | | | | | | | | | | |--- value: [70.19] | | | | | | | | | | |--- AH > 84.80 | | | | | | | | | | | |--- value: [61.63] | | | | | | | | | |--- AP > 1003.60 | | | | | | | | | | |--- AFDP <= 3.83 | | | | | | | | | | | |--- value: [62.45] | | | | | | | | | | |--- AFDP > 3.83 | | | | | | | | | | | |--- value: [59.20] | | | | | | |--- TAT > 550.28 | | | | | | | |--- AFDP <= 2.67 | | | | | | | | |--- value: [66.41] | | | | | | | |--- AFDP > 2.67 | | | | | | | | |--- TAT <= 550.38 | | | | | | | | | |--- AFDP <= 3.81 | | | | | | | | | | |--- AH <= 68.16 | | | | | | | | | | | |--- value: [62.05] | | | | | | | | | | |--- AH > 68.16 | | | | | | | | | | | |--- value: [51.11] | | | | | | | | | |--- AFDP > 3.81 | | | | | | | | | | |--- value: [43.29] | | | | | | | | |--- TAT > 550.38 | | | | | | | | | |--- AH <= 87.61 | | | | | | | | | | |--- AH <= 83.00 | | | | | | | | | | | |--- value: [55.60] | | | | | | | | | | |--- AH > 83.00 | | | | | | | | | | | |--- value: [48.25] | | | | | | | | | |--- AH > 87.61 | | | | | | | | | | |--- value: [60.09] | | | | | |--- AFDP > 3.95 | | | | | | |--- AH <= 84.78 | | | | | | | |--- AH <= 68.06 | | | | | | | | |--- AFDP <= 4.36 | | | | | | | | | |--- TIT <= 1057.10 | | | | | | | | | | |--- value: [77.93] | | | | | | | | | |--- TIT > 1057.10 | | | | | | | | | | |--- AT <= 18.38 | | | | | | | | | | | |--- value: [73.29] | | | | | | | | | | |--- AT > 18.38 | | | | | | | | | | | |--- value: [70.32] | | | | | | | | |--- AFDP > 4.36 | | | | | | | | | |--- value: [77.03] | | | | | | | |--- AH > 68.06 | | | | | | | | |--- AP <= 1015.75 | | | | | | | | | |--- AT <= 18.61 | | | | | | | | | | |--- AH <= 83.64 | | | | | | | | | | | |--- value: [69.65] | | | | | | | | | | |--- AH > 83.64 | | | | | | | | | | | |--- value: [78.38] | | | | | | | | | |--- AT > 18.61 | | | | | | | | | | |--- value: [85.35] | | | | | | | | |--- AP > 1015.75 | | | | | | | | | |--- AT <= 18.16 | | | | | | | | | | |--- TIT <= 1060.20 | | | | | | | | | | | |--- value: [66.66] | | | | | | | | | | |--- TIT > 1060.20 | | | | | | | | | | | |--- value: [63.59] | | | | | | | | | |--- AT > 18.16 | | | | | | | | | | |--- value: [60.27] | | | | | | |--- AH > 84.78 | | | | | | | |--- TIT <= 1059.55 | | | | | | | | |--- AH <= 86.91 | | | | | | | | | |--- value: [76.92] | | | | | | | | |--- AH > 86.91 | | | | | | | | | |--- AP <= 1012.60 | | | | | | | | | | |--- AH <= 100.05 | | | | | | | | | | | |--- value: [68.36] | | | | | | | | | | |--- AH > 100.05 | | | | | | | | | | | |--- value: [59.97] | | | | | | | | | |--- AP > 1012.60 | | | | | | | | | | |--- value: [62.95] | | | | | | | |--- TIT > 1059.55 | | | | | | | | |--- AFDP <= 4.72 | | | | | | | | | |--- AP <= 1014.85 | | | | | | | | | | |--- TIT <= 1064.00 | | | | | | | | | | | |--- value: [58.11] | | | | | | | | | | |--- TIT > 1064.00 | | | | | | | | | | | |--- value: [62.98] | | | | | | | | | |--- AP > 1014.85 | | | | | | | | | | |--- AFDP <= 3.99 | | | | | | | | | | | |--- value: [62.88] | | | | | | | | | | |--- AFDP > 3.99 | | | | | | | | | | | |--- value: [58.29] | | | | | | | | |--- AFDP > 4.72 | | | | | | | | | |--- TAT <= 549.78 | | | | | | | | | | |--- value: [73.09] | | | | | | | | | |--- TAT > 549.78 | | | | | | | | | | |--- TAT <= 549.94 | | | | | | | | | | | |--- value: [66.73] | | | | | | | | | | |--- TAT > 549.94 | | | | | | | | | | | |--- value: [69.05] | | | | |--- AT > 18.70 | | | | | |--- AH <= 76.80 | | | | | | |--- AP <= 1001.80 | | | | | | | |--- TAT <= 550.09 | | | | | | | | |--- AP <= 991.14 | | | | | | | | | |--- value: [76.94] | | | | | | | | |--- AP > 991.14 | | | | | | | | | |--- AFDP <= 2.64 | | | | | | | | | | |--- value: [63.91] | | | | | | | | | |--- AFDP > 2.64 | | | | | | | | | | |--- TIT <= 1047.25 | | | | | | | | | | | |--- value: [76.49] | | | | | | | | | | |--- TIT > 1047.25 | | | | | | | | | | | |--- value: [71.32] | | | | | | | |--- TAT > 550.09 | | | | | | | | |--- value: [66.49] | | | | | | |--- AP > 1001.80 | | | | | | | |--- AFDP <= 3.57 | | | | | | | | |--- TIT <= 1062.55 | | | | | | | | | |--- TIT <= 1052.70 | | | | | | | | | | |--- TAT <= 549.56 | | | | | | | | | | | |--- value: [70.72] | | | | | | | | | | |--- TAT > 549.56 | | | | | | | | | | | |--- value: [56.33] | | | | | | | | | |--- TIT > 1052.70 | | | | | | | | | | |--- AH <= 65.23 | | | | | | | | | | | |--- value: [67.19] | | | | | | | | | | |--- AH > 65.23 | | | | | | | | | | | |--- value: [60.31] | | | | | | | | |--- TIT > 1062.55 | | | | | | | | | |--- AFDP <= 3.10 | | | | | | | | | | |--- TIT <= 1066.40 | | | | | | | | | | | |--- value: [52.86] | | | | | | | | | | |--- TIT > 1066.40 | | | | | | | | | | | |--- value: [70.47] | | | | | | | | | |--- AFDP > 3.10 | | | | | | | | | | |--- TIT <= 1080.20 | | | | | | | | | | | |--- value: [51.73] | | | | | | | | | | |--- TIT > 1080.20 | | | | | | | | | | | |--- value: [58.46] | | | | | | | |--- AFDP > 3.57 | | | | | | | | |--- TIT <= 1076.65 | | | | | | | | | |--- AH <= 72.55 | | | | | | | | | | |--- AP <= 1019.20 | | | | | | | | | | | |--- value: [70.81] | | | | | | | | | | |--- AP > 1019.20 | | | | | | | | | | | |--- value: [64.20] | | | | | | | | | |--- AH > 72.55 | | | | | | | | | | |--- value: [60.68] | | | | | | | | |--- TIT > 1076.65 | | | | | | | | | |--- AP <= 1014.15 | | | | | | | | | | |--- AH <= 75.95 | | | | | | | | | | | |--- value: [63.79] | | | | | | | | | | |--- AH > 75.95 | | | | | | | | | | | |--- value: [43.23] | | | | | | | | | |--- AP > 1014.15 | | | | | | | | | | |--- AFDP <= 3.78 | | | | | | | | | | | |--- value: [62.14] | | | | | | | | | | |--- AFDP > 3.78 | | | | | | | | | | | |--- value: [53.51] | | | | | |--- AH > 76.80 | | | | | | |--- AFDP <= 4.18 | | | | | | | |--- TIT <= 1073.55 | | | | | | | | |--- AH <= 92.44 | | | | | | | | | |--- TAT <= 550.21 | | | | | | | | | | |--- AT <= 19.86 | | | | | | | | | | | |--- value: [58.80] | | | | | | | | | | |--- AT > 19.86 | | | | | | | | | | | |--- value: [56.83] | | | | | | | | | |--- TAT > 550.21 | | | | | | | | | | |--- AP <= 1006.45 | | | | | | | | | | | |--- value: [60.67] | | | | | | | | | | |--- AP > 1006.45 | | | | | | | | | | | |--- value: [54.03] | | | | | | | | |--- AH > 92.44 | | | | | | | | | |--- AFDP <= 3.10 | | | | | | | | | | |--- AH <= 96.08 | | | | | | | | | | | |--- value: [58.06] | | | | | | | | | | |--- AH > 96.08 | | | | | | | | | | | |--- value: [63.08] | | | | | | | | | |--- AFDP > 3.10 | | | | | | | | | | |--- AH <= 98.99 | | | | | | | | | | | |--- value: [55.17] | | | | | | | | | | |--- AH > 98.99 | | | | | | | | | | | |--- value: [50.05] | | | | | | | |--- TIT > 1073.55 | | | | | | | | |--- TIT <= 1080.70 | | | | | | | | | |--- AFDP <= 3.13 | | | | | | | | | | |--- value: [80.26] | | | | | | | | | |--- AFDP > 3.13 | | | | | | | | | | |--- AH <= 90.84 | | | | | | | | | | | |--- value: [53.36] | | | | | | | | | | |--- AH > 90.84 | | | | | | | | | | | |--- value: [50.74] | | | | | | | | |--- TIT > 1080.70 | | | | | | | | | |--- AT <= 20.06 | | | | | | | | | | |--- TAT <= 550.27 | | | | | | | | | | | |--- value: [61.68] | | | | | | | | | | |--- TAT > 550.27 | | | | | | | | | | | |--- value: [51.64] | | | | | | | | | |--- AT > 20.06 | | | | | | | | | | |--- AP <= 1012.70 | | | | | | | | | | | |--- value: [60.73] | | | | | | | | | | |--- AP > 1012.70 | | | | | | | | | | | |--- value: [54.65] | | | | | | |--- AFDP > 4.18 | | | | | | | |--- TIT <= 1074.40 | | | | | | | | |--- AFDP <= 4.25 | | | | | | | | | |--- value: [72.82] | | | | | | | | |--- AFDP > 4.25 | | | | | | | | | |--- AP <= 1009.35 | | | | | | | | | | |--- value: [61.41] | | | | | | | | | |--- AP > 1009.35 | | | | | | | | | | |--- AH <= 89.61 | | | | | | | | | | | |--- value: [65.51] | | | | | | | | | | |--- AH > 89.61 | | | | | | | | | | | |--- value: [62.77] | | | | | | | |--- TIT > 1074.40 | | | | | | | | |--- TIT <= 1081.50 | | | | | | | | | |--- AT <= 20.73 | | | | | | | | | | |--- TAT <= 549.86 | | | | | | | | | | | |--- value: [61.63] | | | | | | | | | | |--- TAT > 549.86 | | | | | | | | | | | |--- value: [57.18] | | | | | | | | | |--- AT > 20.73 | | | | | | | | | | |--- value: [53.84] | | | | | | | | |--- TIT > 1081.50 | | | | | | | | | |--- value: [64.31] | | |--- AT > 20.87 | | | |--- AT <= 22.88 | | | | |--- AH <= 83.21 | | | | | |--- AFDP <= 3.92 | | | | | | |--- TAT <= 550.15 | | | | | | | |--- AFDP <= 2.69 | | | | | | | | |--- TAT <= 549.40 | | | | | | | | | |--- value: [72.19] | | | | | | | | |--- TAT > 549.40 | | | | | | | | | |--- value: [57.81] | | | | | | | |--- AFDP > 2.69 | | | | | | | | |--- TIT <= 1080.95 | | | | | | | | | |--- TIT <= 1074.70 | | | | | | | | | | |--- AT <= 22.24 | | | | | | | | | | | |--- value: [58.06] | | | | | | | | | | |--- AT > 22.24 | | | | | | | | | | | |--- value: [55.24] | | | | | | | | | |--- TIT > 1074.70 | | | | | | | | | | |--- AFDP <= 3.32 | | | | | | | | | | | |--- value: [62.09] | | | | | | | | | | |--- AFDP > 3.32 | | | | | | | | | | | |--- value: [53.42] | | | | | | | | |--- TIT > 1080.95 | | | | | | | | | |--- AH <= 63.29 | | | | | | | | | | |--- value: [66.65] | | | | | | | | | |--- AH > 63.29 | | | | | | | | | | |--- AFDP <= 3.87 | | | | | | | | | | | |--- value: [61.72] | | | | | | | | | | |--- AFDP > 3.87 | | | | | | | | | | | |--- value: [52.59] | | | | | | |--- TAT > 550.15 | | | | | | | |--- TIT <= 1047.95 | | | | | | | | |--- value: [62.10] | | | | | | | |--- TIT > 1047.95 | | | | | | | | |--- TIT <= 1082.30 | | | | | | | | | |--- AP <= 1017.00 | | | | | | | | | | |--- TIT <= 1070.85 | | | | | | | | | | | |--- value: [54.43] | | | | | | | | | | |--- TIT > 1070.85 | | | | | | | | | | | |--- value: [51.91] | | | | | | | | | |--- AP > 1017.00 | | | | | | | | | | |--- TAT <= 550.38 | | | | | | | | | | | |--- value: [50.04] | | | | | | | | | | |--- TAT > 550.38 | | | | | | | | | | | |--- value: [46.26] | | | | | | | | |--- TIT > 1082.30 | | | | | | | | | |--- value: [61.48] | | | | | |--- AFDP > 3.92 | | | | | | |--- AP <= 1015.95 | | | | | | | |--- AH <= 77.28 | | | | | | | | |--- AH <= 76.68 | | | | | | | | | |--- AP <= 1010.00 | | | | | | | | | | |--- AFDP <= 3.92 | | | | | | | | | | | |--- value: [73.76] | | | | | | | | | | |--- AFDP > 3.92 | | | | | | | | | | | |--- value: [65.73] | | | | | | | | | |--- AP > 1010.00 | | | | | | | | | | |--- AT <= 21.78 | | | | | | | | | | | |--- value: [59.60] | | | | | | | | | | |--- AT > 21.78 | | | | | | | | | | | |--- value: [64.28] | | | | | | | | |--- AH > 76.68 | | | | | | | | | |--- value: [77.91] | | | | | | | |--- AH > 77.28 | | | | | | | | |--- AFDP <= 4.05 | | | | | | | | | |--- value: [52.97] | | | | | | | | |--- AFDP > 4.05 | | | | | | | | | |--- AP <= 1011.80 | | | | | | | | | | |--- AFDP <= 4.14 | | | | | | | | | | | |--- value: [58.02] | | | | | | | | | | |--- AFDP > 4.14 | | | | | | | | | | | |--- value: [63.02] | | | | | | | | | |--- AP > 1011.80 | | | | | | | | | | |--- value: [56.37] | | | | | | |--- AP > 1015.95 | | | | | | | |--- AH <= 66.32 | | | | | | | | |--- value: [60.79] | | | | | | | |--- AH > 66.32 | | | | | | | | |--- AH <= 75.48 | | | | | | | | | |--- AP <= 1022.65 | | | | | | | | | | |--- TIT <= 1067.80 | | | | | | | | | | | |--- value: [57.56] | | | | | | | | | | |--- TIT > 1067.80 | | | | | | | | | | | |--- value: [56.49] | | | | | | | | | |--- AP > 1022.65 | | | | | | | | | | |--- value: [60.32] | | | | | | | | |--- AH > 75.48 | | | | | | | | | |--- TAT <= 550.23 | | | | | | | | | | |--- AP <= 1018.50 | | | | | | | | | | | |--- value: [52.26] | | | | | | | | | | |--- AP > 1018.50 | | | | | | | | | | | |--- value: [55.09] | | | | | | | | | |--- TAT > 550.23 | | | | | | | | | | |--- value: [60.78] | | | | |--- AH > 83.21 | | | | | |--- TAT <= 547.70 | | | | | | |--- value: [65.18] | | | | | |--- TAT > 547.70 | | | | | | |--- AT <= 21.29 | | | | | | | |--- AFDP <= 3.03 | | | | | | | | |--- AFDP <= 2.87 | | | | | | | | | |--- value: [65.88] | | | | | | | | |--- AFDP > 2.87 | | | | | | | | | |--- TAT <= 550.07 | | | | | | | | | | |--- value: [59.08] | | | | | | | | | |--- TAT > 550.07 | | | | | | | | | | |--- value: [54.48] | | | | | | | |--- AFDP > 3.03 | | | | | | | | |--- TIT <= 1081.95 | | | | | | | | | |--- TIT <= 1072.80 | | | | | | | | | | |--- TIT <= 1072.45 | | | | | | | | | | | |--- value: [54.64] | | | | | | | | | | |--- TIT > 1072.45 | | | | | | | | | | | |--- value: [63.93] | | | | | | | | | |--- TIT > 1072.80 | | | | | | | | | | |--- AFDP <= 3.66 | | | | | | | | | | | |--- value: [57.00] | | | | | | | | | | |--- AFDP > 3.66 | | | | | | | | | | | |--- value: [51.08] | | | | | | | | |--- TIT > 1081.95 | | | | | | | | | |--- value: [60.64] | | | | | | |--- AT > 21.29 | | | | | | | |--- AH <= 96.39 | | | | | | | | |--- AP <= 1004.05 | | | | | | | | | |--- TAT <= 550.05 | | | | | | | | | | |--- value: [52.38] | | | | | | | | | |--- TAT > 550.05 | | | | | | | | | | |--- value: [42.96] | | | | | | | | |--- AP > 1004.05 | | | | | | | | | |--- AFDP <= 4.14 | | | | | | | | | | |--- AT <= 21.85 | | | | | | | | | | | |--- value: [53.48] | | | | | | | | | | |--- AT > 21.85 | | | | | | | | | | | |--- value: [51.87] | | | | | | | | | |--- AFDP > 4.14 | | | | | | | | | | |--- AT <= 22.74 | | | | | | | | | | | |--- value: [54.91] | | | | | | | | | | |--- AT > 22.74 | | | | | | | | | | | |--- value: [68.98] | | | | | | | |--- AH > 96.39 | | | | | | | | |--- AP <= 1012.05 | | | | | | | | | |--- AT <= 21.91 | | | | | | | | | | |--- TIT <= 1078.20 | | | | | | | | | | | |--- value: [51.57] | | | | | | | | | | |--- TIT > 1078.20 | | | | | | | | | | | |--- value: [59.05] | | | | | | | | | |--- AT > 21.91 | | | | | | | | | | |--- AT <= 22.00 | | | | | | | | | | | |--- value: [43.03] | | | | | | | | | | |--- AT > 22.00 | | | | | | | | | | | |--- value: [48.46] | | | | | | | | |--- AP > 1012.05 | | | | | | | | | |--- value: [41.78] | | | |--- AT > 22.88 | | | | |--- AH <= 75.36 | | | | | |--- AT <= 27.14 | | | | | | |--- AFDP <= 4.16 | | | | | | | |--- AH <= 53.86 | | | | | | | | |--- AP <= 1010.30 | | | | | | | | | |--- AFDP <= 3.46 | | | | | | | | | | |--- AH <= 51.00 | | | | | | | | | | | |--- value: [51.98] | | | | | | | | | | |--- AH > 51.00 | | | | | | | | | | | |--- value: [56.07] | | | | | | | | | |--- AFDP > 3.46 | | | | | | | | | | |--- value: [58.58] | | | | | | | | |--- AP > 1010.30 | | | | | | | | | |--- AT <= 24.88 | | | | | | | | | | |--- AP <= 1012.05 | | | | | | | | | | | |--- value: [63.09] | | | | | | | | | | |--- AP > 1012.05 | | | | | | | | | | | |--- value: [57.94] | | | | | | | | | |--- AT > 24.88 | | | | | | | | | | |--- AP <= 1015.95 | | | | | | | | | | | |--- value: [57.53] | | | | | | | | | | |--- AP > 1015.95 | | | | | | | | | | | |--- value: [54.30] | | | | | | | |--- AH > 53.86 | | | | | | | | |--- AFDP <= 2.68 | | | | | | | | | |--- value: [67.21] | | | | | | | | |--- AFDP > 2.68 | | | | | | | | | |--- AT <= 24.84 | | | | | | | | | | |--- TAT <= 550.34 | | | | | | | | | | | |--- value: [55.09] | | | | | | | | | | |--- TAT > 550.34 | | | | | | | | | | | |--- value: [50.78] | | | | | | | | | |--- AT > 24.84 | | | | | | | | | | |--- TAT <= 550.40 | | | | | | | | | | | |--- value: [52.83] | | | | | | | | | | |--- TAT > 550.40 | | | | | | | | | | | |--- value: [45.26] | | | | | | |--- AFDP > 4.16 | | | | | | | |--- AP <= 1015.40 | | | | | | | | |--- AT <= 25.41 | | | | | | | | | |--- AH <= 57.28 | | | | | | | | | | |--- value: [66.56] | | | | | | | | | |--- AH > 57.28 | | | | | | | | | | |--- TAT <= 549.69 | | | | | | | | | | | |--- value: [56.29] | | | | | | | | | | |--- TAT > 549.69 | | | | | | | | | | | |--- value: [61.02] | | | | | | | | |--- AT > 25.41 | | | | | | | | | |--- TIT <= 1064.00 | | | | | | | | | | |--- value: [52.34] | | | | | | | | | |--- TIT > 1064.00 | | | | | | | | | | |--- AH <= 67.96 | | | | | | | | | | | |--- value: [57.53] | | | | | | | | | | |--- AH > 67.96 | | | | | | | | | | | |--- value: [54.58] | | | | | | | |--- AP > 1015.40 | | | | | | | | |--- AH <= 64.10 | | | | | | | | | |--- value: [75.10] | | | | | | | | |--- AH > 64.10 | | | | | | | | | |--- value: [56.08] | | | | | |--- AT > 27.14 | | | | | | |--- AH <= 56.81 | | | | | | | |--- TIT <= 1062.35 | | | | | | | | |--- AP <= 1010.40 | | | | | | | | | |--- TAT <= 550.18 | | | | | | | | | | |--- AH <= 43.57 | | | | | | | | | | | |--- value: [52.32] | | | | | | | | | | |--- AH > 43.57 | | | | | | | | | | | |--- value: [49.94] | | | | | | | | | |--- TAT > 550.18 | | | | | | | | | | |--- value: [46.25] | | | | | | | | |--- AP > 1010.40 | | | | | | | | | |--- TIT <= 1056.70 | | | | | | | | | | |--- AH <= 45.09 | | | | | | | | | | | |--- value: [51.26] | | | | | | | | | | |--- AH > 45.09 | | | | | | | | | | | |--- value: [47.42] | | | | | | | | | |--- TIT > 1056.70 | | | | | | | | | | |--- AH <= 35.95 | | | | | | | | | | | |--- value: [59.47] | | | | | | | | | | |--- AH > 35.95 | | | | | | | | | | | |--- value: [52.77] | | | | | | | |--- TIT > 1062.35 | | | | | | | | |--- AP <= 1004.35 | | | | | | | | | |--- AFDP <= 4.29 | | | | | | | | | | |--- TIT <= 1081.70 | | | | | | | | | | | |--- value: [46.09] | | | | | | | | | | |--- TIT > 1081.70 | | | | | | | | | | | |--- value: [50.63] | | | | | | | | | |--- AFDP > 4.29 | | | | | | | | | | |--- value: [54.07] | | | | | | | | |--- AP > 1004.35 | | | | | | | | | |--- AH <= 48.78 | | | | | | | | | | |--- AFDP <= 3.60 | | | | | | | | | | | |--- value: [54.07] | | | | | | | | | | |--- AFDP > 3.60 | | | | | | | | | | | |--- value: [58.33] | | | | | | | | | |--- AH > 48.78 | | | | | | | | | | |--- TAT <= 550.40 | | | | | | | | | | | |--- value: [53.36] | | | | | | | | | | |--- TAT > 550.40 | | | | | | | | | | | |--- value: [43.72] | | | | | | |--- AH > 56.81 | | | | | | | |--- AFDP <= 4.19 | | | | | | | | |--- AFDP <= 3.91 | | | | | | | | | |--- TIT <= 1061.10 | | | | | | | | | | |--- AP <= 1006.40 | | | | | | | | | | | |--- value: [44.86] | | | | | | | | | | |--- AP > 1006.40 | | | | | | | | | | | |--- value: [49.45] | | | | | | | | | |--- TIT > 1061.10 | | | | | | | | | | |--- TIT <= 1065.75 | | | | | | | | | | | |--- value: [51.37] | | | | | | | | | | |--- TIT > 1065.75 | | | | | | | | | | | |--- value: [53.78] | | | | | | | | |--- AFDP > 3.91 | | | | | | | | | |--- AP <= 1005.15 | | | | | | | | | | |--- AT <= 29.53 | | | | | | | | | | | |--- value: [46.49] | | | | | | | | | | |--- AT > 29.53 | | | | | | | | | | | |--- value: [42.99] | | | | | | | | | |--- AP > 1005.15 | | | | | | | | | | |--- AH <= 68.81 | | | | | | | | | | | |--- value: [50.00] | | | | | | | | | | |--- AH > 68.81 | | | | | | | | | | | |--- value: [47.54] | | | | | | | |--- AFDP > 4.19 | | | | | | | | |--- AT <= 29.65 | | | | | | | | | |--- AH <= 67.26 | | | | | | | | | | |--- AFDP <= 4.25 | | | | | | | | | | | |--- value: [54.77] | | | | | | | | | | |--- AFDP > 4.25 | | | | | | | | | | | |--- value: [57.30] | | | | | | | | | |--- AH > 67.26 | | | | | | | | | | |--- AT <= 29.00 | | | | | | | | | | | |--- value: [53.32] | | | | | | | | | | |--- AT > 29.00 | | | | | | | | | | | |--- value: [51.11] | | | | | | | | |--- AT > 29.65 | | | | | | | | | |--- TIT <= 1074.25 | | | | | | | | | | |--- value: [48.24] | | | | | | | | | |--- TIT > 1074.25 | | | | | | | | | | |--- AH <= 65.19 | | | | | | | | | | | |--- value: [52.17] | | | | | | | | | | |--- AH > 65.19 | | | | | | | | | | | |--- value: [50.44] | | | | |--- AH > 75.36 | | | | | |--- AT <= 24.06 | | | | | | |--- AH <= 89.68 | | | | | | | |--- AFDP <= 4.11 | | | | | | | | |--- TIT <= 1050.50 | | | | | | | | | |--- AT <= 23.36 | | | | | | | | | | |--- value: [41.30] | | | | | | | | | |--- AT > 23.36 | | | | | | | | | | |--- value: [49.75] | | | | | | | | |--- TIT > 1050.50 | | | | | | | | | |--- AFDP <= 3.84 | | | | | | | | | | |--- TIT <= 1079.35 | | | | | | | | | | | |--- value: [52.55] | | | | | | | | | | |--- TIT > 1079.35 | | | | | | | | | | | |--- value: [56.62] | | | | | | | | | |--- AFDP > 3.84 | | | | | | | | | | |--- AFDP <= 3.90 | | | | | | | | | | | |--- value: [48.24] | | | | | | | | | | |--- AFDP > 3.90 | | | | | | | | | | | |--- value: [51.68] | | | | | | | |--- AFDP > 4.11 | | | | | | | | |--- TIT <= 1062.50 | | | | | | | | | |--- value: [69.31] | | | | | | | | |--- TIT > 1062.50 | | | | | | | | | |--- AFDP <= 4.75 | | | | | | | | | | |--- AP <= 1009.15 | | | | | | | | | | | |--- value: [60.02] | | | | | | | | | | |--- AP > 1009.15 | | | | | | | | | | | |--- value: [55.26] | | | | | | | | | |--- AFDP > 4.75 | | | | | | | | | | |--- value: [66.30] | | | | | | |--- AH > 89.68 | | | | | | | |--- TIT <= 1045.40 | | | | | | | | |--- value: [71.50] | | | | | | | |--- TIT > 1045.40 | | | | | | | | |--- TIT <= 1080.45 | | | | | | | | | |--- AH <= 95.70 | | | | | | | | | | |--- TAT <= 550.17 | | | | | | | | | | | |--- value: [50.12] | | | | | | | | | | |--- TAT > 550.17 | | | | | | | | | | | |--- value: [47.43] | | | | | | | | | |--- AH > 95.70 | | | | | | | | | | |--- AT <= 22.90 | | | | | | | | | | | |--- value: [40.50] | | | | | | | | | | |--- AT > 22.90 | | | | | | | | | | | |--- value: [47.65] | | | | | | | | |--- TIT > 1080.45 | | | | | | | | | |--- value: [56.50] | | | | | |--- AT > 24.06 | | | | | | |--- AH <= 90.84 | | | | | | | |--- AT <= 25.76 | | | | | | | | |--- AFDP <= 4.32 | | | | | | | | | |--- AH <= 75.41 | | | | | | | | | | |--- value: [40.61] | | | | | | | | | |--- AH > 75.41 | | | | | | | | | | |--- AFDP <= 3.87 | | | | | | | | | | | |--- value: [50.69] | | | | | | | | | | |--- AFDP > 3.87 | | | | | | | | | | | |--- value: [49.28] | | | | | | | | |--- AFDP > 4.32 | | | | | | | | | |--- AT <= 25.37 | | | | | | | | | | |--- AFDP <= 4.37 | | | | | | | | | | | |--- value: [52.15] | | | | | | | | | | |--- AFDP > 4.37 | | | | | | | | | | | |--- value: [53.90] | | | | | | | | | |--- AT > 25.37 | | | | | | | | | | |--- value: [56.44] | | | | | | | |--- AT > 25.76 | | | | | | | | |--- AFDP <= 4.21 | | | | | | | | | |--- AT <= 27.60 | | | | | | | | | | |--- AH <= 80.23 | | | | | | | | | | | |--- value: [49.05] | | | | | | | | | | |--- AH > 80.23 | | | | | | | | | | | |--- value: [46.95] | | | | | | | | | |--- AT > 27.60 | | | | | | | | | | |--- AFDP <= 4.04 | | | | | | | | | | | |--- value: [43.51] | | | | | | | | | | |--- AFDP > 4.04 | | | | | | | | | | | |--- value: [46.19] | | | | | | | | |--- AFDP > 4.21 | | | | | | | | | |--- AH <= 78.71 | | | | | | | | | | |--- value: [52.16] | | | | | | | | | |--- AH > 78.71 | | | | | | | | | | |--- AFDP <= 4.25 | | | | | | | | | | | |--- value: [49.32] | | | | | | | | | | |--- AFDP > 4.25 | | | | | | | | | | | |--- value: [50.59] | | | | | | |--- AH > 90.84 | | | | | | | |--- TIT <= 1079.70 | | | | | | | | |--- AFDP <= 4.29 | | | | | | | | | |--- AT <= 25.46 | | | | | | | | | | |--- TIT <= 1055.85 | | | | | | | | | | | |--- value: [45.64] | | | | | | | | | | |--- TIT > 1055.85 | | | | | | | | | | | |--- value: [47.10] | | | | | | | | | |--- AT > 25.46 | | | | | | | | | | |--- TIT <= 1069.20 | | | | | | | | | | | |--- value: [44.39] | | | | | | | | | | |--- TIT > 1069.20 | | | | | | | | | | | |--- value: [46.15] | | | | | | | | |--- AFDP > 4.29 | | | | | | | | | |--- value: [50.11] | | | | | | | |--- TIT > 1079.70 | | | | | | | | |--- AFDP <= 4.10 | | | | | | | | | |--- value: [52.51] | | | | | | | | |--- AFDP > 4.10 | | | | | | | | | |--- TAT <= 550.01 | | | | | | | | | | |--- value: [47.86] | | | | | | | | | |--- TAT > 550.01 | | | | | | | | | | |--- value: [49.42] | |--- TIT > 1083.05 | | |--- TAT <= 548.92 | | | |--- TAT <= 538.45 | | | | |--- AFDP <= 4.28 | | | | | |--- TAT <= 530.58 | | | | | | |--- value: [52.44] | | | | | |--- TAT > 530.58 | | | | | | |--- AP <= 1020.75 | | | | | | | |--- AP <= 1008.85 | | | | | | | | |--- TIT <= 1096.95 | | | | | | | | | |--- value: [62.34] | | | | | | | | |--- TIT > 1096.95 | | | | | | | | | |--- AT <= 18.69 | | | | | | | | | | |--- TAT <= 537.74 | | | | | | | | | | | |--- value: [76.56] | | | | | | | | | | |--- TAT > 537.74 | | | | | | | | | | | |--- value: [68.18] | | | | | | | | | |--- AT > 18.69 | | | | | | | | | | |--- AP <= 1006.40 | | | | | | | | | | | |--- value: [80.71] | | | | | | | | | | |--- AP > 1006.40 | | | | | | | | | | | |--- value: [76.62] | | | | | | | |--- AP > 1008.85 | | | | | | | | |--- AFDP <= 4.25 | | | | | | | | | |--- AP <= 1011.65 | | | | | | | | | | |--- AFDP <= 4.13 | | | | | | | | | | | |--- value: [71.56] | | | | | | | | | | |--- AFDP > 4.13 | | | | | | | | | | | |--- value: [62.97] | | | | | | | | | |--- AP > 1011.65 | | | | | | | | | | |--- AFDP <= 3.81 | | | | | | | | | | | |--- value: [53.70] | | | | | | | | | | |--- AFDP > 3.81 | | | | | | | | | | | |--- value: [73.43] | | | | | | | | |--- AFDP > 4.25 | | | | | | | | | |--- value: [59.72] | | | | | | |--- AP > 1020.75 | | | | | | | |--- AH <= 90.74 | | | | | | | | |--- AT <= 21.13 | | | | | | | | | |--- AFDP <= 3.94 | | | | | | | | | | |--- value: [95.44] | | | | | | | | | |--- AFDP > 3.94 | | | | | | | | | | |--- AFDP <= 4.17 | | | | | | | | | | | |--- value: [74.68] | | | | | | | | | | |--- AFDP > 4.17 | | | | | | | | | | | |--- value: [88.23] | | | | | | | | |--- AT > 21.13 | | | | | | | | | |--- value: [96.68] | | | | | | | |--- AH > 90.74 | | | | | | | | |--- value: [94.25] | | | | |--- AFDP > 4.28 | | | | | |--- AFDP <= 4.81 | | | | | | |--- AFDP <= 4.34 | | | | | | | |--- AP <= 1016.50 | | | | | | | | |--- value: [53.61] | | | | | | | |--- AP > 1016.50 | | | | | | | | |--- value: [45.40] | | | | | | |--- AFDP > 4.34 | | | | | | | |--- AT <= 19.46 | | | | | | | | |--- AP <= 996.32 | | | | | | | | | |--- value: [84.38] | | | | | | | | |--- AP > 996.32 | | | | | | | | | |--- TAT <= 537.45 | | | | | | | | | | |--- AP <= 1013.65 | | | | | | | | | | | |--- value: [62.40] | | | | | | | | | | |--- AP > 1013.65 | | | | | | | | | | | |--- value: [60.63] | | | | | | | | | |--- TAT > 537.45 | | | | | | | | | | |--- value: [66.77] | | | | | | | |--- AT > 19.46 | | | | | | | | |--- AT <= 27.26 | | | | | | | | | |--- AH <= 63.66 | | | | | | | | | | |--- AP <= 1013.35 | | | | | | | | | | | |--- value: [59.79] | | | | | | | | | | |--- AP > 1013.35 | | | | | | | | | | | |--- value: [62.71] | | | | | | | | | |--- AH > 63.66 | | | | | | | | | | |--- AFDP <= 4.74 | | | | | | | | | | | |--- value: [57.64] | | | | | | | | | | |--- AFDP > 4.74 | | | | | | | | | | | |--- value: [61.93] | | | | | | | | |--- AT > 27.26 | | | | | | | | | |--- TAT <= 536.85 | | | | | | | | | | |--- AP <= 1005.50 | | | | | | | | | | | |--- value: [64.17] | | | | | | | | | | |--- AP > 1005.50 | | | | | | | | | | | |--- value: [54.17] | | | | | | | | | |--- TAT > 536.85 | | | | | | | | | | |--- AH <= 60.27 | | | | | | | | | | | |--- value: [58.17] | | | | | | | | | | |--- AH > 60.27 | | | | | | | | | | | |--- value: [54.98] | | | | | |--- AFDP > 4.81 | | | | | | |--- AT <= 27.95 | | | | | | | |--- AFDP <= 5.74 | | | | | | | | |--- AT <= 20.19 | | | | | | | | | |--- AT <= 19.54 | | | | | | | | | | |--- TAT <= 528.21 | | | | | | | | | | | |--- value: [74.20] | | | | | | | | | | |--- TAT > 528.21 | | | | | | | | | | | |--- value: [64.38] | | | | | | | | | |--- AT > 19.54 | | | | | | | | | | |--- AH <= 77.27 | | | | | | | | | | | |--- value: [77.01] | | | | | | | | | | |--- AH > 77.27 | | | | | | | | | | | |--- value: [65.97] | | | | | | | | |--- AT > 20.19 | | | | | | | | | |--- AFDP <= 5.00 | | | | | | | | | | |--- AFDP <= 4.82 | | | | | | | | | | | |--- value: [78.94] | | | | | | | | | | |--- AFDP > 4.82 | | | | | | | | | | | |--- value: [62.63] | | | | | | | | | |--- AFDP > 5.00 | | | | | | | | | | |--- AFDP <= 5.21 | | | | | | | | | | | |--- value: [59.84] | | | | | | | | | | |--- AFDP > 5.21 | | | | | | | | | | | |--- value: [56.61] | | | | | | | |--- AFDP > 5.74 | | | | | | | | |--- AH <= 44.25 | | | | | | | | | |--- AP <= 1016.60 | | | | | | | | | | |--- value: [73.52] | | | | | | | | | |--- AP > 1016.60 | | | | | | | | | | |--- value: [83.59] | | | | | | | | |--- AH > 44.25 | | | | | | | | | |--- TAT <= 536.74 | | | | | | | | | | |--- AT <= 23.40 | | | | | | | | | | | |--- value: [67.32] | | | | | | | | | | |--- AT > 23.40 | | | | | | | | | | | |--- value: [62.29] | | | | | | | | | |--- TAT > 536.74 | | | | | | | | | | |--- AT <= 25.57 | | | | | | | | | | | |--- value: [68.90] | | | | | | | | | | |--- AT > 25.57 | | | | | | | | | | | |--- value: [79.25] | | | | | | |--- AT > 27.95 | | | | | | | |--- AH <= 48.48 | | | | | | | | |--- AP <= 1014.55 | | | | | | | | | |--- AFDP <= 4.97 | | | | | | | | | | |--- value: [58.56] | | | | | | | | | |--- AFDP > 4.97 | | | | | | | | | | |--- AFDP <= 4.98 | | | | | | | | | | | |--- value: [79.46] | | | | | | | | | | |--- AFDP > 4.98 | | | | | | | | | | | |--- value: [63.41] | | | | | | | | |--- AP > 1014.55 | | | | | | | | | |--- value: [75.33] | | | | | | | |--- AH > 48.48 | | | | | | | | |--- AH <= 62.28 | | | | | | | | | |--- AT <= 32.03 | | | | | | | | | | |--- AFDP <= 4.98 | | | | | | | | | | | |--- value: [60.03] | | | | | | | | | | |--- AFDP > 4.98 | | | | | | | | | | | |--- value: [56.64] | | | | | | | | | |--- AT > 32.03 | | | | | | | | | | |--- value: [65.87] | | | | | | | | |--- AH > 62.28 | | | | | | | | | |--- AH <= 70.21 | | | | | | | | | | |--- value: [52.12] | | | | | | | | | |--- AH > 70.21 | | | | | | | | | | |--- value: [56.39] | | | |--- TAT > 538.45 | | | | |--- AFDP <= 4.12 | | | | | |--- AP <= 1019.55 | | | | | | |--- TIT <= 1091.95 | | | | | | | |--- AFDP <= 3.72 | | | | | | | | |--- value: [66.04] | | | | | | | |--- AFDP > 3.72 | | | | | | | | |--- TAT <= 548.49 | | | | | | | | | |--- AP <= 1013.45 | | | | | | | | | | |--- TIT <= 1086.75 | | | | | | | | | | | |--- value: [55.16] | | | | | | | | | | |--- TIT > 1086.75 | | | | | | | | | | | |--- value: [59.48] | | | | | | | | | |--- AP > 1013.45 | | | | | | | | | | |--- AH <= 55.17 | | | | | | | | | | | |--- value: [56.47] | | | | | | | | | | |--- AH > 55.17 | | | | | | | | | | | |--- value: [50.80] | | | | | | | | |--- TAT > 548.49 | | | | | | | | | |--- value: [65.20] | | | | | | |--- TIT > 1091.95 | | | | | | | |--- AFDP <= 3.63 | | | | | | | | |--- value: [51.75] | | | | | | | |--- AFDP > 3.63 | | | | | | | | |--- TAT <= 543.79 | | | | | | | | | |--- AFDP <= 4.03 | | | | | | | | | | |--- AP <= 1012.50 | | | | | | | | | | | |--- value: [79.70] | | | | | | | | | | |--- AP > 1012.50 | | | | | | | | | | | |--- value: [71.19] | | | | | | | | | |--- AFDP > 4.03 | | | | | | | | | | |--- AT <= 17.28 | | | | | | | | | | | |--- value: [82.78] | | | | | | | | | | |--- AT > 17.28 | | | | | | | | | | | |--- value: [63.03] | | | | | | | | |--- TAT > 543.79 | | | | | | | | | |--- AFDP <= 3.83 | | | | | | | | | | |--- value: [75.41] | | | | | | | | | |--- AFDP > 3.83 | | | | | | | | | | |--- AH <= 67.26 | | | | | | | | | | | |--- value: [63.05] | | | | | | | | | | |--- AH > 67.26 | | | | | | | | | | | |--- value: [58.61] | | | | | |--- AP > 1019.55 | | | | | | |--- AFDP <= 3.88 | | | | | | | |--- AH <= 69.04 | | | | | | | | |--- value: [79.15] | | | | | | | |--- AH > 69.04 | | | | | | | | |--- value: [100.12] | | | | | | |--- AFDP > 3.88 | | | | | | | |--- AP <= 1020.90 | | | | | | | | |--- value: [55.29] | | | | | | | |--- AP > 1020.90 | | | | | | | | |--- TIT <= 1099.85 | | | | | | | | | |--- value: [77.86] | | | | | | | | |--- TIT > 1099.85 | | | | | | | | | |--- AFDP <= 4.04 | | | | | | | | | | |--- value: [80.80] | | | | | | | | | |--- AFDP > 4.04 | | | | | | | | | | |--- value: [79.69] | | | | |--- AFDP > 4.12 | | | | | |--- AFDP <= 4.44 | | | | | | |--- TIT <= 1099.75 | | | | | | | |--- AT <= 20.77 | | | | | | | | |--- TAT <= 544.43 | | | | | | | | | |--- AP <= 998.61 | | | | | | | | | | |--- value: [83.95] | | | | | | | | | |--- AP > 998.61 | | | | | | | | | | |--- AFDP <= 4.14 | | | | | | | | | | | |--- value: [52.02] | | | | | | | | | | |--- AFDP > 4.14 | | | | | | | | | | | |--- value: [61.00] | | | | | | | | |--- TAT > 544.43 | | | | | | | | | |--- value: [75.07] | | | | | | | |--- AT > 20.77 | | | | | | | | |--- AH <= 65.11 | | | | | | | | | |--- TIT <= 1098.25 | | | | | | | | | | |--- TIT <= 1093.50 | | | | | | | | | | | |--- value: [57.96] | | | | | | | | | | |--- TIT > 1093.50 | | | | | | | | | | | |--- value: [62.79] | | | | | | | | | |--- TIT > 1098.25 | | | | | | | | | | |--- AFDP <= 4.28 | | | | | | | | | | | |--- value: [53.21] | | | | | | | | | | |--- AFDP > 4.28 | | | | | | | | | | | |--- value: [59.40] | | | | | | | | |--- AH > 65.11 | | | | | | | | | |--- AP <= 1014.80 | | | | | | | | | | |--- AH <= 75.28 | | | | | | | | | | | |--- value: [56.36] | | | | | | | | | | |--- AH > 75.28 | | | | | | | | | | | |--- value: [53.98] | | | | | | | | | |--- AP > 1014.80 | | | | | | | | | | |--- AFDP <= 4.21 | | | | | | | | | | | |--- value: [46.72] | | | | | | | | | | |--- AFDP > 4.21 | | | | | | | | | | | |--- value: [52.76] | | | | | | |--- TIT > 1099.75 | | | | | | | |--- AP <= 1010.15 | | | | | | | | |--- AT <= 18.01 | | | | | | | | | |--- AT <= 17.87 | | | | | | | | | | |--- value: [56.85] | | | | | | | | | |--- AT > 17.87 | | | | | | | | | | |--- value: [74.40] | | | | | | | | |--- AT > 18.01 | | | | | | | | | |--- AP <= 1006.55 | | | | | | | | | | |--- AFDP <= 4.37 | | | | | | | | | | | |--- value: [54.96] | | | | | | | | | | |--- AFDP > 4.37 | | | | | | | | | | | |--- value: [56.82] | | | | | | | | | |--- AP > 1006.55 | | | | | | | | | | |--- AFDP <= 4.28 | | | | | | | | | | | |--- value: [52.28] | | | | | | | | | | |--- AFDP > 4.28 | | | | | | | | | | | |--- value: [54.51] | | | | | | | |--- AP > 1010.15 | | | | | | | | |--- AP <= 1022.20 | | | | | | | | | |--- TAT <= 546.95 | | | | | | | | | | |--- AP <= 1013.95 | | | | | | | | | | | |--- value: [52.49] | | | | | | | | | | |--- AP > 1013.95 | | | | | | | | | | | |--- value: [50.42] | | | | | | | | | |--- TAT > 546.95 | | | | | | | | | | |--- AT <= 24.77 | | | | | | | | | | | |--- value: [77.20] | | | | | | | | | | |--- AT > 24.77 | | | | | | | | | | | |--- value: [50.87] | | | | | | | | |--- AP > 1022.20 | | | | | | | | | |--- value: [80.14] | | | | | |--- AFDP > 4.44 | | | | | | |--- AT <= 19.02 | | | | | | | |--- AH <= 74.92 | | | | | | | | |--- AFDP <= 4.60 | | | | | | | | | |--- value: [85.47] | | | | | | | | |--- AFDP > 4.60 | | | | | | | | | |--- AH <= 62.11 | | | | | | | | | | |--- value: [59.31] | | | | | | | | | |--- AH > 62.11 | | | | | | | | | | |--- TIT <= 1100.05 | | | | | | | | | | | |--- value: [69.02] | | | | | | | | | | |--- TIT > 1100.05 | | | | | | | | | | | |--- value: [76.53] | | | | | | | |--- AH > 74.92 | | | | | | | | |--- AP <= 1009.10 | | | | | | | | | |--- AH <= 92.88 | | | | | | | | | | |--- AP <= 1005.35 | | | | | | | | | | | |--- value: [68.99] | | | | | | | | | | |--- AP > 1005.35 | | | | | | | | | | | |--- value: [73.68] | | | | | | | | | |--- AH > 92.88 | | | | | | | | | | |--- AT <= 18.02 | | | | | | | | | | | |--- value: [67.00] | | | | | | | | | | |--- AT > 18.02 | | | | | | | | | | | |--- value: [59.21] | | | | | | | | |--- AP > 1009.10 | | | | | | | | | |--- AFDP <= 4.60 | | | | | | | | | | |--- value: [68.73] | | | | | | | | | |--- AFDP > 4.60 | | | | | | | | | | |--- TIT <= 1093.55 | | | | | | | | | | | |--- value: [67.09] | | | | | | | | | | |--- TIT > 1093.55 | | | | | | | | | | | |--- value: [57.98] | | | | | | |--- AT > 19.02 | | | | | | | |--- AFDP <= 5.55 | | | | | | | | |--- AH <= 64.04 | | | | | | | | | |--- TIT <= 1099.65 | | | | | | | | | | |--- AT <= 23.30 | | | | | | | | | | | |--- value: [71.85] | | | | | | | | | | |--- AT > 23.30 | | | | | | | | | | | |--- value: [63.04] | | | | | | | | | |--- TIT > 1099.65 | | | | | | | | | | |--- AFDP <= 4.69 | | | | | | | | | | | |--- value: [56.30] | | | | | | | | | | |--- AFDP > 4.69 | | | | | | | | | | | |--- value: [59.32] | | | | | | | | |--- AH > 64.04 | | | | | | | | | |--- AT <= 22.63 | | | | | | | | | | |--- AH <= 74.82 | | | | | | | | | | | |--- value: [61.38] | | | | | | | | | | |--- AH > 74.82 | | | | | | | | | | | |--- value: [56.37] | | | | | | | | | |--- AT > 22.63 | | | | | | | | | | |--- TAT <= 542.78 | | | | | | | | | | | |--- value: [56.22] | | | | | | | | | | |--- TAT > 542.78 | | | | | | | | | | | |--- value: [54.50] | | | | | | | |--- AFDP > 5.55 | | | | | | | | |--- AT <= 25.35 | | | | | | | | | |--- AFDP <= 5.67 | | | | | | | | | | |--- value: [58.33] | | | | | | | | | |--- AFDP > 5.67 | | | | | | | | | | |--- AP <= 1015.35 | | | | | | | | | | | |--- value: [69.80] | | | | | | | | | | |--- AP > 1015.35 | | | | | | | | | | | |--- value: [81.93] | | | | | | | | |--- AT > 25.35 | | | | | | | | | |--- AP <= 1009.75 | | | | | | | | | | |--- AH <= 66.96 | | | | | | | | | | | |--- value: [61.37] | | | | | | | | | | |--- AH > 66.96 | | | | | | | | | | | |--- value: [69.56] | | | | | | | | | |--- AP > 1009.75 | | | | | | | | | | |--- AFDP <= 6.13 | | | | | | | | | | | |--- value: [57.75] | | | | | | | | | | |--- AFDP > 6.13 | | | | | | | | | | | |--- value: [68.91] | | |--- TAT > 548.92 | | | |--- AFDP <= 3.48 | | | | |--- AP <= 1019.80 | | | | | |--- AP <= 1003.00 | | | | | | |--- AH <= 77.47 | | | | | | | |--- TIT <= 1087.35 | | | | | | | | |--- AH <= 73.75 | | | | | | | | | |--- AP <= 993.23 | | | | | | | | | | |--- value: [83.07] | | | | | | | | | |--- AP > 993.23 | | | | | | | | | | |--- AFDP <= 3.33 | | | | | | | | | | | |--- value: [79.04] | | | | | | | | | | |--- AFDP > 3.33 | | | | | | | | | | | |--- value: [80.57] | | | | | | | | |--- AH > 73.75 | | | | | | | | | |--- value: [76.36] | | | | | | | |--- TIT > 1087.35 | | | | | | | | |--- value: [84.61] | | | | | | |--- AH > 77.47 | | | | | | | |--- AFDP <= 3.28 | | | | | | | | |--- AP <= 1001.50 | | | | | | | | | |--- TAT <= 549.73 | | | | | | | | | | |--- value: [72.35] | | | | | | | | | |--- TAT > 549.73 | | | | | | | | | | |--- AFDP <= 3.02 | | | | | | | | | | | |--- value: [70.38] | | | | | | | | | | |--- AFDP > 3.02 | | | | | | | | | | | |--- value: [70.93] | | | | | | | | |--- AP > 1001.50 | | | | | | | | | |--- value: [74.18] | | | | | | | |--- AFDP > 3.28 | | | | | | | | |--- value: [80.51] | | | | | |--- AP > 1003.00 | | | | | | |--- AP <= 1015.95 | | | | | | | |--- TIT <= 1086.85 | | | | | | | | |--- AFDP <= 3.22 | | | | | | | | | |--- TIT <= 1083.95 | | | | | | | | | | |--- value: [81.93] | | | | | | | | | |--- TIT > 1083.95 | | | | | | | | | | |--- TIT <= 1086.75 | | | | | | | | | | | |--- value: [69.52] | | | | | | | | | | |--- TIT > 1086.75 | | | | | | | | | | | |--- value: [73.62] | | | | | | | | |--- AFDP > 3.22 | | | | | | | | | |--- TIT <= 1083.85 | | | | | | | | | | |--- value: [58.03] | | | | | | | | | |--- TIT > 1083.85 | | | | | | | | | | |--- AH <= 86.53 | | | | | | | | | | | |--- value: [65.88] | | | | | | | | | | |--- AH > 86.53 | | | | | | | | | | | |--- value: [63.10] | | | | | | | |--- TIT > 1086.85 | | | | | | | | |--- AH <= 78.03 | | | | | | | | | |--- AP <= 1014.05 | | | | | | | | | | |--- AFDP <= 3.45 | | | | | | | | | | | |--- value: [74.33] | | | | | | | | | | |--- AFDP > 3.45 | | | | | | | | | | | |--- value: [70.68] | | | | | | | | | |--- AP > 1014.05 | | | | | | | | | | |--- TIT <= 1089.40 | | | | | | | | | | | |--- value: [67.78] | | | | | | | | | | |--- TIT > 1089.40 | | | | | | | | | | | |--- value: [71.83] | | | | | | | | |--- AH > 78.03 | | | | | | | | | |--- TAT <= 549.62 | | | | | | | | | | |--- value: [76.27] | | | | | | | | | |--- TAT > 549.62 | | | | | | | | | | |--- TAT <= 550.05 | | | | | | | | | | | |--- value: [67.11] | | | | | | | | | | |--- TAT > 550.05 | | | | | | | | | | | |--- value: [69.88] | | | | | | |--- AP > 1015.95 | | | | | | | |--- AFDP <= 3.22 | | | | | | | | |--- TIT <= 1085.55 | | | | | | | | | |--- value: [79.87] | | | | | | | | |--- TIT > 1085.55 | | | | | | | | | |--- AH <= 92.30 | | | | | | | | | | |--- AH <= 86.09 | | | | | | | | | | | |--- value: [61.11] | | | | | | | | | | |--- AH > 86.09 | | | | | | | | | | | |--- value: [58.29] | | | | | | | | | |--- AH > 92.30 | | | | | | | | | | |--- value: [71.08] | | | | | | | |--- AFDP > 3.22 | | | | | | | | |--- AFDP <= 3.26 | | | | | | | | | |--- value: [72.22] | | | | | | | | |--- AFDP > 3.26 | | | | | | | | | |--- AFDP <= 3.29 | | | | | | | | | | |--- value: [61.13] | | | | | | | | | |--- AFDP > 3.29 | | | | | | | | | | |--- AT <= 19.33 | | | | | | | | | | | |--- value: [69.81] | | | | | | | | | | |--- AT > 19.33 | | | | | | | | | | | |--- value: [65.00] | | | | |--- AP > 1019.80 | | | | | |--- TIT <= 1089.25 | | | | | | |--- AFDP <= 3.28 | | | | | | | |--- TIT <= 1088.95 | | | | | | | | |--- value: [85.47] | | | | | | | |--- TIT > 1088.95 | | | | | | | | |--- value: [59.82] | | | | | | |--- AFDP > 3.28 | | | | | | | |--- AP <= 1024.15 | | | | | | | | |--- value: [66.56] | | | | | | | |--- AP > 1024.15 | | | | | | | | |--- value: [73.59] | | | | | |--- TIT > 1089.25 | | | | | | |--- TIT <= 1098.65 | | | | | | | |--- AFDP <= 3.39 | | | | | | | | |--- AFDP <= 3.21 | | | | | | | | | |--- value: [99.34] | | | | | | | | |--- AFDP > 3.21 | | | | | | | | | |--- AT <= 18.30 | | | | | | | | | | |--- value: [87.13] | | | | | | | | | |--- AT > 18.30 | | | | | | | | | | |--- AP <= 1027.45 | | | | | | | | | | | |--- value: [90.97] | | | | | | | | | | |--- AP > 1027.45 | | | | | | | | | | | |--- value: [93.56] | | | | | | | |--- AFDP > 3.39 | | | | | | | | |--- value: [98.37] | | | | | | |--- TIT > 1098.65 | | | | | | | |--- value: [119.91] | | | |--- AFDP > 3.48 | | | | |--- AH <= 73.68 | | | | | |--- AFDP <= 4.14 | | | | | | |--- TIT <= 1086.85 | | | | | | | |--- AT <= 24.62 | | | | | | | | |--- AFDP <= 3.67 | | | | | | | | | |--- AH <= 60.03 | | | | | | | | | | |--- AP <= 1017.05 | | | | | | | | | | | |--- value: [61.55] | | | | | | | | | | |--- AP > 1017.05 | | | | | | | | | | | |--- value: [64.74] | | | | | | | | | |--- AH > 60.03 | | | | | | | | | | |--- AT <= 19.17 | | | | | | | | | | | |--- value: [61.64] | | | | | | | | | | |--- AT > 19.17 | | | | | | | | | | | |--- value: [56.77] | | | | | | | | |--- AFDP > 3.67 | | | | | | | | | |--- AT <= 19.39 | | | | | | | | | | |--- value: [69.74] | | | | | | | | | |--- AT > 19.39 | | | | | | | | | | |--- AH <= 61.67 | | | | | | | | | | | |--- value: [65.42] | | | | | | | | | | |--- AH > 61.67 | | | | | | | | | | | |--- value: [62.55] | | | | | | | |--- AT > 24.62 | | | | | | | | |--- TIT <= 1085.25 | | | | | | | | | |--- AH <= 51.78 | | | | | | | | | | |--- AFDP <= 3.91 | | | | | | | | | | | |--- value: [64.12] | | | | | | | | | | |--- AFDP > 3.91 | | | | | | | | | | | |--- value: [57.33] | | | | | | | | | |--- AH > 51.78 | | | | | | | | | | |--- AT <= 24.72 | | | | | | | | | | | |--- value: [46.77] | | | | | | | | | | |--- AT > 24.72 | | | | | | | | | | | |--- value: [56.22] | | | | | | | | |--- TIT > 1085.25 | | | | | | | | | |--- AFDP <= 3.73 | | | | | | | | | | |--- value: [55.45] | | | | | | | | | |--- AFDP > 3.73 | | | | | | | | | | |--- AP <= 1008.95 | | | | | | | | | | | |--- value: [63.43] | | | | | | | | | | |--- AP > 1008.95 | | | | | | | | | | | |--- value: [60.23] | | | | | | |--- TIT > 1086.85 | | | | | | | |--- TIT <= 1094.15 | | | | | | | | |--- AH <= 56.66 | | | | | | | | | |--- AFDP <= 3.83 | | | | | | | | | | |--- AP <= 1017.45 | | | | | | | | | | | |--- value: [64.15] | | | | | | | | | | |--- AP > 1017.45 | | | | | | | | | | | |--- value: [71.57] | | | | | | | | | |--- AFDP > 3.83 | | | | | | | | | | |--- AT <= 25.89 | | | | | | | | | | | |--- value: [70.26] | | | | | | | | | | |--- AT > 25.89 | | | | | | | | | | | |--- value: [67.18] | | | | | | | | |--- AH > 56.66 | | | | | | | | | |--- AP <= 1017.05 | | | | | | | | | | |--- AFDP <= 3.83 | | | | | | | | | | | |--- value: [62.23] | | | | | | | | | | |--- AFDP > 3.83 | | | | | | | | | | | |--- value: [64.55] | | | | | | | | | |--- AP > 1017.05 | | | | | | | | | | |--- AP <= 1018.35 | | | | | | | | | | | |--- value: [66.62] | | | | | | | | | | |--- AP > 1018.35 | | | | | | | | | | | |--- value: [69.61] | | | | | | | |--- TIT > 1094.15 | | | | | | | | |--- AT <= 25.80 | | | | | | | | | |--- AH <= 59.05 | | | | | | | | | | |--- AFDP <= 3.79 | | | | | | | | | | | |--- value: [62.21] | | | | | | | | | | |--- AFDP > 3.79 | | | | | | | | | | | |--- value: [57.77] | | | | | | | | | |--- AH > 59.05 | | | | | | | | | | |--- AH <= 69.99 | | | | | | | | | | | |--- value: [55.38] | | | | | | | | | | |--- AH > 69.99 | | | | | | | | | | | |--- value: [60.78] | | | | | | | | |--- AT > 25.80 | | | | | | | | | |--- TAT <= 549.48 | | | | | | | | | | |--- AP <= 1010.20 | | | | | | | | | | | |--- value: [52.19] | | | | | | | | | | |--- AP > 1010.20 | | | | | | | | | | | |--- value: [60.11] | | | | | | | | | |--- TAT > 549.48 | | | | | | | | | | |--- AH <= 39.04 | | | | | | | | | | | |--- value: [70.85] | | | | | | | | | | |--- AH > 39.04 | | | | | | | | | | | |--- value: [63.50] | | | | | |--- AFDP > 4.14 | | | | | | |--- AT <= 24.18 | | | | | | | |--- AFDP <= 5.30 | | | | | | | | |--- AT <= 21.60 | | | | | | | | | |--- AH <= 63.83 | | | | | | | | | | |--- TIT <= 1094.65 | | | | | | | | | | | |--- value: [75.26] | | | | | | | | | | |--- TIT > 1094.65 | | | | | | | | | | | |--- value: [83.99] | | | | | | | | | |--- AH > 63.83 | | | | | | | | | | |--- AP <= 999.46 | | | | | | | | | | | |--- value: [76.52] | | | | | | | | | | |--- AP > 999.46 | | | | | | | | | | | |--- value: [71.47] | | | | | | | | |--- AT > 21.60 | | | | | | | | | |--- AH <= 57.12 | | | | | | | | | | |--- AFDP <= 4.46 | | | | | | | | | | | |--- value: [73.27] | | | | | | | | | | |--- AFDP > 4.46 | | | | | | | | | | | |--- value: [74.96] | | | | | | | | | |--- AH > 57.12 | | | | | | | | | | |--- AP <= 1007.45 | | | | | | | | | | | |--- value: [72.14] | | | | | | | | | | |--- AP > 1007.45 | | | | | | | | | | | |--- value: [67.92] | | | | | | | |--- AFDP > 5.30 | | | | | | | | |--- AH <= 65.13 | | | | | | | | | |--- AFDP <= 5.31 | | | | | | | | | | |--- value: [82.15] | | | | | | | | | |--- AFDP > 5.31 | | | | | | | | | | |--- AH <= 61.84 | | | | | | | | | | | |--- value: [73.67] | | | | | | | | | | |--- AH > 61.84 | | | | | | | | | | | |--- value: [65.69] | | | | | | | | |--- AH > 65.13 | | | | | | | | | |--- AP <= 1010.65 | | | | | | | | | | |--- value: [72.35] | | | | | | | | | |--- AP > 1010.65 | | | | | | | | | | |--- AT <= 22.78 | | | | | | | | | | | |--- value: [86.31] | | | | | | | | | | |--- AT > 22.78 | | | | | | | | | | | |--- value: [82.97] | | | | | | |--- AT > 24.18 | | | | | | | |--- AH <= 53.69 | | | | | | | | |--- TIT <= 1088.00 | | | | | | | | | |--- AT <= 31.27 | | | | | | | | | | |--- value: [63.10] | | | | | | | | | |--- AT > 31.27 | | | | | | | | | | |--- value: [57.24] | | | | | | | | |--- TIT > 1088.00 | | | | | | | | | |--- AH <= 44.64 | | | | | | | | | | |--- AFDP <= 4.44 | | | | | | | | | | | |--- value: [71.05] | | | | | | | | | | |--- AFDP > 4.44 | | | | | | | | | | | |--- value: [74.10] | | | | | | | | | |--- AH > 44.64 | | | | | | | | | | |--- AT <= 31.15 | | | | | | | | | | | |--- value: [69.75] | | | | | | | | | | |--- AT > 31.15 | | | | | | | | | | | |--- value: [66.26] | | | | | | | |--- AH > 53.69 | | | | | | | | |--- AT <= 29.72 | | | | | | | | | |--- AH <= 61.35 | | | | | | | | | | |--- TIT <= 1084.30 | | | | | | | | | | | |--- value: [54.92] | | | | | | | | | | |--- TIT > 1084.30 | | | | | | | | | | | |--- value: [67.08] | | | | | | | | | |--- AH > 61.35 | | | | | | | | | | |--- AT <= 25.89 | | | | | | | | | | | |--- value: [65.94] | | | | | | | | | | |--- AT > 25.89 | | | | | | | | | | | |--- value: [63.72] | | | | | | | | |--- AT > 29.72 | | | | | | | | | |--- AH <= 64.74 | | | | | | | | | | |--- TIT <= 1085.60 | | | | | | | | | | | |--- value: [49.96] | | | | | | | | | | |--- TIT > 1085.60 | | | | | | | | | | | |--- value: [63.75] | | | | | | | | | |--- AH > 64.74 | | | | | | | | | | |--- AP <= 1007.15 | | | | | | | | | | | |--- value: [55.11] | | | | | | | | | | |--- AP > 1007.15 | | | | | | | | | | | |--- value: [61.54] | | | | |--- AH > 73.68 | | | | | |--- AT <= 23.13 | | | | | | |--- AFDP <= 4.77 | | | | | | | |--- AH <= 78.94 | | | | | | | | |--- AFDP <= 3.97 | | | | | | | | | |--- TIT <= 1095.45 | | | | | | | | | | |--- TIT <= 1092.30 | | | | | | | | | | | |--- value: [63.34] | | | | | | | | | | |--- TIT > 1092.30 | | | | | | | | | | | |--- value: [55.32] | | | | | | | | | |--- TIT > 1095.45 | | | | | | | | | | |--- value: [80.83] | | | | | | | | |--- AFDP > 3.97 | | | | | | | | | |--- AT <= 17.82 | | | | | | | | | | |--- AP <= 1016.55 | | | | | | | | | | | |--- value: [73.51] | | | | | | | | | | |--- AP > 1016.55 | | | | | | | | | | | |--- value: [66.41] | | | | | | | | | |--- AT > 17.82 | | | | | | | | | | |--- TIT <= 1098.00 | | | | | | | | | | | |--- value: [66.67] | | | | | | | | | | |--- TIT > 1098.00 | | | | | | | | | | | |--- value: [73.28] | | | | | | | |--- AH > 78.94 | | | | | | | | |--- AT <= 21.05 | | | | | | | | | |--- TIT <= 1086.75 | | | | | | | | | | |--- AT <= 20.53 | | | | | | | | | | | |--- value: [61.82] | | | | | | | | | | |--- AT > 20.53 | | | | | | | | | | | |--- value: [56.59] | | | | | | | | | |--- TIT > 1086.75 | | | | | | | | | | |--- AFDP <= 3.63 | | | | | | | | | | | |--- value: [66.52] | | | | | | | | | | |--- AFDP > 3.63 | | | | | | | | | | | |--- value: [63.69] | | | | | | | | |--- AT > 21.05 | | | | | | | | | |--- AH <= 85.95 | | | | | | | | | | |--- AFDP <= 4.01 | | | | | | | | | | | |--- value: [61.76] | | | | | | | | | | |--- AFDP > 4.01 | | | | | | | | | | | |--- value: [64.27] | | | | | | | | | |--- AH > 85.95 | | | | | | | | | | |--- TIT <= 1086.80 | | | | | | | | | | | |--- value: [57.10] | | | | | | | | | | |--- TIT > 1086.80 | | | | | | | | | | | |--- value: [61.26] | | | | | | |--- AFDP > 4.77 | | | | | | | |--- AH <= 86.52 | | | | | | | | |--- AT <= 20.32 | | | | | | | | | |--- TIT <= 1088.85 | | | | | | | | | | |--- TIT <= 1088.15 | | | | | | | | | | | |--- value: [69.64] | | | | | | | | | | |--- TIT > 1088.15 | | | | | | | | | | | |--- value: [73.47] | | | | | | | | | |--- TIT > 1088.85 | | | | | | | | | | |--- AP <= 1010.85 | | | | | | | | | | | |--- value: [73.00] | | | | | | | | | | |--- AP > 1010.85 | | | | | | | | | | | |--- value: [81.66] | | | | | | | | |--- AT > 20.32 | | | | | | | | | |--- TIT <= 1093.45 | | | | | | | | | | |--- AT <= 23.01 | | | | | | | | | | | |--- value: [69.36] | | | | | | | | | | |--- AT > 23.01 | | | | | | | | | | | |--- value: [61.16] | | | | | | | | | |--- TIT > 1093.45 | | | | | | | | | | |--- value: [62.15] | | | | | | | |--- AH > 86.52 | | | | | | | | |--- AFDP <= 5.25 | | | | | | | | | |--- AP <= 1013.90 | | | | | | | | | | |--- AH <= 92.36 | | | | | | | | | | | |--- value: [66.29] | | | | | | | | | | |--- AH > 92.36 | | | | | | | | | | | |--- value: [60.63] | | | | | | | | | |--- AP > 1013.90 | | | | | | | | | | |--- AH <= 96.46 | | | | | | | | | | | |--- value: [67.97] | | | | | | | | | | |--- AH > 96.46 | | | | | | | | | | | |--- value: [65.31] | | | | | | | | |--- AFDP > 5.25 | | | | | | | | | |--- TIT <= 1092.10 | | | | | | | | | | |--- AP <= 1007.85 | | | | | | | | | | | |--- value: [70.07] | | | | | | | | | | |--- AP > 1007.85 | | | | | | | | | | | |--- value: [66.52] | | | | | | | | | |--- TIT > 1092.10 | | | | | | | | | | |--- value: [77.77] | | | | | |--- AT > 23.13 | | | | | | |--- AH <= 84.99 | | | | | | | |--- AT <= 26.79 | | | | | | | | |--- AFDP <= 4.05 | | | | | | | | | |--- AFDP <= 4.05 | | | | | | | | | | |--- TIT <= 1083.90 | | | | | | | | | | | |--- value: [54.99] | | | | | | | | | | |--- TIT > 1083.90 | | | | | | | | | | | |--- value: [60.90] | | | | | | | | | |--- AFDP > 4.05 | | | | | | | | | | |--- value: [27.77] | | | | | | | | |--- AFDP > 4.05 | | | | | | | | | |--- AFDP <= 4.56 | | | | | | | | | | |--- TIT <= 1097.50 | | | | | | | | | | | |--- value: [62.72] | | | | | | | | | | |--- TIT > 1097.50 | | | | | | | | | | | |--- value: [53.07] | | | | | | | | | |--- AFDP > 4.56 | | | | | | | | | | |--- TAT <= 549.38 | | | | | | | | | | | |--- value: [75.17] | | | | | | | | | | |--- TAT > 549.38 | | | | | | | | | | | |--- value: [60.02] | | | | | | | |--- AT > 26.79 | | | | | | | | |--- TIT <= 1087.20 | | | | | | | | | |--- value: [52.22] | | | | | | | | |--- TIT > 1087.20 | | | | | | | | | |--- TIT <= 1097.10 | | | | | | | | | | |--- AH <= 81.43 | | | | | | | | | | | |--- value: [60.34] | | | | | | | | | | |--- AH > 81.43 | | | | | | | | | | | |--- value: [57.37] | | | | | | | | | |--- TIT > 1097.10 | | | | | | | | | | |--- value: [54.39] | | | | | | |--- AH > 84.99 | | | | | | | |--- AT <= 24.73 | | | | | | | | |--- AFDP <= 5.24 | | | | | | | | | |--- TIT <= 1090.25 | | | | | | | | | | |--- AFDP <= 4.07 | | | | | | | | | | | |--- value: [56.52] | | | | | | | | | | |--- AFDP > 4.07 | | | | | | | | | | | |--- value: [58.85] | | | | | | | | | |--- TIT > 1090.25 | | | | | | | | | | |--- AFDP <= 4.03 | | | | | | | | | | | |--- value: [58.77] | | | | | | | | | | |--- AFDP > 4.03 | | | | | | | | | | | |--- value: [60.79] | | | | | | | | |--- AFDP > 5.24 | | | | | | | | | |--- AT <= 24.28 | | | | | | | | | | |--- value: [73.83] | | | | | | | | | |--- AT > 24.28 | | | | | | | | | | |--- value: [60.59] | | | | | | | |--- AT > 24.73 | | | | | | | | |--- AFDP <= 4.24 | | | | | | | | | |--- AP <= 1007.10 | | | | | | | | | | |--- AT <= 26.48 | | | | | | | | | | | |--- value: [56.84] | | | | | | | | | | |--- AT > 26.48 | | | | | | | | | | | |--- value: [53.11] | | | | | | | | | |--- AP > 1007.10 | | | | | | | | | | |--- TAT <= 550.40 | | | | | | | | | | | |--- value: [60.01] | | | | | | | | | | |--- TAT > 550.40 | | | | | | | | | | | |--- value: [54.18] | | | | | | | | |--- AFDP > 4.24 | | | | | | | | | |--- TIT <= 1085.10 | | | | | | | | | | |--- value: [51.80] | | | | | | | | | |--- TIT > 1085.10 | | | | | | | | | | |--- AT <= 27.50 | | | | | | | | | | | |--- value: [57.27] | | | | | | | | | | |--- AT > 27.50 | | | | | | | | | | | |--- value: [54.66]
In [36]:
import pickle
pickle.dump(model, open("data-turbine/tree-nox-gs.model.sav", "wb"))
In [37]:
rules2 = tree.export_text(
models["decision_tree"]["fitted"], feature_names=X_train.columns.values.tolist()
)
print(rules2)
|--- AT <= 16.96 | |--- TIT <= 1042.85 | | |--- TAT <= 541.98 | | | |--- TAT <= 537.80 | | | | |--- AFDP <= 3.44 | | | | | |--- AFDP <= 2.37 | | | | | | |--- AH <= 78.35 | | | | | | | |--- value: [103.29] | | | | | | |--- AH > 78.35 | | | | | | | |--- value: [90.05] | | | | | |--- AFDP > 2.37 | | | | | | |--- TAT <= 511.82 | | | | | | | |--- value: [66.00] | | | | | | |--- TAT > 511.82 | | | | | | | |--- value: [107.99] | | | | |--- AFDP > 3.44 | | | | | |--- AT <= 12.15 | | | | | | |--- AT <= 4.32 | | | | | | | |--- value: [108.91] | | | | | | |--- AT > 4.32 | | | | | | | |--- value: [99.57] | | | | | |--- AT > 12.15 | | | | | | |--- AH <= 86.21 | | | | | | | |--- value: [94.66] | | | | | | |--- AH > 86.21 | | | | | | | |--- value: [77.41] | | | |--- TAT > 537.80 | | | | |--- TIT <= 1033.75 | | | | | |--- AFDP <= 2.75 | | | | | | |--- TIT <= 1026.75 | | | | | | | |--- value: [99.48] | | | | | | |--- TIT > 1026.75 | | | | | | | |--- value: [93.46] | | | | | |--- AFDP > 2.75 | | | | | | |--- AFDP <= 3.51 | | | | | | | |--- value: [84.56] | | | | | | |--- AFDP > 3.51 | | | | | | | |--- value: [116.14] | | | | |--- TIT > 1033.75 | | | | | |--- AFDP <= 4.10 | | | | | | |--- AFDP <= 2.35 | | | | | | | |--- value: [90.93] | | | | | | |--- AFDP > 2.35 | | | | | | | |--- value: [100.06] | | | | | |--- AFDP > 4.10 | | | | | | |--- AH <= 93.66 | | | | | | | |--- value: [90.10] | | | | | | |--- AH > 93.66 | | | | | | | |--- value: [96.66] | | |--- TAT > 541.98 | | | |--- AT <= 3.44 | | | | |--- TAT <= 543.21 | | | | | |--- value: [92.00] | | | | |--- TAT > 543.21 | | | | | |--- TAT <= 543.99 | | | | | | |--- value: [106.53] | | | | | |--- TAT > 543.99 | | | | | | |--- TIT <= 1040.15 | | | | | | | |--- value: [119.49] | | | | | | |--- TIT > 1040.15 | | | | | | | |--- value: [113.93] | | | |--- AT > 3.44 | | | | |--- TAT <= 546.67 | | | | | |--- AH <= 99.98 | | | | | | |--- TAT <= 544.63 | | | | | | | |--- value: [87.62] | | | | | | |--- TAT > 544.63 | | | | | | | |--- value: [82.41] | | | | | |--- AH > 99.98 | | | | | | |--- AFDP <= 3.14 | | | | | | | |--- value: [113.92] | | | | | | |--- AFDP > 3.14 | | | | | | | |--- value: [100.93] | | | | |--- TAT > 546.67 | | | | | |--- TAT <= 549.32 | | | | | | |--- AH <= 95.18 | | | | | | | |--- value: [76.58] | | | | | | |--- AH > 95.18 | | | | | | | |--- value: [88.23] | | | | | |--- TAT > 549.32 | | | | | | |--- AT <= 15.03 | | | | | | | |--- value: [69.71] | | | | | | |--- AT > 15.03 | | | | | | | |--- value: [61.13] | |--- TIT > 1042.85 | | |--- AT <= 11.04 | | | |--- TIT <= 1097.70 | | | | |--- TIT <= 1060.15 | | | | | |--- TAT <= 547.68 | | | | | | |--- TAT <= 542.26 | | | | | | | |--- value: [97.62] | | | | | | |--- TAT > 542.26 | | | | | | | |--- value: [91.20] | | | | | |--- TAT > 547.68 | | | | | | |--- AT <= 8.25 | | | | | | | |--- value: [88.93] | | | | | | |--- AT > 8.25 | | | | | | | |--- value: [74.97] | | | | |--- TIT > 1060.15 | | | | | |--- AFDP <= 3.69 | | | | | | |--- AFDP <= 3.08 | | | | | | | |--- value: [77.84] | | | | | | |--- AFDP > 3.08 | | | | | | | |--- value: [69.84] | | | | | |--- AFDP > 3.69 | | | | | | |--- TIT <= 1089.05 | | | | | | | |--- value: [79.90] | | | | | | |--- TIT > 1089.05 | | | | | | | |--- value: [73.06] | | | |--- TIT > 1097.70 | | | | |--- AP <= 1020.95 | | | | | |--- TAT <= 539.04 | | | | | | |--- AFDP <= 4.09 | | | | | | | |--- value: [64.67] | | | | | | |--- AFDP > 4.09 | | | | | | | |--- value: [68.45] | | | | | |--- TAT > 539.04 | | | | | | |--- TAT <= 543.17 | | | | | | | |--- value: [76.21] | | | | | | |--- TAT > 543.17 | | | | | | | |--- value: [85.44] | | | | |--- AP > 1020.95 | | | | | |--- TAT <= 538.38 | | | | | | |--- TAT <= 529.57 | | | | | | | |--- value: [64.02] | | | | | | |--- TAT > 529.57 | | | | | | | |--- value: [58.32] | | | | | |--- TAT > 538.38 | | | | | | |--- AP <= 1022.35 | | | | | | | |--- value: [65.55] | | | | | | |--- AP > 1022.35 | | | | | | | |--- value: [76.98] | | |--- AT > 11.04 | | | |--- AT <= 13.96 | | | | |--- TIT <= 1057.20 | | | | | |--- TAT <= 549.57 | | | | | | |--- AH <= 80.06 | | | | | | | |--- value: [74.53] | | | | | | |--- AH > 80.06 | | | | | | | |--- value: [82.98] | | | | | |--- TAT > 549.57 | | | | | | |--- TIT <= 1051.30 | | | | | | | |--- value: [65.93] | | | | | | |--- TIT > 1051.30 | | | | | | | |--- value: [74.49] | | | | |--- TIT > 1057.20 | | | | | |--- TAT <= 539.06 | | | | | | |--- AP <= 1021.95 | | | | | | | |--- value: [67.23] | | | | | | |--- AP > 1021.95 | | | | | | | |--- value: [60.92] | | | | | |--- TAT > 539.06 | | | | | | |--- AFDP <= 3.85 | | | | | | | |--- value: [67.67] | | | | | | |--- AFDP > 3.85 | | | | | | | |--- value: [73.93] | | | |--- AT > 13.96 | | | | |--- TIT <= 1083.85 | | | | | |--- TIT <= 1063.35 | | | | | | |--- TAT <= 548.77 | | | | | | | |--- value: [79.60] | | | | | | |--- TAT > 548.77 | | | | | | | |--- value: [66.54] | | | | | |--- TIT > 1063.35 | | | | | | |--- AFDP <= 3.16 | | | | | | | |--- value: [66.38] | | | | | | |--- AFDP > 3.16 | | | | | | | |--- value: [60.90] | | | | |--- TIT > 1083.85 | | | | | |--- AP <= 1004.95 | | | | | | |--- AFDP <= 3.38 | | | | | | | |--- value: [78.23] | | | | | | |--- AFDP > 3.38 | | | | | | | |--- value: [72.01] | | | | | |--- AP > 1004.95 | | | | | | |--- AP <= 1025.95 | | | | | | | |--- value: [67.49] | | | | | | |--- AP > 1025.95 | | | | | | | |--- value: [75.64] |--- AT > 16.96 | |--- TIT <= 1083.05 | | |--- AT <= 20.42 | | | |--- TAT <= 549.47 | | | | |--- TIT <= 1052.20 | | | | | |--- TAT <= 546.17 | | | | | | |--- AP <= 1017.75 | | | | | | | |--- value: [92.58] | | | | | | |--- AP > 1017.75 | | | | | | | |--- value: [80.30] | | | | | |--- TAT > 546.17 | | | | | | |--- AFDP <= 3.02 | | | | | | | |--- value: [72.86] | | | | | | |--- AFDP > 3.02 | | | | | | | |--- value: [79.31] | | | | |--- TIT > 1052.20 | | | | | |--- TAT <= 543.83 | | | | | | |--- TIT <= 1073.50 | | | | | | | |--- value: [79.67] | | | | | | |--- TIT > 1073.50 | | | | | | | |--- value: [69.65] | | | | | |--- TAT > 543.83 | | | | | | |--- AT <= 17.56 | | | | | | | |--- value: [69.85] | | | | | | |--- AT > 17.56 | | | | | | | |--- value: [60.94] | | | |--- TAT > 549.47 | | | | |--- AFDP <= 3.96 | | | | | |--- TAT <= 550.28 | | | | | | |--- AH <= 75.66 | | | | | | | |--- value: [62.15] | | | | | | |--- AH > 75.66 | | | | | | | |--- value: [58.41] | | | | | |--- TAT > 550.28 | | | | | | |--- AFDP <= 2.67 | | | | | | | |--- value: [65.10] | | | | | | |--- AFDP > 2.67 | | | | | | | |--- value: [53.28] | | | | |--- AFDP > 3.96 | | | | | |--- TIT <= 1058.45 | | | | | | |--- AH <= 86.72 | | | | | | | |--- value: [71.68] | | | | | | |--- AH > 86.72 | | | | | | | |--- value: [65.97] | | | | | |--- TIT > 1058.45 | | | | | | |--- AH <= 72.16 | | | | | | | |--- value: [70.67] | | | | | | |--- AH > 72.16 | | | | | | | |--- value: [60.43] | | |--- AT > 20.42 | | | |--- AT <= 22.88 | | | | |--- AH <= 83.25 | | | | | |--- AFDP <= 3.92 | | | | | | |--- TIT <= 1080.95 | | | | | | | |--- value: [55.96] | | | | | | |--- TIT > 1080.95 | | | | | | | |--- value: [61.58] | | | | | |--- AFDP > 3.92 | | | | | | |--- AP <= 1015.95 | | | | | | | |--- value: [62.95] | | | | | | |--- AP > 1015.95 | | | | | | | |--- value: [56.77] | | | | |--- AH > 83.25 | | | | | |--- AT <= 21.29 | | | | | | |--- AFDP <= 2.87 | | | | | | | |--- value: [63.69] | | | | | | |--- AFDP > 2.87 | | | | | | | |--- value: [54.94] | | | | | |--- AT > 21.29 | | | | | | |--- TAT <= 547.70 | | | | | | | |--- value: [66.57] | | | | | | |--- TAT > 547.70 | | | | | | | |--- value: [52.12] | | | |--- AT > 22.88 | | | | |--- AH <= 75.36 | | | | | |--- AT <= 27.14 | | | | | | |--- AFDP <= 4.16 | | | | | | | |--- value: [54.14] | | | | | | |--- AFDP > 4.16 | | | | | | | |--- value: [61.03] | | | | | |--- AT > 27.14 | | | | | | |--- AH <= 56.81 | | | | | | | |--- value: [52.90] | | | | | | |--- AH > 56.81 | | | | | | | |--- value: [50.37] | | | | |--- AH > 75.36 | | | | | |--- AT <= 24.06 | | | | | | |--- TIT <= 1044.40 | | | | | | | |--- value: [72.94] | | | | | | |--- TIT > 1044.40 | | | | | | | |--- value: [50.97] | | | | | |--- AT > 24.06 | | | | | | |--- AH <= 90.84 | | | | | | | |--- value: [49.23] | | | | | | |--- AH > 90.84 | | | | | | | |--- value: [46.92] | |--- TIT > 1083.05 | | |--- TAT <= 548.92 | | | |--- TAT <= 538.45 | | | | |--- AFDP <= 4.28 | | | | | |--- TAT <= 530.58 | | | | | | |--- AFDP <= 4.09 | | | | | | | |--- value: [42.58] | | | | | | |--- AFDP > 4.09 | | | | | | | |--- value: [72.18] | | | | | |--- TAT > 530.58 | | | | | | |--- AP <= 1020.75 | | | | | | | |--- value: [73.39] | | | | | | |--- AP > 1020.75 | | | | | | | |--- value: [78.93] | | | | |--- AFDP > 4.28 | | | | | |--- AFDP <= 4.81 | | | | | | |--- AFDP <= 4.34 | | | | | | | |--- value: [49.96] | | | | | | |--- AFDP > 4.34 | | | | | | | |--- value: [59.44] | | | | | |--- AFDP > 4.81 | | | | | | |--- AT <= 27.95 | | | | | | | |--- value: [65.82] | | | | | | |--- AT > 27.95 | | | | | | | |--- value: [59.80] | | | |--- TAT > 538.45 | | | | |--- AFDP <= 4.12 | | | | | |--- AP <= 1019.55 | | | | | | |--- TIT <= 1091.95 | | | | | | | |--- value: [57.81] | | | | | | |--- TIT > 1091.95 | | | | | | | |--- value: [64.39] | | | | | |--- AP > 1019.55 | | | | | | |--- AFDP <= 3.88 | | | | | | | |--- value: [95.46] | | | | | | |--- AFDP > 3.88 | | | | | | | |--- value: [75.19] | | | | |--- AFDP > 4.12 | | | | | |--- AFDP <= 4.44 | | | | | | |--- TIT <= 1099.75 | | | | | | | |--- value: [57.23] | | | | | | |--- TIT > 1099.75 | | | | | | | |--- value: [53.12] | | | | | |--- AFDP > 4.44 | | | | | | |--- AT <= 19.02 | | | | | | | |--- value: [65.32] | | | | | | |--- AT > 19.02 | | | | | | | |--- value: [57.12] | | |--- TAT > 548.92 | | | |--- AFDP <= 3.48 | | | | |--- AP <= 1019.80 | | | | | |--- AP <= 1003.00 | | | | | | |--- AH <= 77.47 | | | | | | | |--- value: [81.46] | | | | | | |--- AH > 77.47 | | | | | | | |--- value: [73.06] | | | | | |--- AP > 1003.00 | | | | | | |--- AP <= 1015.95 | | | | | | | |--- value: [69.79] | | | | | | |--- AP > 1015.95 | | | | | | | |--- value: [64.83] | | | | |--- AP > 1019.80 | | | | | |--- TIT <= 1089.25 | | | | | | |--- AFDP <= 3.28 | | | | | | | |--- value: [82.26] | | | | | | |--- AFDP > 3.28 | | | | | | | |--- value: [69.19] | | | | | |--- TIT > 1089.25 | | | | | | |--- TIT <= 1098.65 | | | | | | | |--- value: [92.42] | | | | | | |--- TIT > 1098.65 | | | | | | | |--- value: [119.91] | | | |--- AFDP > 3.48 | | | | |--- AH <= 73.68 | | | | | |--- AFDP <= 4.14 | | | | | | |--- TIT <= 1086.85 | | | | | | | |--- value: [60.39] | | | | | | |--- TIT > 1086.85 | | | | | | | |--- value: [64.14] | | | | | |--- AFDP > 4.14 | | | | | | |--- AT <= 24.18 | | | | | | | |--- value: [71.77] | | | | | | |--- AT > 24.18 | | | | | | | |--- value: [65.99] | | | | |--- AH > 73.68 | | | | | |--- AT <= 23.13 | | | | | | |--- AFDP <= 4.77 | | | | | | | |--- value: [63.23] | | | | | | |--- AFDP > 4.77 | | | | | | | |--- value: [69.07] | | | | | |--- AT > 23.13 | | | | | | |--- AH <= 84.84 | | | | | | | |--- value: [61.24] | | | | | | |--- AH > 84.84 | | | | | | | |--- value: [59.00]
In [38]:
import pickle
pickle.dump(model, open("data-turbine/tree-nox.model.sav", "wb"))
In [39]:
data.to_csv("data-turbine/clear-data-nox.csv", index=False)