diff --git "a/VET_USDT_final_model_latest.meta.json" "b/VET_USDT_final_model_latest.meta.json"
--- "a/VET_USDT_final_model_latest.meta.json"
+++ "b/VET_USDT_final_model_latest.meta.json"
@@ -1,6 +1,6 @@
 {
   "symbol": "VET/USDT",
-  "run_id": "20260215_011326_strict12_20260215_081317",
+  "run_id": "20260218_170126_strict7_20260219_000020",
   "feature_columns": [
     "ema_8",
     "ema_21",
@@ -43,7 +43,6 @@
     "adx_14",
     "adx_28",
     "phi",
-    "mtf_1h_volatility",
     "ema_confirm_slope",
     "ema_fast_slope",
     "ema_mid_slope",
@@ -95,9 +94,6 @@
     "discount_zone_flag",
     "premium_zone_flag",
     "adr_equilibrium_flag",
-    "guide_distance_signed",
-    "volume_zscore_48",
-    "liquidity_obv_slope_48",
     "swing_low_distance",
     "swing_low_bars_ago",
     "swing_high_distance",
@@ -139,7 +135,7 @@
         "l2_leaf_reg": 3,
         "class_weights": [
           1.0,
-          1.821225592257048
+          2.0005386318750373
         ],
         "verbose": 100,
         "allow_writing_files": false,
@@ -147,16 +143,16 @@
         "random_state": 42
       },
       "xgboost": {
-        "n_estimators": 101,
-        "learning_rate": 0.006643542455465154,
+        "n_estimators": 835,
+        "learning_rate": 0.006465613821694526,
         "max_depth": 3,
         "min_child_weight": 1,
-        "subsample": 0.5000898149163236,
+        "subsample": 0.5942618288378833,
         "colsample_bytree": 0.8,
-        "scale_pos_weight": 1.821225592257048,
+        "scale_pos_weight": 2.0005386318750373,
         "verbosity": 1,
-        "reg_alpha": 0.9132477128899008,
-        "reg_lambda": 0.6744605723976719,
+        "reg_alpha": 0.400377005560899,
+        "reg_lambda": 0.3314198808805387,
         "early_stopping_rounds": 50,
         "random_state": 42
       },
@@ -170,13 +166,13 @@
     }
   },
   "predictor": {
-    "selected": "logistic"
+    "selected": "xgboost"
   },
   "ensemble_weights_override": {
     "lightgbm": 0.0,
     "catboost": 0.0,
-    "xgboost": 0.0,
-    "logistic": 1.0
+    "xgboost": 1.0,
+    "logistic": 0.0
   },
   "calibration": {
     "method": "identity",
@@ -192,1007 +188,1023 @@
     "candidate_evaluations": [
       {
         "method": "identity",
-        "brier_score": 0.2486063746031801,
+        "brier_score": 0.244489563377884,
         "brier_improvement": 0.0,
-        "score": 0.47167884453616654,
-        "precision": 0.5225988700564972,
-        "recall": 0.0884868606156097,
-        "threshold": 0.6300000000000002
+        "score": 0.02266040536612735,
+        "precision": 1.0,
+        "recall": 0.00023939194446106888,
+        "threshold": 0.7700000000000004
       }
     ],
     "candidate_errors": [],
-    "brier_score_raw": 0.2486063746031801,
-    "brier_score": 0.2486063746031801,
+    "brier_score_raw": 0.244489563377884,
+    "brier_score": 0.244489563377884,
     "brier_improvement": 0.0,
     "brier_improvement_pct": 0.0,
     "sample_size": 100272
   },
   "thresholds": {
-    "selected": 0.6300000000000002,
+    "selected": 0.7700000000000004,
     "grid": [
       {
         "threshold": 0.35,
-        "predicted_trades": 100193,
-        "true_positives": 35515,
-        "expectancy": -0.0007772733353690977,
-        "cost_adjusted_expectancy": -0.0021772733353690975,
-        "precision": 0.35446588084995956,
-        "recall": 0.9992403353778628,
-        "f1": 0.5232990754042803,
-        "balanced_accuracy": 0.5000218361579566,
-        "precision_cost": 0.35306588084995955,
-        "valid": true,
-        "fbeta": 0.35957142741858705,
-        "selection_score": 0.35957142741858705,
+        "predicted_trades": 98288,
+        "true_positives": 32935,
+        "expectancy": 9.104980101371711e-05,
+        "cost_adjusted_expectancy": -0.0013089501989862829,
+        "precision": 0.33508668403060393,
+        "recall": 0.985546711353163,
+        "f1": 0.5001290753648276,
+        "balanced_accuracy": 0.5039993107428453,
+        "precision_cost": 0.3336866840306039,
+        "valid": true,
+        "fbeta": 0.3400249374229509,
+        "selection_score": -0.0013089501989862829,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.36,
-        "predicted_trades": 100132,
-        "true_positives": 35490,
-        "expectancy": -0.0007779876756034652,
-        "cost_adjusted_expectancy": -0.0021779876756034653,
-        "precision": 0.3544321495625774,
-        "recall": 0.9985369422092173,
-        "f1": 0.5231658239603756,
-        "balanced_accuracy": 0.49994821774449744,
-        "precision_cost": 0.3530321495625774,
-        "valid": true,
-        "fbeta": 0.3595354759473721,
-        "selection_score": 0.3595354759473721,
+        "predicted_trades": 96244,
+        "true_positives": 32435,
+        "expectancy": 0.00010855195299287003,
+        "cost_adjusted_expectancy": -0.00129144804700713,
+        "precision": 0.33700802127924856,
+        "recall": 0.9705847148243462,
+        "f1": 0.5003007820332865,
+        "balanced_accuracy": 0.5080658638590574,
+        "precision_cost": 0.33560802127924855,
+        "valid": true,
+        "fbeta": 0.34191946041433396,
+        "selection_score": -0.00129144804700713,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.37,
-        "predicted_trades": 100007,
-        "true_positives": 35454,
-        "expectancy": -0.0007764961187940966,
-        "cost_adjusted_expectancy": -0.0021764961187940965,
-        "precision": 0.3545151839371244,
-        "recall": 0.9975240560463676,
-        "f1": 0.5231171015647478,
-        "balanced_accuracy": 0.5001292456965964,
-        "precision_cost": 0.3531151839371244,
-        "valid": true,
-        "fbeta": 0.3596161445427806,
-        "selection_score": 0.3596161445427806,
+        "predicted_trades": 93061,
+        "true_positives": 31635,
+        "expectancy": 0.00014641408835362697,
+        "cost_adjusted_expectancy": -0.001253585911646373,
+        "precision": 0.3399383200266492,
+        "recall": 0.9466455203782392,
+        "f1": 0.5002411467516347,
+        "balanced_accuracy": 0.5139186856386065,
+        "precision_cost": 0.3385383200266492,
+        "valid": true,
+        "fbeta": 0.34480104309742887,
+        "selection_score": -0.001253585911646373,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.38,
-        "predicted_trades": 99696,
-        "true_positives": 35351,
-        "expectancy": -0.0007749748105315939,
-        "cost_adjusted_expectancy": -0.0021749748105315938,
-        "precision": 0.35458794735997434,
-        "recall": 0.9946260761915481,
-        "f1": 0.5227968470400332,
-        "balanced_accuracy": 0.5002869296452874,
-        "precision_cost": 0.35318794735997433,
-        "valid": true,
-        "fbeta": 0.3596810539993778,
-        "selection_score": 0.3596810539993778,
+        "predicted_trades": 89673,
+        "true_positives": 30796,
+        "expectancy": 0.00019102827890583223,
+        "cost_adjusted_expectancy": -0.0012089717210941678,
+        "precision": 0.34342555730264407,
+        "recall": 0.9215392902028847,
+        "f1": 0.5003777692926372,
+        "balanced_accuracy": 0.5204295009066298,
+        "precision_cost": 0.34202555730264406,
+        "valid": true,
+        "fbeta": 0.34823271310044507,
+        "selection_score": -0.0012089717210941678,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.39,
-        "predicted_trades": 99010,
-        "true_positives": 35173,
-        "expectancy": -0.0007693690409987036,
-        "cost_adjusted_expectancy": -0.0021693690409987035,
-        "precision": 0.35524694475305524,
-        "recall": 0.9896179168307917,
-        "f1": 0.5228164575777394,
-        "balanced_accuracy": 0.5017068419315398,
-        "precision_cost": 0.3538469447530552,
-        "valid": true,
-        "fbeta": 0.3603296503410816,
-        "selection_score": 0.3603296503410816,
+        "predicted_trades": 85976,
+        "true_positives": 29809,
+        "expectancy": 0.00023228204512195912,
+        "cost_adjusted_expectancy": -0.0011677179548780408,
+        "precision": 0.34671303619614774,
+        "recall": 0.8920043090550003,
+        "f1": 0.4993383252089719,
+        "balanced_accuracy": 0.5259300571212118,
+        "precision_cost": 0.3453130361961477,
+        "valid": true,
+        "fbeta": 0.35144054846015244,
+        "selection_score": -0.0011677179548780408,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.4,
-        "predicted_trades": 97781,
-        "true_positives": 34822,
-        "expectancy": -0.0007605988305558559,
-        "cost_adjusted_expectancy": -0.002160598830555856,
-        "precision": 0.3561223550587537,
-        "recall": 0.9797422767430083,
-        "f1": 0.5223704837124877,
-        "balanced_accuracy": 0.5035510394992656,
-        "precision_cost": 0.3547223550587537,
-        "valid": true,
-        "fbeta": 0.36118121301538797,
-        "selection_score": 0.36118121301538797,
+        "predicted_trades": 81899,
+        "true_positives": 28711,
+        "expectancy": 0.0002843753359335504,
+        "cost_adjusted_expectancy": -0.0011156246640664496,
+        "precision": 0.3505659409760803,
+        "recall": 0.8591477646777186,
+        "f1": 0.4979491315244067,
+        "balanced_accuracy": 0.531781678431838,
+        "precision_cost": 0.3491659409760803,
+        "valid": true,
+        "fbeta": 0.355192692687394,
+        "selection_score": -0.0011156246640664496,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.41000000000000003,
-        "predicted_trades": 95633,
-        "true_positives": 34223,
-        "expectancy": -0.0007416191890113949,
-        "cost_adjusted_expectancy": -0.002141619189011395,
-        "precision": 0.35785764328213066,
-        "recall": 0.962888976422261,
-        "f1": 0.5217914999047075,
-        "balanced_accuracy": 0.5070894750796613,
-        "precision_cost": 0.35645764328213064,
