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Browse files- models/rhob_meta.json +70 -0
- models/rhob_model.joblib +3 -0
models/rhob_meta.json
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{
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"app": "ST_Log_RHOB",
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"model_file": "rhob_model.joblib",
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"features": [
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"WOB (klbf)",
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"Torque (kft.lbf)",
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"SPP (psi)",
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"RPM (1/min)",
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"ROP (ft/h)",
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"Flow Rate (gpm)"
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],
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"target": "RHOB",
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"pred_col": "RHOB_Pred",
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"train_ranges": {
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"WOB (klbf)": [
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1.94615700399467,
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24.0511635411013
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],
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"Torque (kft.lbf)": [
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4.4885630115556,
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10.6601549371402
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],
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"SPP (psi)": [
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2237.15275329214,
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3008.02927891263
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],
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"RPM (1/min)": [
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92.4329681966572,
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159.649012940126
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],
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"ROP (ft/h)": [
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35.2447034559357,
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108.333643237074
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],
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"Flow Rate (gpm)": [
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641.788449367591,
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852.60489842799
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]
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},
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"rf_params": {
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"n_estimators": 100,
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"max_depth": 20,
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"max_features": "log2",
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"min_samples_split": 2,
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"min_samples_leaf": 1,
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"bootstrap": true,
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"criterion": "squared_error",
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"random_state": 42,
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"n_jobs": -1
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},
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"metrics": {
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"train": {
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"R": 0.9952351469996485,
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"RMSE": 0.020328718733215245,
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"MAE": 0.01407246467411407,
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"n": 437
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},
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"test": {
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"R": 0.9656119379540025,
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"RMSE": 0.05032971220389197,
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"MAE": 0.03355596261224245,
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"n": 437
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}
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},
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"versions": {
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"numpy": "2.0.2",
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"scikit_learn": "1.6.1"
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},
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"notes": "Units: g/cc. Header aliases applied; features are ordered canonically."
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}
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models/rhob_model.joblib
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version https://git-lfs.github.com/spec/v1
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oid sha256:364e51f920bda52c109fc4d8dd0d5852041a59184a0ce19561cca6accf16a430
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size 3980305
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