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{
"app": "ST_Log_RHOB",
"model_file": "rhob_model.joblib",
"features": [
"WOB (klbf)",
"Torque (kft.lbf)",
"SPP (psi)",
"RPM (1/min)",
"ROP (ft/h)",
"Flow Rate (gpm)"
],
"target": "RHOB",
"pred_col": "RHOB_Pred",
"train_ranges": {
"WOB (klbf)": [
1.94615700399467,
24.0511635411013
],
"Torque (kft.lbf)": [
4.4885630115556,
10.6601549371402
],
"SPP (psi)": [
2237.15275329214,
3008.02927891263
],
"RPM (1/min)": [
92.4329681966572,
159.649012940126
],
"ROP (ft/h)": [
35.2447034559357,
108.333643237074
],
"Flow Rate (gpm)": [
641.788449367591,
852.60489842799
]
},
"rf_params": {
"n_estimators": 100,
"max_depth": 20,
"max_features": "log2",
"min_samples_split": 2,
"min_samples_leaf": 1,
"bootstrap": true,
"criterion": "squared_error",
"random_state": 42,
"n_jobs": -1
},
"metrics": {
"train": {
"R": 0.9952351469996485,
"RMSE": 0.020328718733215245,
"MAE": 0.01407246467411407,
"n": 437
},
"test": {
"R": 0.9656119379540025,
"RMSE": 0.05032971220389197,
"MAE": 0.03355596261224245,
"n": 437
}
},
"versions": {
"numpy": "2.0.2",
"scikit_learn": "1.6.1"
},
"notes": "Units: g/cc. Header aliases applied; features are ordered canonically."
} |