-        "valid": true,
-        "fbeta": 0.36287503424020245,
-        "selection_score": 0.36287503424020245,
+        "predicted_trades": 77756,
+        "true_positives": 27608,
+        "expectancy": 0.0003368264836012645,
+        "cost_adjusted_expectancy": -0.0010631735163987356,
+        "precision": 0.35505941663665824,
+        "recall": 0.8261416003351487,
+        "f1": 0.49666288880493636,
+        "balanced_accuracy": 0.5380147077871633,
+        "precision_cost": 0.35365941663665823,
+        "valid": true,
+        "fbeta": 0.3595711794882311,
+        "selection_score": -0.0010631735163987356,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.42000000000000004,
-        "predicted_trades": 92493,
-        "true_positives": 33308,
-        "expectancy": -0.0007190318943408366,
-        "cost_adjusted_expectancy": -0.0021190318943408366,
-        "precision": 0.3601137383369552,
-        "recall": 0.937144786449834,
-        "f1": 0.5202952317725622,
-        "balanced_accuracy": 0.5114041559315445,
-        "precision_cost": 0.3587137383369552,
-        "valid": true,
-        "fbeta": 0.3650599867438709,
-        "selection_score": 0.3650599867438709,
+        "predicted_trades": 73586,
+        "true_positives": 26490,
+        "expectancy": 0.0004054738576138582,
+        "cost_adjusted_expectancy": -0.0009945261423861419,
+        "precision": 0.35998695404017067,
+        "recall": 0.7926865760967143,
+        "f1": 0.4951216776942918,
+        "balanced_accuracy": 0.544113055003214,
+        "precision_cost": 0.35858695404017066,
+        "valid": true,
+        "fbeta": 0.36436357737011815,
+        "selection_score": -0.0009945261423861419,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.43000000000000005,
-        "predicted_trades": 88416,
-        "true_positives": 32113,
-        "expectancy": -0.0006814216660193589,
-        "cost_adjusted_expectancy": -0.002081421666019359,
-        "precision": 0.3632034925805284,
-        "recall": 0.9035225929885768,
-        "f1": 0.5181271075686925,
-        "balanced_accuracy": 0.5168547616572732,
-        "precision_cost": 0.3618034925805284,
-        "valid": true,
-        "fbeta": 0.36804670411411355,
-        "selection_score": 0.36804670411411355,
+        "predicted_trades": 69725,
+        "true_positives": 25440,
+        "expectancy": 0.0004729558644641921,
+        "cost_adjusted_expectancy": -0.0009270441355358079,
+        "precision": 0.36486195769092866,
+        "recall": 0.761266383386199,
+        "f1": 0.4932957156569035,
+        "balanced_accuracy": 0.549426382826016,
+        "precision_cost": 0.36346195769092865,
+        "valid": true,
+        "fbeta": 0.36909112282952833,
+        "selection_score": -0.0009270441355358079,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.44000000000000006,
-        "predicted_trades": 83503,
-        "true_positives": 30560,
-        "expectancy": -0.0006465967029999904,
-        "cost_adjusted_expectancy": -0.00204659670299999,
-        "precision": 0.3659748751541861,
-        "recall": 0.8598278093523156,
-        "f1": 0.5134192952244949,
-        "balanced_accuracy": 0.5209613324530773,
-        "precision_cost": 0.3645748751541861,
-        "valid": true,
-        "fbeta": 0.37065956195113337,
-        "selection_score": 0.37065956195113337,
+        "predicted_trades": 66121,
+        "true_positives": 24351,
+        "expectancy": 0.0005238197459900222,
+        "cost_adjusted_expectancy": -0.0008761802540099778,
+        "precision": 0.3682793666157499,
+        "recall": 0.7286791549464361,
+        "f1": 0.48927556033313574,
+        "balanced_accuracy": 0.5519424135039717,
+        "precision_cost": 0.3668793666157499,
+        "valid": true,
+        "fbeta": 0.37233162668796876,
+        "selection_score": -0.0008761802540099778,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.45000000000000007,
-        "predicted_trades": 77826,
-        "true_positives": 28810,
-        "expectancy": -0.0005900387541590945,
-        "cost_adjusted_expectancy": -0.0019900387541590945,
-        "precision": 0.3701847711561689,
-        "recall": 0.8105902875471274,
-        "f1": 0.5082562980735305,
-        "balanced_accuracy": 0.5266762653555195,
-        "precision_cost": 0.36878477115616887,
-        "valid": true,
-        "fbeta": 0.37466409676887436,
-        "selection_score": 0.37466409676887436,
+        "predicted_trades": 62863,
+        "true_positives": 23431,
+        "expectancy": 0.0005845543416189451,
+        "cost_adjusted_expectancy": -0.0008154456583810549,
+        "precision": 0.3727311773221132,
+        "recall": 0.7011490813334131,
+        "f1": 0.48672115993809795,
+        "balanced_accuracy": 0.5556632414175966,
+        "precision_cost": 0.3713311773221132,
+        "valid": true,
+        "fbeta": 0.3766129572935777,
+        "selection_score": -0.0008154456583810549,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.4600000000000001,
-        "predicted_trades": 71424,
-        "true_positives": 26811,
-        "expectancy": -0.0005175199437872947,
-        "cost_adjusted_expectancy": -0.0019175199437872948,
-        "precision": 0.3753780241935484,
-        "recall": 0.7543469697822295,
-        "f1": 0.5012994783389114,
-        "balanced_accuracy": 0.5325651116484142,
-        "precision_cost": 0.37397802419354836,
-        "valid": true,
-        "fbeta": 0.379574148068719,
-        "selection_score": 0.379574148068719,
+        "predicted_trades": 59900,
+        "true_positives": 22567,
+        "expectancy": 0.0006492727484157928,
+        "cost_adjusted_expectancy": -0.0007507272515842072,
+        "precision": 0.37674457429048414,
+        "recall": 0.6752947513316176,
+        "f1": 0.4836580295334233,
+        "balanced_accuracy": 0.5584344639477365,
+        "precision_cost": 0.3753445742904841,
+        "valid": true,
+        "fbeta": 0.38044571724499004,
+        "selection_score": -0.0007507272515842072,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.4700000000000001,
-        "predicted_trades": 64626,
-        "true_positives": 24622,
-        "expectancy": -0.00042954533690790515,
-        "cost_adjusted_expectancy": -0.0018295453369079051,
-        "precision": 0.38099217033392135,
-        "recall": 0.6927578639356254,
-        "f1": 0.49161408833160297,
-        "balanced_accuracy": 0.5373722889892866,
-        "precision_cost": 0.37959217033392134,
-        "valid": true,
-        "fbeta": 0.3848028668247238,
-        "selection_score": 0.3848028668247238,
+        "predicted_trades": 57014,
+        "true_positives": 21650,
+        "expectancy": 0.0006889692749449291,
+        "cost_adjusted_expectancy": -0.0007110307250550709,
+        "precision": 0.3797312940681236,
+        "recall": 0.6478544496977676,
+        "f1": 0.4788128096249115,
+        "balanced_accuracy": 0.5594404327347247,
+        "precision_cost": 0.3783312940681236,
+        "valid": true,
+        "fbeta": 0.3832212963685066,
+        "selection_score": -0.0007110307250550709,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.4800000000000001,
-        "predicted_trades": 57912,
-        "true_positives": 22380,
-        "expectancy": -0.00033651230647678895,
-        "cost_adjusted_expectancy": -0.001736512306476789,
-        "precision": 0.38644840447575635,
-        "recall": 0.6296775645714929,
-        "f1": 0.4789522117833373,
-        "balanced_accuracy": 0.5403756276433859,
-        "precision_cost": 0.38504840447575633,
-        "valid": true,
-        "fbeta": 0.3897613584482615,
-        "selection_score": 0.3897613584482615,
+        "predicted_trades": 54246,
+        "true_positives": 20815,
+        "expectancy": 0.0007484045020708949,
+        "cost_adjusted_expectancy": -0.0006515954979291051,
+        "precision": 0.3837149282896435,
+        "recall": 0.6228679154946436,
+        "f1": 0.47488136521262997,
+        "balanced_accuracy": 0.5614040418111026,
+        "precision_cost": 0.3823149282896435,
+        "valid": true,
+        "fbeta": 0.38698451331918915,
+        "selection_score": -0.0006515954979291051,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.4900000000000001,
-        "predicted_trades": 51113,
-        "true_positives": 20080,
-        "expectancy": -0.0002498571777744374,
-        "cost_adjusted_expectancy": -0.0016498571777744373,
-        "precision": 0.39285504666131904,
-        "recall": 0.5649653930561026,
-        "f1": 0.46344700248110315,
-        "balanced_accuracy": 0.542771588850004,
-        "precision_cost": 0.39145504666131903,
-        "valid": true,
-        "fbeta": 0.39550634001952706,
-        "selection_score": 0.39550634001952706,
+        "predicted_trades": 51403,
+        "true_positives": 19922,
+        "expectancy": 0.000805262988337943,
+        "cost_adjusted_expectancy": -0.000594737011662057,
+        "precision": 0.38756492811703597,
+        "recall": 0.5961457896941768,
+        "f1": 0.46974216290777043,
+        "balanced_accuracy": 0.5626269978177408,
+        "precision_cost": 0.38616492811703595,
+        "valid": true,
+        "fbeta": 0.39057198934596854,
+        "selection_score": -0.000594737011662057,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.5000000000000001,
-        "predicted_trades": 44475,
-        "true_positives": 17760,
-        "expectancy": -0.00014562584741667652,
-        "cost_adjusted_expectancy": -0.0015456258474166765,
-        "precision": 0.3993254637436762,
-        "recall": 0.499690507005796,
-        "f1": 0.4439056700451154,
-        "balanced_accuracy": 0.543488077541211,
-        "precision_cost": 0.3979254637436762,
-        "valid": true,
-        "fbeta": 0.4010982293751509,
-        "selection_score": 0.4010982293751509,
+        "predicted_trades": 48387,
+        "true_positives": 18965,
+        "expectancy": 0.0008627985574918542,
