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69e376f
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1 Parent(s): 772aeec

Update models/minstress_meta.json

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  1. models/minstress_meta.json +9 -62
models/minstress_meta.json CHANGED
@@ -1,63 +1,10 @@
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  {
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- "app": "ST_MinHorizontalStress",
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- "target": "MINStress_Actual",
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- "features": [
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- "Q, gpm",
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- "SPP (psi)",
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- "T (kft.lbf)",
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- "WOB (klbf)",
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- "ROP (ft/h)"
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- ],
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- "model_class": "RandomForestRegressor",
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- "best_params": {
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- "n_estimators": 150,
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- "max_depth": 18,
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- "max_features": "log2",
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- "random_state": 10
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- },
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- "metrics": {
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- "train": {
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- "R": 0.9944852053217444,
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- "RMSE": 52.56074483034555,
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- "MAPE_%": 0.257513770152155,
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- "R2": 0.9882467029745382,
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- "n": 1801
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- },
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- "test": {
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- "R": 0.9505882980909813,
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- "RMSE": 156.1295775490592,
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- "MAPE_%": 0.7518924760106475,
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- "R2": 0.9031519501560192,
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- "n": 386
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- }
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- },
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- "training_ranges": {
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- "Q, gpm": [
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- 191.539260411308,
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- 271.0
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- ],
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- "SPP (psi)": [
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- 1808.79776119397,
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- 3252.60000000001
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- ],
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- "T (kft.lbf)": [
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- 2.59976000000002,
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- 3.78005011255918
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- ],
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- "WOB (klbf)": [
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- 5.75178714285714,
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- 18.9426100991554
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- ],
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- "ROP (ft/h)": [
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- 3.2,
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- 73.1741277731055
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- ]
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- },
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- "versions": {
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- "python": "3.11.8",
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- "numpy": "1.24.0",
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- "pandas": "1.5.3",
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- "scikit_learn": "1.1.3",
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- "joblib": "1.5.1"
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- }
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- }
 
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  {
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+ "features": ["... exact feature names in training order ..."],
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+ "target": "{TARGET_COLUMN}",
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+ "pred_col": "{PREDICTION_COLUMN}",
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+ "actual_col": "{ACTUAL_COLUMN_OR_NULL}",
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+ "transform": "none | log10 | ln",
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+ "units": "{UNITS_LABEL}",
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+ "feature_aliases": { "Canonical Name": ["alias1","alias2", "..."] },
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+ "versions": {"numpy": "X.Y.Z", "scikit_learn": "A.B.C"}
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+ }