+        "cost_adjusted_expectancy": -0.0005372014425081457,
+        "precision": 0.3919441172215678,
+        "recall": 0.5675085283380215,
+        "f1": 0.463663590245095,
+        "balanced_accuracy": 0.5637075953085087,
+        "precision_cost": 0.3905441172215678,
+        "valid": true,
+        "fbeta": 0.3946305376564659,
+        "selection_score": -0.0005372014425081457,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.5100000000000001,
-        "predicted_trades": 38487,
-        "true_positives": 15643,
-        "expectancy": -1.5934466968817205e-05,
-        "cost_adjusted_expectancy": -0.0014159344669688171,
-        "precision": 0.40644893080780525,
-        "recall": 0.4401271734848911,
-        "f1": 0.4226181631522782,
-        "balanced_accuracy": 0.5436075385422293,
-        "precision_cost": 0.40504893080780524,
-        "valid": true,
-        "fbeta": 0.40713446371602396,
-        "selection_score": 0.40713446371602396,
+        "predicted_trades": 45158,
+        "true_positives": 17943,
+        "expectancy": 0.0009327486284509557,
+        "cost_adjusted_expectancy": -0.00046725137154904426,
+        "precision": 0.3973382346428097,
+        "recall": 0.5369262074331199,
+        "f1": 0.45670433720219916,
+        "balanced_accuracy": 0.5649225526650148,
+        "precision_cost": 0.3959382346428097,
+        "valid": true,
+        "fbeta": 0.3996243838884006,
+        "selection_score": -0.00046725137154904426,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.5200000000000001,
-        "predicted_trades": 33147,
-        "true_positives": 13756,
-        "expectancy": 0.00012965336123573712,
-        "cost_adjusted_expectancy": -0.001270346638764263,
-        "precision": 0.41499984915678645,
-        "recall": 0.38703505711552527,
-        "f1": 0.4005299247332178,
-        "balanced_accuracy": 0.5437338115795455,
-        "precision_cost": 0.41359984915678644,
-        "valid": true,
-        "fbeta": 0.41434107208374776,
-        "selection_score": 0.41434107208374776,
+        "predicted_trades": 41599,
+        "true_positives": 16744,
+        "expectancy": 0.0010087561103527753,
+        "cost_adjusted_expectancy": -0.0003912438896472247,
+        "precision": 0.4025096757133585,
+        "recall": 0.5010473397570172,
+        "f1": 0.4464054814242105,
+        "balanced_accuracy": 0.5646335211963056,
+        "precision_cost": 0.4011096757133585,
+        "valid": true,
+        "fbeta": 0.4042591297635788,
+        "selection_score": -0.0003912438896472247,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.5300000000000001,
-        "predicted_trades": 28270,
-        "true_positives": 12021,
-        "expectancy": 0.0003106474679722916,
-        "cost_adjusted_expectancy": -0.0010893525320277084,
-        "precision": 0.425221082419526,
-        "recall": 0.3382195712115244,
-        "f1": 0.37676299128690527,
-        "balanced_accuracy": 0.543596113429028,
-        "precision_cost": 0.423821082419526,
-        "valid": true,
-        "fbeta": 0.42282770768664757,
-        "selection_score": 0.42282770768664757,
+        "predicted_trades": 37756,
+        "true_positives": 15499,
+        "expectancy": 0.0011236946389212548,
+        "cost_adjusted_expectancy": -0.00027630536107874516,
+        "precision": 0.41050429070876154,
+        "recall": 0.4637919684002633,
+        "f1": 0.4355242082783039,
+        "balanced_accuracy": 0.5654362360923146,
+        "precision_cost": 0.40910429070876153,
+        "valid": true,
+        "fbeta": 0.41154478541483885,
+        "selection_score": -0.00027630536107874516,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.5400000000000001,
-        "predicted_trades": 24012,
-        "true_positives": 10415,
-        "expectancy": 0.0004293455643739622,
-        "cost_adjusted_expectancy": -0.0009706544356260378,
-        "precision": 0.43374146260203233,
-        "recall": 0.2930335940577345,
-        "f1": 0.349766598381301,
-        "balanced_accuracy": 0.5414882167724174,
-        "precision_cost": 0.4323414626020323,
-        "valid": true,
-        "fbeta": 0.4292063682066058,
-        "selection_score": 0.4292063682066058,
+        "predicted_trades": 33738,
+        "true_positives": 14175,
+        "expectancy": 0.0012748556024714626,
+        "cost_adjusted_expectancy": -0.00012514439752853742,
+        "precision": 0.420149386448515,
+        "recall": 0.4241726015919564,
+        "f1": 0.4221514086604324,
+        "balanced_accuracy": 0.5657749357318085,
+        "precision_cost": 0.418749386448515,
+        "valid": true,
+        "fbeta": 0.4202370954631507,
+        "selection_score": -0.00012514439752853742,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.5500000000000002,
-        "predicted_trades": 20441,
-        "true_positives": 9040,
-        "expectancy": 0.0005813803313387419,
-        "cost_adjusted_expectancy": -0.0008186196686612581,
-        "precision": 0.4422484222885377,
-        "recall": 0.2543469697822295,
-        "f1": 0.32295518282335706,
-        "balanced_accuracy": 0.5391076730573436,
-        "precision_cost": 0.4408484222885377,
-        "valid": true,
-        "fbeta": 0.43517408446380873,
-        "selection_score": 0.43517408446380873,
+        "predicted_trades": 29819,
+        "true_positives": 12809,
+        "expectancy": 0.001409432533038994,
+        "cost_adjusted_expectancy": 9.432533038993994e-06,
+        "precision": 0.4295583352895805,
+        "recall": 0.38329642707522893,
+        "f1": 0.40511093189113967,
+        "balanced_accuracy": 0.5644306947653646,
+        "precision_cost": 0.42815833528958047,
+        "valid": true,
+        "fbeta": 0.4284205030894571,
+        "selection_score": 9.432533038993994e-06,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.5600000000000002,
-        "predicted_trades": 17445,
-        "true_positives": 7890,
-        "expectancy": 0.0007231065899546737,
-        "cost_adjusted_expectancy": -0.0006768934100453263,
-        "precision": 0.4522785898538263,
-        "recall": 0.22199088402453435,
-        "f1": 0.2978088965217883,
-        "balanced_accuracy": 0.5371888608288901,
-        "precision_cost": 0.4508785898538263,
-        "valid": true,
-        "fbeta": 0.44218470081303085,
-        "selection_score": 0.44218470081303085,
+        "predicted_trades": 26158,
+        "true_positives": 11432,
+        "expectancy": 0.0015089695604472647,
+        "cost_adjusted_expectancy": 0.00010896956044726476,
+        "precision": 0.4370364706781864,
+        "recall": 0.3420910886348674,
+        "f1": 0.3837787028333557,
+        "balanced_accuracy": 0.5609100251263607,
+        "precision_cost": 0.4356364706781864,
+        "valid": true,
+        "fbeta": 0.4343835476193617,
+        "selection_score": 0.00010896956044726476,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.5700000000000002,
-        "predicted_trades": 14871,
-        "true_positives": 6877,
-        "expectancy": 0.0008568849912995125,
-        "cost_adjusted_expectancy": -0.0005431150087004875,
-        "precision": 0.4624436823347455,
-        "recall": 0.19348939283101682,
-        "f1": 0.2728264534941384,
-        "balanced_accuracy": 0.5349958936965218,
-        "precision_cost": 0.46104368233474546,
-        "valid": true,
-        "fbeta": 0.4487186113953466,
-        "selection_score": 0.4487186113953466,
+        "predicted_trades": 23027,
+        "true_positives": 10202,
+        "expectancy": 0.0016046600003435472,
+        "cost_adjusted_expectancy": 0.0002046600003435472,
+        "precision": 0.4430451209449776,
+        "recall": 0.3052845771739781,
+        "f1": 0.3614846310567809,
+        "balanced_accuracy": 0.5567243180841022,
+        "precision_cost": 0.4416451209449776,
+        "valid": true,
+        "fbeta": 0.4386890397181871,
+        "selection_score": 0.0002046600003435472,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.5800000000000002,
-        "predicted_trades": 12609,
-        "true_positives": 5979,
-        "expectancy": 0.001108052306565306,
-        "cost_adjusted_expectancy": -0.0002919476934346941,
-        "precision": 0.4741851058767547,
-        "recall": 0.1682235102132688,
-        "f1": 0.24834375194700006,
-        "balanced_accuracy": 0.5328990253059238,
-        "precision_cost": 0.4727851058767547,
-        "valid": true,
-        "fbeta": 0.45593754649501694,
-        "selection_score": 0.45593754649501694,
+        "predicted_trades": 20269,
+        "true_positives": 9132,
+        "expectancy": 0.0017184585002727533,
+        "cost_adjusted_expectancy": 0.0003184585002727533,
+        "precision": 0.4505402338546549,
+        "recall": 0.27326590460231015,
+        "f1": 0.3401940879542534,
+        "balanced_accuracy": 0.5533395068827807,
+        "precision_cost": 0.4491402338546549,
+        "valid": true,
+        "fbeta": 0.44419923880537016,
+        "selection_score": 0.0003184585002727533,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.5900000000000002,
-        "predicted_trades": 10779,
-        "true_positives": 5191,
-        "expectancy": 0.0012759844928034896,
-        "cost_adjusted_expectancy": -0.00012401550719651037,
-        "precision": 0.4815845625753781,
-        "recall": 0.1460525575375612,
-        "f1": 0.2241316033764383,
-        "balanced_accuracy": 0.5298623671358438,
-        "precision_cost": 0.48018456257537806,
-        "valid": true,
-        "fbeta": 0.4584106844510543,
-        "selection_score": 0.4584106844510543,
+        "predicted_trades": 17853,
+        "true_positives": 8151,
+        "expectancy": 0.0018526388528783987,
+        "cost_adjusted_expectancy": 0.00045263885287839876,
+        "precision": 0.4565619223659889,
+        "recall": 0.24391046741277156,
+        "f1": 0.3179575198455267,
+        "balanced_accuracy": 0.5493941304066581,
+        "precision_cost": 0.4551619223659889,
+        "valid": true,
+        "fbeta": 0.44796775366496094,
+        "selection_score": 0.00045263885287839876,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.6000000000000002,
-        "predicted_trades": 9248,
-        "true_positives": 4584,
-        "expectancy": 0.0016240701342547974,
-        "cost_adjusted_expectancy": 0.00022407013425479743,
-        "precision": 0.49567474048442905,
-        "recall": 0.12897417140284734,
-        "f1": 0.2046885465505693,
-        "balanced_accuracy": 0.528460513787319,
-        "precision_cost": 0.49427474048442904,
-        "valid": true,
-        "fbeta": 0.4664890803313595,
-        "selection_score": 0.4664890803313595,
+        "predicted_trades": 15679,
+        "true_positives": 7300,
+        "expectancy": 0.002015274760768397,
+        "cost_adjusted_expectancy": 0.0006152747607683971,
+        "precision": 0.4655909177881242,
+        "recall": 0.21844514932072537,
+        "f1": 0.297370511436544,
+        "balanced_accuracy": 0.5465561672651432,
+        "precision_cost": 0.4641909177881242,
+        "valid": true,
+        "fbeta": 0.45428112450288033,
+        "selection_score": 0.0006152747607683971,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.6100000000000002,
-        "predicted_trades": 7968,
-        "true_positives": 4012,
-        "expectancy": 0.0018208132480925672,
-        "cost_adjusted_expectancy": 0.00042081324809256724,
-        "precision": 0.5035140562248996,
-        "recall": 0.11288053570423724,
-        "f1": 0.18441737531601932,
-        "balanced_accuracy": 0.5258825666316644,
-        "precision_cost": 0.5021140562248997,
-        "valid": true,
-        "fbeta": 0.46788466067763546,
-        "selection_score": 0.46788466067763546,
+        "predicted_trades": 13688,
+        "true_positives": 6469,
+        "expectancy": 0.0021118148842510643,
+        "cost_adjusted_expectancy": 0.0007118148842510644,
+        "precision": 0.47260374050263004,
+        "recall": 0.19357831108983184,
+        "f1": 0.2746571562009086,
+        "balanced_accuracy": 0.5427983696532714,
+        "precision_cost": 0.47120374050263003,
+        "valid": true,
+        "fbeta": 0.4580745164182174,
+        "selection_score": 0.0007118148842510644,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.6200000000000002,
-        "predicted_trades": 6916,
-        "true_positives": 3528,
-        "expectancy": 0.0019551333512551625,
-        "cost_adjusted_expectancy": 0.0005551333512551625,
-        "precision": 0.5101214574898786,
-        "recall": 0.09926284395925947,
-        "f1": 0.1661877620236469,
-        "balanced_accuracy": 0.5234611763439122,
-        "precision_cost": 0.5087214574898786,
-        "valid": true,
-        "fbeta": 0.46753792108163944,
-        "selection_score": 0.46753792108163944,
+        "predicted_trades": 11809,
+        "true_positives": 5697,
+        "expectancy": 0.0023081020290507772,
+        "cost_adjusted_expectancy": 0.0009081020290507772,
+        "precision": 0.4824286561097468,
+        "recall": 0.17047698844933867,
+        "f1": 0.2519291573617529,
+        "balanced_accuracy": 0.5395269436816951,
+        "precision_cost": 0.48102865610974677,
+        "valid": true,
+        "fbeta": 0.4637550001373308,
+        "selection_score": 0.0009081020290507772,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.6300000000000002,
-        "predicted_trades": 6018,
-        "true_positives": 3145,
-        "expectancy": 0.002276410741271629,
-        "cost_adjusted_expectancy": 0.0008764107412716291,
-        "precision": 0.5225988700564972,
-        "recall": 0.0884868606156097,
-        "f1": 0.15134744947064485,
-        "balanced_accuracy": 0.5220512473941635,
-        "precision_cost": 0.5211988700564972,
-        "valid": true,
-        "fbeta": 0.47167884453616654,
-        "selection_score": 0.47167884453616654,
+        "predicted_trades": 10126,
+        "true_positives": 4977,
+        "expectancy": 0.002592606730522831,
+        "cost_adjusted_expectancy": 0.001192606730522831,
+        "precision": 0.49150701165317007,
+        "recall": 0.14893171344784248,
+        "f1": 0.2285963623002021,
+        "balanced_accuracy": 0.5359565678257252,
+        "precision_cost": 0.49010701165317005,
+        "valid": true,
+        "fbeta": 0.46782744471476806,
+        "selection_score": 0.001192606730522831,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.6400000000000002,
-        "predicted_trades": 5239,
-        "true_positives": 2761,
-        "expectancy": 0.0023931489646188604,
-        "cost_adjusted_expectancy": 0.0009931489646188604,
-        "precision": 0.5270089711777056,
-        "recall": 0.07768274154521411,
-        "f1": 0.13540619406095974,
-        "balanced_accuracy": 0.5197003233448301,
-        "precision_cost": 0.5256089711777057,
-        "valid": true,
-        "fbeta": 0.4675053964474112,
-        "selection_score": 0.4675053964474112,
+        "predicted_trades": 8512,
+        "true_positives": 4302,
+        "expectancy": 0.0029750044647130734,
+        "cost_adjusted_expectancy": 0.0015750044647130734,
+        "precision": 0.5054041353383458,
+        "recall": 0.12873301813393978,
+        "f1": 0.20519914142618645,
+        "balanced_accuracy": 0.5328799861962367,
+        "precision_cost": 0.5040041353383459,
+        "valid": true,
+        "fbeta": 0.4748316179839927,
+        "selection_score": 0.0015750044647130734,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.6500000000000002,
-        "predicted_trades": 4580,
-        "true_positives": 2445,
-        "expectancy": 0.0025686453573877457,
-        "cost_adjusted_expectancy": 0.0011686453573877458,
-        "precision": 0.5338427947598253,
-        "recall": 0.06879185189353441,
-        "f1": 0.12187827127261852,
-        "balanced_accuracy": 0.5179043455358294,
-        "precision_cost": 0.5324427947598254,
-        "valid": true,
-        "fbeta": 0.46471268352573897,
-        "selection_score": 0.46471268352573897,
+        "predicted_trades": 6975,
+        "true_positives": 3594,
+        "expectancy": 0.003141141032890221,
+        "cost_adjusted_expectancy": 0.001741141032890221,
+        "precision": 0.5152688172043011,
+        "recall": 0.10754683104913519,
+        "f1": 0.17795162528160818,
+        "balanced_accuracy": 0.5284869704352685,
+        "precision_cost": 0.5138688172043011,
+        "valid": true,
+        "fbeta": 0.4755933973563801,
+        "selection_score": 0.001741141032890221,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.6600000000000003,
-        "predicted_trades": 4010,
-        "true_positives": 2155,
-        "expectancy": 0.002560802295979621,
-        "cost_adjusted_expectancy": 0.001160802295979621,
-        "precision": 0.5374064837905237,
-        "recall": 0.06063249113724607,
-        "f1": 0.10897046925566342,
-        "balanced_accuracy": 0.5159874953755131,
-        "precision_cost": 0.5360064837905237,
-        "valid": true,
-        "fbeta": 0.458134559467908,
-        "selection_score": 0.458134559467908,
+        "predicted_trades": 5630,
+        "true_positives": 2961,
+        "expectancy": 0.0032803062725833532,
+        "cost_adjusted_expectancy": 0.0018803062725833532,
+        "precision": 0.5259325044404973,
+        "recall": 0.08860494344365312,
+        "f1": 0.15165949600491702,
+        "balanced_accuracy": 0.5243410632795493,
+        "precision_cost": 0.5245325044404974,
+        "valid": true,
+        "fbeta": 0.47440732821939524,
+        "selection_score": 0.0018803062725833532,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.6700000000000003,
-        "predicted_trades": 3526,
-        "true_positives": 1911,
-        "expectancy": 0.0027165654726669544,
-        "cost_adjusted_expectancy": 0.0013165654726669544,
-        "precision": 0.5419739081111742,
-        "recall": 0.05376737381126555,
-        "f1": 0.09782942561687316,
-        "balanced_accuracy": 0.5144087911849469,
-        "precision_cost": 0.5405739081111742,
-        "valid": true,
-        "fbeta": 0.4517187411502661,
-        "selection_score": 0.4517187411502661,
+        "predicted_trades": 4425,
+        "true_positives": 2388,
+        "expectancy": 0.003412485665682603,
+        "cost_adjusted_expectancy": 0.0020124856656826033,
+        "precision": 0.5396610169491526,
+        "recall": 0.07145849542162906,
+        "f1": 0.12620563908781016,
+        "balanced_accuracy": 0.5204945571911747,
+        "precision_cost": 0.5382610169491526,
+        "valid": true,
+        "fbeta": 0.47165825913359427,
+        "selection_score": 0.0020124856656826033,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.6800000000000003,
-        "predicted_trades": 3115,
-        "true_positives": 1709,
-        "expectancy": 0.0027989664741209465,
-        "cost_adjusted_expectancy": 0.0013989664741209465,
-        "precision": 0.5486356340288925,
-        "recall": 0.04808395700860953,
-        "f1": 0.08841865638823498,
-        "balanced_accuracy": 0.5131814810533547,
-        "precision_cost": 0.5472356340288925,
-        "valid": true,
-        "fbeta": 0.44638279610544374,
-        "selection_score": 0.44638279610544374,
+        "predicted_trades": 3398,
+        "true_positives": 1833,
+        "expectancy": 0.0034855192386542173,
+        "cost_adjusted_expectancy": 0.002085519238654217,
+        "precision": 0.5394349617422013,
+        "recall": 0.054850679274642405,
+        "f1": 0.09957627118644068,
+        "balanced_accuracy": 0.5157207295915498,
+        "precision_cost": 0.5380349617422013,
+        "valid": true,
+        "fbeta": 0.4516350374285677,
+        "selection_score": 0.002085519238654217,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.6900000000000003,
-        "predicted_trades": 2786,
-        "true_positives": 1526,
-        "expectancy": 0.0026720135804802693,
-        "cost_adjusted_expectancy": 0.0012720135804802693,
-        "precision": 0.5477386934673367,
-        "recall": 0.04293511901412413,
-        "f1": 0.07962847004800667,
-        "balanced_accuracy": 0.5117348235268365,
-        "precision_cost": 0.5463386934673368,
-        "valid": true,
-        "fbeta": 0.43515552772893396,
-        "selection_score": 0.43515552772893396,
+        "predicted_trades": 2444,
+        "true_positives": 1355,
+        "expectancy": 0.003929182289329626,
+        "cost_adjusted_expectancy": 0.002529182289329626,
+        "precision": 0.5544189852700491,
+        "recall": 0.04054701059309354,
+        "f1": 0.07556745301433271,
+        "balanced_accuracy": 0.5121288916608631,
+        "precision_cost": 0.5530189852700491,
+        "valid": true,
+        "fbeta": 0.43351961338024747,
+        "selection_score": 0.002529182289329626,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.7000000000000003,
-        "predicted_trades": 2467,
-        "true_positives": 1373,
-        "expectancy": 0.0029117646935854537,
-        "cost_adjusted_expectancy": 0.0015117646935854537,
-        "precision": 0.5565464126469396,
-        "recall": 0.038630352822013395,
-        "f1": 0.07224604698887105,
-        "balanced_accuracy": 0.5108646897742076,
-        "precision_cost": 0.5551464126469396,
-        "valid": true,
-        "fbeta": 0.42975928270009905,
-        "selection_score": 0.42975928270009905,
+        "predicted_trades": 1644,
+        "true_positives": 942,
+        "expectancy": 0.0043765535462618336,
+        "cost_adjusted_expectancy": 0.0029765535462618333,
+        "precision": 0.572992700729927,
+        "recall": 0.028188401460290863,
+        "f1": 0.05373338657235754,
+        "balanced_accuracy": 0.5088439539236717,
+        "precision_cost": 0.5715927007299271,
+        "valid": true,
+        "fbeta": 0.402017191833566,
+        "selection_score": 0.0029765535462618333,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.7100000000000003,
-        "predicted_trades": 2210,
-        "true_positives": 1244,
-        "expectancy": 0.0030361902435611394,
-        "cost_adjusted_expectancy": 0.0016361902435611394,
-        "precision": 0.56289592760181,
-        "recall": 0.03500084407180237,
-        "f1": 0.06590379317652045,
-        "balanced_accuracy": 0.5100386577843949,
-        "precision_cost": 0.56149592760181,
-        "valid": true,
-        "fbeta": 0.422630864589269,
-        "selection_score": 0.422630864589269,
+        "predicted_trades": 1022,
+        "true_positives": 596,
+        "expectancy": 0.0040776578125718815,
+        "cost_adjusted_expectancy": 0.0026776578125718813,
+        "precision": 0.5831702544031311,
+        "recall": 0.01783469986234963,
+        "f1": 0.0346109175377468,
+        "balanced_accuracy": 0.5057313027238275,
+        "precision_cost": 0.5817702544031311,
+        "valid": true,
+        "fbeta": 0.3435415087053703,
+        "selection_score": 0.0026776578125718813,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.7200000000000003,
-        "predicted_trades": 1965,
-        "true_positives": 1104,
-        "expectancy": 0.002853461113660029,
-        "cost_adjusted_expectancy": 0.0014534611136600292,
-        "precision": 0.5618320610687023,
-        "recall": 0.031061842327387318,
-        "f1": 0.058869011117924655,
-        "balanced_accuracy": 0.5088802182438729,
-        "precision_cost": 0.5604320610687024,
-        "valid": true,
-        "fbeta": 0.40830543694693266,
-        "selection_score": 0.40830543694693266,
+        "predicted_trades": 635,
+        "true_positives": 385,
+        "expectancy": 0.004368904415788268,
+        "cost_adjusted_expectancy": 0.002968904415788268,
+        "precision": 0.6062992125984252,
+        "recall": 0.01152073732718894,
+        "f1": 0.02261181100049922,
+        "balanced_accuracy": 0.5038906226498929,
+        "precision_cost": 0.6048992125984253,
+        "valid": true,
+        "fbeta": 0.2838424405420703,
+        "selection_score": 0.002968904415788268,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.7300000000000003,
-        "predicted_trades": 1726,
-        "true_positives": 989,
-        "expectancy": 0.003146071743983527,
-        "cost_adjusted_expectancy": 0.001746071743983527,
-        "precision": 0.5730011587485515,
-        "recall": 0.027826233751617805,
-        "f1": 0.053075024149404314,
-        "balanced_accuracy": 0.5082202387667405,
-        "precision_cost": 0.5716011587485516,
-        "valid": true,
-        "fbeta": 0.40038583439409753,
-        "selection_score": 0.40038583439409753,
+        "predicted_trades": 342,
+        "true_positives": 215,
+        "expectancy": 0.005408030010686163,
+        "cost_adjusted_expectancy": 0.004008030010686163,
+        "precision": 0.6286549707602339,
+        "recall": 0.006433658507391226,
+        "f1": 0.012736966824644551,
+        "balanced_accuracy": 0.5022669982787352,
+        "precision_cost": 0.627254970760234,
+        "valid": true,
+        "fbeta": 0.20096580598863706,
+        "selection_score": 0.004008030010686163,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.7400000000000003,
-        "predicted_trades": 1542,
-        "true_positives": 887,
-        "expectancy": 0.003109654467846299,
-        "cost_adjusted_expectancy": 0.001709654467846299,
-        "precision": 0.5752269779507133,
-        "recall": 0.024956389623543976,
-        "f1": 0.04783734225002697,
-        "balanced_accuracy": 0.5074187169807818,
-        "precision_cost": 0.5738269779507134,
-        "valid": true,
-        "fbeta": 0.3873081250974187,
-        "selection_score": 0.3873081250974187,
+        "predicted_trades": 150,
+        "true_positives": 103,
+        "expectancy": 0.008895893064285131,
+        "cost_adjusted_expectancy": 0.007495893064285131,
+        "precision": 0.6866666666666666,
+        "recall": 0.003082171284936262,
+        "f1": 0.0061367969494756916,
+        "balanced_accuracy": 0.5011895733918922,
+        "precision_cost": 0.6852666666666667,
+        "valid": true,
+        "fbeta": 0.11677227645927231,
+        "selection_score": 0.007495893064285131,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.7500000000000003,
-        "predicted_trades": 1373,
-        "true_positives": 791,
-        "expectancy": 0.003104708549219288,
-        "cost_adjusted_expectancy": 0.001704708549219288,
-        "precision": 0.5761107064821559,
-        "recall": 0.022255359855945078,
-        "f1": 0.04285520791006366,
-        "balanced_accuracy": 0.5066320828323446,
-        "precision_cost": 0.5747107064821559,
-        "valid": true,
-        "fbeta": 0.37225542471446754,
-        "selection_score": 0.37225542471446754,
+        "predicted_trades": 77,
+        "true_positives": 57,
+        "expectancy": 0.013960338672677788,
+        "cost_adjusted_expectancy": 0.012560338672677787,
+        "precision": 0.7402597402597403,
+        "recall": 0.0017056676042851158,
+        "f1": 0.0034034930586654723,
+        "balanced_accuracy": 0.5007032541210464,
+        "precision_cost": 0.7388597402597403,
+        "valid": true,
+        "fbeta": 0.07031264137627351,
+        "selection_score": 0.012560338672677787,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.7600000000000003,
-        "predicted_trades": 1211,
-        "true_positives": 708,
-        "expectancy": 0.003439191521447581,
-        "cost_adjusted_expectancy": 0.0020391915214475814,
-        "precision": 0.5846407927332783,
-        "recall": 0.019920094536041866,
-        "f1": 0.038527467145539146,
-        "balanced_accuracy": 0.5060746772695658,
-        "precision_cost": 0.5832407927332783,
-        "valid": true,
-        "fbeta": 0.3600396877696518,
-        "selection_score": 0.3600396877696518,
+        "predicted_trades": 25,
+        "true_positives": 19,
+        "expectancy": 0.0133655105828464,
+        "cost_adjusted_expectancy": 0.0119655105828464,
+        "precision": 0.76,
+        "recall": 0.0005685558680950386,
+        "f1": 0.001136261699010256,
+        "balanced_accuracy": 0.5002394040297187,
+        "precision_cost": 0.7586,
+        "valid": true,
+        "fbeta": 0.02500627489847536,
+        "selection_score": 0.0119655105828464,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.7700000000000004,
-        "predicted_trades": 1055,
-        "true_positives": 625,
-        "expectancy": 0.0033858955716223093,
-        "cost_adjusted_expectancy": 0.001985895571622309,
-        "precision": 0.5924170616113744,
-        "recall": 0.017584829216138652,
-        "f1": 0.0341558051206383,
-        "balanced_accuracy": 0.5054709253449765,
-        "precision_cost": 0.5910170616113745,
-        "valid": true,
-        "fbeta": 0.3445647397550541,
-        "selection_score": 0.3445647397550541,
+        "predicted_trades": 8,
+        "true_positives": 8,
+        "expectancy": 0.024060405366127347,
+        "cost_adjusted_expectancy": 0.02266040536612735,
+        "precision": 1.0,
+        "recall": 0.00023939194446106888,
+        "f1": 0.0004786692993478131,
+        "balanced_accuracy": 0.5001196959722305,
+        "precision_cost": 0.9986,
+        "valid": true,
+        "fbeta": 0.010764503457669048,
+        "selection_score": 0.02266040536612735,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.7800000000000004,
-        "predicted_trades": 943,
-        "true_positives": 558,
-        "expectancy": 0.003203351297234495,
-        "cost_adjusted_expectancy": 0.001803351297234495,
-        "precision": 0.591728525980912,
-        "recall": 0.01569973552416859,
-        "f1": 0.03058791284089352,
-        "balanced_accuracy": 0.504875976212571,
-        "precision_cost": 0.590328525980912,
-        "valid": true,
-        "fbeta": 0.32739808170678175,
-        "selection_score": 0.32739808170678175,
+        "predicted_trades": 2,
+        "true_positives": 2,
+        "expectancy": 0.007943585555,
+        "cost_adjusted_expectancy": 0.006543585555,
+        "precision": 1.0,
+        "recall": 5.984798611526722e-05,
+        "f1": 0.00011968880909634947,
+        "balanced_accuracy": 0.5000299239930577,
+        "precision_cost": 0.9986,
+        "valid": true,
+        "fbeta": 0.002712543357584841,
+        "selection_score": 0.006543585555,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.7900000000000004,
-        "predicted_trades": 851,
-        "true_positives": 511,
-        "expectancy": 0.0034138085802494925,
-        "cost_adjusted_expectancy": 0.0020138085802494923,
-        "precision": 0.600470035252644,
-        "recall": 0.014377356367114963,
-        "f1": 0.028082323523754563,
-        "balanced_accuracy": 0.5045623843476236,
-        "precision_cost": 0.599070035252644,
-        "valid": true,
-        "fbeta": 0.3165318244739337,
-        "selection_score": 0.3165318244739337,
+        "predicted_trades": 1,
+        "true_positives": 1,
+        "expectancy": 0.00969236066,
+        "cost_adjusted_expectancy": 0.00829236066,
+        "precision": 1.0,
+        "recall": 2.992399305763361e-05,
+        "f1": 5.984619527813519e-05,
+        "balanced_accuracy": 0.5000149619965288,
+        "precision_cost": 0.9986,
+        "valid": true,
+        "fbeta": 0.0013580730636667307,
+        "selection_score": 0.00829236066,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.8000000000000004,
-        "predicted_trades": 747,
-        "true_positives": 450,
-        "expectancy": 0.003322852067120126,
-        "cost_adjusted_expectancy": 0.0019228520671201261,
-        "precision": 0.6024096385542169,
-        "recall": 0.01266107703561983,
-        "f1": 0.024800903855162724,
-        "balanced_accuracy": 0.5040363936081853,
-        "precision_cost": 0.601009638554217,
-        "valid": true,
-        "fbeta": 0.2974891623752582,
-        "selection_score": 0.2974891623752582,
+        "predicted_trades": 0,
+        "true_positives": 0,
+        "expectancy": null,
+        "cost_adjusted_expectancy": null,
+        "precision": null,
+        "recall": null,
+        "f1": null,
+        "balanced_accuracy": null,
+        "precision_cost": null,
+        "valid": false,
+        "invalid_reason": "no_predicted_trades",
+        "fbeta": null,
+        "selection_score": null,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.8100000000000004,
-        "predicted_trades": 659,
-        "true_positives": 398,
-        "expectancy": 0.0031382331574333145,
-        "cost_adjusted_expectancy": 0.0017382331574333145,
-        "precision": 0.6039453717754173,
-        "recall": 0.011198019244837093,
-        "f1": 0.02198834286345681,
-        "balanced_accuracy": 0.5035829428836576,
-        "precision_cost": 0.6025453717754173,
-        "valid": true,
-        "fbeta": 0.2789856686970203,
-        "selection_score": 0.2789856686970203,
+        "predicted_trades": 0,
+        "true_positives": 0,
+        "expectancy": null,
+        "cost_adjusted_expectancy": null,
+        "precision": null,
+        "recall": null,
+        "f1": null,
+        "balanced_accuracy": null,
+        "precision_cost": null,
+        "valid": false,
+        "invalid_reason": "no_predicted_trades",
+        "fbeta": null,
+        "selection_score": null,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.8200000000000004,
-        "predicted_trades": 595,
-        "true_positives": 368,
-        "expectancy": 0.003800475949583018,
-        "cost_adjusted_expectancy": 0.002400475949583018,
-        "precision": 0.6184873949579832,
-        "recall": 0.010353947442462439,
-        "f1": 0.02036693693444392,
-        "balanced_accuracy": 0.5034235363660636,
-        "precision_cost": 0.6170873949579833,
-        "valid": true,
-        "fbeta": 0.2697937541899842,
-        "selection_score": 0.2697937541899842,
+        "predicted_trades": 0,
+        "true_positives": 0,
+        "expectancy": null,
+        "cost_adjusted_expectancy": null,
+        "precision": null,
+        "recall": null,
+        "f1": null,
+        "balanced_accuracy": null,
+        "precision_cost": null,
+        "valid": false,
+        "invalid_reason": "no_predicted_trades",
+        "fbeta": null,
+        "selection_score": null,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.8300000000000004,
-        "predicted_trades": 546,
-        "true_positives": 337,
-        "expectancy": 0.0031516289105027935,
-        "cost_adjusted_expectancy": 0.0017516289105027935,
-        "precision": 0.6172161172161172,
-        "recall": 0.009481739913341962,
-        "f1": 0.01867656838838395,
-        "balanced_accuracy": 0.5031264716869351,
-        "precision_cost": 0.6158161172161173,
-        "valid": true,
-        "fbeta": 0.25606285228079173,
-        "selection_score": 0.25606285228079173,
+        "predicted_trades": 0,
+        "true_positives": 0,
+        "expectancy": null,
+        "cost_adjusted_expectancy": null,
+        "precision": null,
+        "recall": null,
+        "f1": null,
+        "balanced_accuracy": null,
+        "precision_cost": null,
+        "valid": false,
+        "invalid_reason": "no_predicted_trades",
+        "fbeta": null,
+        "selection_score": null,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.8400000000000004,
-        "predicted_trades": 498,
-        "true_positives": 309,
-        "expectancy": 0.0028740609035852196,
-        "cost_adjusted_expectancy": 0.0014740609035852196,
-        "precision": 0.6204819277108434,
-        "recall": 0.00869393956445895,
-        "f1": 0.017147613762486125,
-        "balanced_accuracy": 0.5028870593851956,
-        "precision_cost": 0.6190819277108435,
-        "valid": true,
-        "fbeta": 0.2434720793406771,
-        "selection_score": 0.2434720793406771,
+        "predicted_trades": 0,
+        "true_positives": 0,
+        "expectancy": null,
+        "cost_adjusted_expectancy": null,
+        "precision": null,
+        "recall": null,
+        "f1": null,
+        "balanced_accuracy": null,
+        "precision_cost": null,
+        "valid": false,
+        "invalid_reason": "no_predicted_trades",
+        "fbeta": null,
+        "selection_score": null,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.8500000000000004,
-        "predicted_trades": 467,
-        "true_positives": 292,
-        "expectancy": 0.002690303625373964,
-        "cost_adjusted_expectancy": 0.0012903036253739642,
-        "precision": 0.6252676659528907,
-        "recall": 0.008215632209779979,
-        "f1": 0.01621816768030215,
-        "balanced_accuracy": 0.5027560472187476,
-        "precision_cost": 0.6238676659528908,
-        "valid": true,
-        "fbeta": 0.23570788548150895,
-        "selection_score": 0.23570788548150895,
+        "predicted_trades": 0,
+        "true_positives": 0,
+        "expectancy": null,
+        "cost_adjusted_expectancy": null,
+        "precision": null,
+        "recall": null,
+        "f1": null,
+        "balanced_accuracy": null,
+        "precision_cost": null,
+        "valid": false,
+        "invalid_reason": "no_predicted_trades",
+        "fbeta": null,
+        "selection_score": null,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.8600000000000004,
-        "predicted_trades": 425,
-        "true_positives": 266,
-        "expectancy": 0.0024317461254426136,
-        "cost_adjusted_expectancy": 0.0010317461254426136,
-        "precision": 0.6258823529411764,
-        "recall": 0.00748410331438861,
-        "f1": 0.01479133650290544,
-        "balanced_accuracy": 0.5025138730692135,
-        "precision_cost": 0.6244823529411765,
-        "valid": true,
-        "fbeta": 0.22208386577882652,
-        "selection_score": 0.22208386577882652,
+        "predicted_trades": 0,
+        "true_positives": 0,
+        "expectancy": null,
+        "cost_adjusted_expectancy": null,
+        "precision": null,
+        "recall": null,
+        "f1": null,
+        "balanced_accuracy": null,
+        "precision_cost": null,
+        "valid": false,
+        "invalid_reason": "no_predicted_trades",
+        "fbeta": null,
+        "selection_score": null,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.8700000000000004,
-        "predicted_trades": 391,
-        "true_positives": 249,
-        "expectancy": 0.002589269085968237,
-        "cost_adjusted_expectancy": 0.0011892690859682368,
-        "precision": 0.6368286445012787,
-        "recall": 0.0070057959597096394,
-        "f1": 0.013859126708039965,
-        "balanced_accuracy": 0.5024060340836707,
-        "precision_cost": 0.6354286445012788,
-        "valid": true,
-        "fbeta": 0.213826798634411,
-        "selection_score": 0.213826798634411,
+        "predicted_trades": 0,
+        "true_positives": 0,
+        "expectancy": null,
+        "cost_adjusted_expectancy": null,
+        "precision": null,
+        "recall": null,
+        "f1": null,
+        "balanced_accuracy": null,
+        "precision_cost": null,
+        "valid": false,
+        "invalid_reason": "no_predicted_trades",
+        "fbeta": null,
+        "selection_score": null,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.8800000000000004,
-        "predicted_trades": 343,
-        "true_positives": 220,
-        "expectancy": 0.0020465538733311257,
-        "cost_adjusted_expectancy": 0.0006465538733311257,
-        "precision": 0.641399416909621,
-        "recall": 0.006189859884080806,
-        "f1": 0.012261390553155914,
-        "balanced_accuracy": 0.5021448295249231,
-        "precision_cost": 0.639999416909621,
-        "valid": true,
-        "fbeta": 0.1968591793960768,
-        "selection_score": 0.1968591793960768,
+        "predicted_trades": 0,
+        "true_positives": 0,
+        "expectancy": null,
+        "cost_adjusted_expectancy": null,
+        "precision": null,
+        "recall": null,
+        "f1": null,
+        "balanced_accuracy": null,
+        "precision_cost": null,
+        "valid": false,
+        "invalid_reason": "no_predicted_trades",
+        "fbeta": null,
+        "selection_score": null,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.8900000000000005,
-        "predicted_trades": 309,
-        "true_positives": 196,
-        "expectancy": 0.0014128315655273752,
-        "cost_adjusted_expectancy": 1.2831565527375187e-05,
-        "precision": 0.6343042071197411,
-        "recall": 0.005514602442181081,
-        "f1": 0.010934144096398984,
-        "balanced_accuracy": 0.5018844447403243,
-        "precision_cost": 0.6329042071197412,
-        "valid": true,
-        "fbeta": 0.18076206711494142,
-        "selection_score": 0.18076206711494142,
+        "predicted_trades": 0,
+        "true_positives": 0,
+        "expectancy": null,
+        "cost_adjusted_expectancy": null,
+        "precision": null,
+        "recall": null,
+        "f1": null,
+        "balanced_accuracy": null,
+        "precision_cost": null,
+        "valid": false,
+        "invalid_reason": "no_predicted_trades",
+        "fbeta": null,
+        "selection_score": null,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.9000000000000005,
-        "predicted_trades": 273,
-        "true_positives": 169,
-        "expectancy": 0.0006721473031955122,
-        "cost_adjusted_expectancy": -0.0007278526968044878,
-        "precision": 0.6190476190476191,
-        "recall": 0.004754937820043892,
-        "f1": 0.009437386569872959,
-        "balanced_accuracy": 0.5015741319719716,
-        "precision_cost": 0.6176476190476191,
-        "valid": true,
-        "fbeta": 0.16109192268072473,
-        "selection_score": 0.16109192268072473,
+        "predicted_trades": 0,
+        "true_positives": 0,
+        "expectancy": null,
+        "cost_adjusted_expectancy": null,
+        "precision": null,
+        "recall": null,
+        "f1": null,
+        "balanced_accuracy": null,
+        "precision_cost": null,
+        "valid": false,
+        "invalid_reason": "no_predicted_trades",
+        "fbeta": null,
+        "selection_score": null,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.9100000000000005,
-        "predicted_trades": 248,
-        "true_positives": 149,
-        "expectancy": -2.8879928580796984e-05,
-        "cost_adjusted_expectancy": -0.001428879928580797,
-        "precision": 0.6008064516129032,
-        "recall": 0.004192223285127455,
-        "f1": 0.00832634814193909,
-        "balanced_accuracy": 0.5013313966726889,
-        "precision_cost": 0.5994064516129033,
-        "valid": true,
-        "fbeta": 0.14541684364247232,
-        "selection_score": 0.14541684364247232,
+        "predicted_trades": 0,
+        "true_positives": 0,
+        "expectancy": null,
+        "cost_adjusted_expectancy": null,
+        "precision": null,
+        "recall": null,
+        "f1": null,
+        "balanced_accuracy": null,
+        "precision_cost": null,
+        "valid": false,
+        "invalid_reason": "no_predicted_trades",
+        "fbeta": null,
+        "selection_score": null,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.9200000000000005,
-        "predicted_trades": 226,
-        "true_positives": 136,
-        "expectancy": -0.0007237621180034755,
-        "cost_adjusted_expectancy": -0.0021237621180034754,
-        "precision": 0.6017699115044248,
-        "recall": 0.0038264588374317707,
-        "f1": 0.007604562737642585,
-        "balanced_accuracy": 0.501218033991557,
-        "precision_cost": 0.6003699115044249,
-        "valid": true,
-        "fbeta": 0.1355763652937764,
-        "selection_score": 0.1355763652937764,
+        "predicted_trades": 0,
+        "true_positives": 0,
+        "expectancy": null,
+        "cost_adjusted_expectancy": null,
+        "precision": null,
+        "recall": null,
+        "f1": null,
+        "balanced_accuracy": null,
+        "precision_cost": null,
+        "valid": false,
+        "invalid_reason": "no_predicted_trades",
+        "fbeta": null,
+        "selection_score": null,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.9300000000000005,
-        "predicted_trades": 196,
-        "true_positives": 116,
-        "expectancy": -0.002617625426047167,
-        "cost_adjusted_expectancy": -0.004017625426047167,
-        "precision": 0.5918367346938775,
-        "recall": 0.003263744302515334,
-        "f1": 0.006491689518159941,
-        "balanced_accuracy": 0.5010139206604497,
-        "precision_cost": 0.5904367346938776,
-        "valid": true,
-        "fbeta": 0.11912282375627073,
-        "selection_score": 0.11912282375627073,
+        "predicted_trades": 0,
+        "true_positives": 0,
+        "expectancy": null,
+        "cost_adjusted_expectancy": null,
+        "precision": null,
+        "recall": null,
+        "f1": null,
+        "balanced_accuracy": null,
+        "precision_cost": null,
+        "valid": false,
+        "invalid_reason": "no_predicted_trades",
+        "fbeta": null,
+        "selection_score": null,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.9400000000000005,
-        "predicted_trades": 171,
-        "true_positives": 96,
-        "expectancy": -0.005494363065566158,
-        "cost_adjusted_expectancy": -0.006894363065566158,
-        "precision": 0.5614035087719298,
-        "recall": 0.002701029767598897,
-        "f1": 0.005376193542967546,
-        "balanced_accuracy": 0.500771185361167,
-        "precision_cost": 0.5600035087719298,
-        "valid": true,
-        "fbeta": 0.10112342187813887,
-        "selection_score": 0.10112342187813887,
+        "predicted_trades": 0,
+        "true_positives": 0,
+        "expectancy": null,
+        "cost_adjusted_expectancy": null,
+        "precision": null,
+        "recall": null,
+        "f1": null,
+        "balanced_accuracy": null,
+        "precision_cost": null,
+        "valid": false,
+        "invalid_reason": "no_predicted_trades",
+        "fbeta": null,
+        "selection_score": null,
         "calibration_method": "identity"
       },
       {
         "threshold": 0.9500000000000005,
-        "predicted_trades": 146,
-        "true_positives": 80,
-        "expectancy": -0.008215717229659119,
-        "cost_adjusted_expectancy": -0.00961571722965912,
-        "precision": 0.547945205479452,
-        "recall": 0.0022508581396657474,
-        "f1": 0.004483299708585518,
-        "balanced_accuracy": 0.5006156190899164,
-        "precision_cost": 0.5465452054794521,
-        "valid": true,
-        "fbeta": 0.0864972321943121,
-        "selection_score": 0.0864972321943121,
+        "predicted_trades": 0,
+        "true_positives": 0,
+        "expectancy": null,
+        "cost_adjusted_expectancy": null,
+        "precision": null,
+        "recall": null,
+        "f1": null,
+        "balanced_accuracy": null,
+        "precision_cost": null,
+        "valid": false,
+        "invalid_reason": "no_predicted_trades",
+        "fbeta": null,
+        "selection_score": null,
         "calibration_method": "identity"
       }
     ]
   },
   "dataset": {
     "event_count": 150417,
-    "positive_count": 52200,
-    "negative_count": 98217,
-    "positive_fraction": 0.34703524202716446,
+    "positive_count": 48834,
+    "negative_count": 101583,
+    "positive_fraction": 0.32465745228265425,
     "snapshot_id": "tinkered_20251208",
     "label_source": "execution_sim",
     "timeframe": "5m",
@@ -1241,6 +1253,7 @@
       "guide_distance_abs_z_48",
       "guide_distance_negative",
       "guide_distance_positive",
+      "guide_distance_signed",
       "guide_distance_signed_z_12",
       "guide_distance_signed_z_48",
       "guide_interact_abs_norm",
@@ -1254,6 +1267,7 @@
       "liquidity_obv_gradient_24_norm",
       "liquidity_obv_gradient_72",
       "liquidity_obv_gradient_72_norm",
+      "liquidity_obv_slope_48",
       "liquidity_obv_zscore_48",
       "liquidity_vwap_12",
       "liquidity_vwap_48",
@@ -1277,6 +1291,7 @@
       "mtf_15m_volume_mean",
       "mtf_1h_close_mean",
       "mtf_1h_return_sum",
+      "mtf_1h_volatility",
       "mtf_1h_volatility_shock",
       "mtf_1h_volatility_zscore_48",
       "mtf_1h_volume_mean",
@@ -1304,7 +1319,8 @@
       "vol_comp_mtf_4h_volatility_zscore_48_guide_interact_signed_ready",
       "volume_median_ratio_96",
       "volume_ratio_12",
-      "volume_ratio_48"
+      "volume_ratio_48",
+      "volume_zscore_48"
     ],
     "invalid_rows": {
       "total_rows": 586587,
@@ -1319,31 +1335,31 @@
       "combined_invalid_rows": 4259,
       "combined_invalid_ratio": 0.0072606450535044244
     },
-    "train_positive_fraction": 0.3544558800063826,
+    "train_positive_fraction": 0.3332734960906335,
     "smote_applied": false,
     "symbol": "VET/USDT"
   },
   "selection_metrics": {
-    "auc": 0.5632150374605925,
-    "brier_score": 0.2486063746031801,
-    "precision": 0.5225988700564972,
-    "recall": 0.0884868606156097,
-    "f1": 0.15134744947064485,
-    "balanced_accuracy": 0.5220512473941635,
-    "precision_cost": 0.5211988700564972,
-    "predicted_trades": 6018,
-    "true_positives": 3145,
-    "threshold": 0.6300000000000002,
+    "auc": 0.5895323945357211,
+    "brier_score": 0.244489563377884,
+    "precision": 1.0,
+    "recall": 0.00023939194446106888,
+    "f1": 0.0004786692993478131,
+    "balanced_accuracy": 0.5001196959722305,
+    "precision_cost": 0.9986,
+    "predicted_trades": 8,
+    "true_positives": 8,
+    "threshold": 0.7700000000000004,
     "threshold_overrides_applied": {},
-    "calibrated_std": 0.07628787700291624,
+    "calibrated_std": 0.09419918868701645,
     "calibrated_std_floor": 0.1,
     "calibrated_std_below_floor": true,
-    "mid_band_share": 0.882928434657731,
+    "mid_band_share": 0.6604037019307484,
     "mid_band_cap": 0.5,
     "mid_band_exceeded": true,
-    "expectancy": 0.002276410741271629,
-    "cost_adjusted_expectancy": 0.0008764107412716291,
-    "brier_score_raw": 0.2486063746031801,
+    "expectancy": 0.024060405366127347,
+    "cost_adjusted_expectancy": 0.02266040536612735,
+    "brier_score_raw": 0.244489563377884,
     "brier_improvement": 0.0,
     "brier_improvement_pct": 0.0,
     "calibration_method": "identity",
@@ -1358,7 +1374,7 @@
   },
   "labeling": {
     "pt_atr": "2.7",
-    "sl_atr": "1.35",
+    "sl_atr": "1.11",
     "tl_bars": 240,
     "use_guide_cap": true
   },
@@ -1369,24 +1385,24 @@
     "slippage_bps": 1.0
   },
   "metrics": {
-    "auc": 0.5471224119379361,
-    "brier_score": 0.24270634140065359,
-    "precision": 0.5732484076433121,
-    "recall": 0.010806267635228432,
-    "f1": 0.02121265688527488,
-    "balanced_accuracy": 0.5034020586130267,
-    "precision_cost": 0.5718484076433121,
-    "predicted_trades": 314,
-    "true_positives": 180,
-    "threshold": 0.6300000000000002,
-    "expectancy": 0.0032139098627547067,
-    "cost_adjusted_expectancy": 0.0018139098627547067,
-    "brier_score_raw": 0.24270634140065359,
+    "auc": 0.568389801484655,
+    "brier_score": 0.23545897865335008,
+    "precision": 1.0,
+    "recall": 6.487187804086928e-05,
+    "f1": 0.00012973533990659055,
+    "balanced_accuracy": 0.5000324359390205,
+    "precision_cost": 0.9986,
+    "predicted_trades": 1,
+    "true_positives": 1,
+    "threshold": 0.7700000000000004,
+    "expectancy": 0.00970764066,
+    "cost_adjusted_expectancy": 0.00830764066,
+    "brier_score_raw": 0.23545897865335008,
     "brier_improvement": 0.0,
     "brier_improvement_pct": 0.0,
     "calibration_method": "identity",
-    "calibrated_std": 0.0442039050097288,
-    "mid_band_share": 0.9803147250643212,
+    "calibrated_std": 0.06047370070848128,
+    "mid_band_share": 0.8632401922655019,
     "calibrated_std_floor": 0.1,
     "calibrated_std_below_floor": true,
     "mid_band_cap": 0.5,
@@ -1395,7 +1411,7 @@
     "dynamic_threshold_adjusted": false
   },
   "threshold_context": {
-    "metric": "fbeta",
+    "metric": "cost_adjusted_expectancy",
     "fbeta": 0.15,
     "overrides_applied": {},
     "dynamic_adjustment_applied": false
@@ -1403,50 +1419,50 @@
   "diagnostics": {
     "per_model_metrics": {
       "lightgbm": {
-        "precision": 0.4717488789237668,
-        "recall": 0.031578315422945306,
-        "f1": 0.05919423812739139,
-        "balanced_accuracy": 0.506993386849517,
-        "auc": 0.5306548116287472,
-        "precision_cost": 0.4703488789237668,
-        "predicted_trades": 1115,
-        "threshold": 0.6300000000000002,
+        "precision": 0.5137614678899083,
+        "recall": 0.00363282517028868,
+        "f1": 0.007214635403246585,
+        "balanced_accuracy": 0.5010532516589837,
+        "auc": 0.5545289441154664,
+        "precision_cost": 0.5123614678899083,
+        "predicted_trades": 109,
+        "threshold": 0.7700000000000004,
         "valid": true,
         "invalid_reason": null
       },
       "catboost": {
-        "precision": 0.5237315875613748,
-        "recall": 0.019211142462628325,
-        "f1": 0.037062775075283765,
-        "balanced_accuracy": 0.5052599526900083,
-        "auc": 0.5452743733471621,
-        "precision_cost": 0.5223315875613749,
-        "predicted_trades": 611,
-        "threshold": 0.6300000000000002,
+        "precision": 1.0,
+        "recall": 0.00012974375608173857,
+        "f1": 0.00025945384964649415,
+        "balanced_accuracy": 0.5000648718780408,
+        "auc": 0.5683128525343991,
+        "precision_cost": 0.9986,
+        "predicted_trades": 2,
+        "threshold": 0.7700000000000004,
         "valid": true,
         "invalid_reason": null
       },
       "xgboost": {
-        "precision": null,
-        "recall": null,
-        "f1": null,
-        "balanced_accuracy": null,
-        "auc": null,
-        "precision_cost": null,
-        "predicted_trades": 0,
-        "threshold": 0.6300000000000002,
-        "valid": false,
-        "invalid_reason": "no_predicted_trades"
+        "precision": 1.0,
+        "recall": 6.487187804086928e-05,
+        "f1": 0.00012973533990659055,
+        "balanced_accuracy": 0.5000324359390205,
+        "auc": 0.568389801484655,
+        "precision_cost": 0.9986,
+        "predicted_trades": 1,
+        "threshold": 0.7700000000000004,
+        "valid": true,
+        "invalid_reason": null
       },
       "logistic": {
-        "precision": 0.5732484076433121,
-        "recall": 0.010806267635228432,
-        "f1": 0.02121265688527488,
-        "balanced_accuracy": 0.5034020586130267,
-        "auc": 0.5471224119379361,
-        "precision_cost": 0.5718484076433121,
-        "predicted_trades": 314,
-        "threshold": 0.6300000000000002,
+        "precision": 0.43636363636363634,
+        "recall": 0.0015569250729808627,
+        "f1": 0.0031027795733678085,
+        "balanced_accuracy": 0.5003320853910003,
+        "auc": 0.5624429190432066,
+        "precision_cost": 0.43496363636363633,
+        "predicted_trades": 55,
+        "threshold": 0.7700000000000004,
         "valid": true,
         "invalid_reason": null
       }
@@ -1455,411 +1471,411 @@
       "per_model": {
         "lightgbm": [
           {
-            "feature": "volatility_96",
-            "importance": 0.06311275715114419,
-            "importance_pct": 0.05307729196242906
+            "feature": "natr",
+            "importance": 0.10467638322812488,
+            "importance_pct": 0.08601215844714938
           },
           {
-            "feature": "natr",
-            "importance": 0.06037692878309722,
-            "importance_pct": 0.05077648357432187
+            "feature": "volatility_20",
+            "importance": 0.0678826658608148,
+            "importance_pct": 0.05577891050277065
           },
           {
-            "feature": "volatility_ratio",
-            "importance": 0.04969334859294341,
-            "importance_pct": 0.04179168350293825
+            "feature": "volatility_288",
+            "importance": 0.04979660397520909,
+            "importance_pct": 0.04091766699572811
           },
           {
-            "feature": "ema_fast_mid_sep_pct",
-            "importance": 0.035252004469059434,
-            "importance_pct": 0.02964663592471812
+            "feature": "volatility_ratio",
+            "importance": 0.045216307282480425,
+            "importance_pct": 0.037154055828428234
           },
           {
-            "feature": "bollinger_upper",
-            "importance": 0.03508174328756349,
-            "importance_pct": 0.029503447719226066
+            "feature": "volatility_96",
+            "importance": 0.04012588115352849,
+            "importance_pct": 0.0329712733777514
           },
           {
             "feature": "swing_high_distance",
-            "importance": 0.031654761213942825,
-            "importance_pct": 0.026621384943296824
+            "importance": 0.03963408972435831,
+            "importance_pct": 0.03256717036020111
           },
           {
-            "feature": "volatility_288",
-            "importance": 0.030729031217286536,
-            "importance_pct": 0.025842853889848565
+            "feature": "ema_fast_mid_sep_pct",
+            "importance": 0.0364529347595383,
+            "importance_pct": 0.029953228261315933
           },
           {
-            "feature": "volatility_20",
-            "importance": 0.028718128113637924,
-            "importance_pct": 0.02415170148329304
+            "feature": "volatility_10",
+            "importance": 0.035542114278872446,
+            "importance_pct": 0.029204810776072794
           },
           {
-            "feature": "momentum_48",
-            "importance": 0.02576174900325728,
-            "importance_pct": 0.02166541179676403
+            "feature": "atr14",
+            "importance": 0.03274656430026906,
+            "importance_pct": 0.0269077187263548
           },
           {
-            "feature": "liquidity_obv_slope_48",
-            "importance": 0.025232050753377432,
-            "importance_pct": 0.021219940073931038
+            "feature": "adx_28",
+            "importance": 0.026519464178506782,
+            "importance_pct": 0.02179093587790641
           },
           {
-            "feature": "adr_range",
-            "importance": 0.023802432418044313,
-            "importance_pct": 0.02001764321344691
+            "feature": "donchian_upper",
+            "importance": 0.025669130873294903,
+            "importance_pct": 0.02109222045877144
           },
           {
-            "feature": "adx_28",
-            "importance": 0.023626379511432986,
-            "importance_pct": 0.01986958421639398
+            "feature": "ema_confirm_distance",
+            "importance": 0.02380873401158055,
+            "importance_pct": 0.019563539922536018
           },
           {
-            "feature": "atr14",
-            "importance": 0.022865654386729172,
-            "importance_pct": 0.01922982085681894
+            "feature": "adr_range",
+            "importance": 0.02314283422137126,
+            "importance_pct": 0.019016372772706406
           },
           {
-            "feature": "ema_confirm_distance",
-            "importance": 0.02234796573141691,
-            "importance_pct": 0.018794449100870417
+            "feature": "momentum_48",
+            "importance": 0.02298820700919026,
+            "importance_pct": 0.018889316221226516
           },
           {
-            "feature": "stoch_rsi_d",
-            "importance": 0.021148387186599674,
-            "importance_pct": 0.017785613747620825
+            "feature": "adr_low",
+            "importance": 0.02081219261245081,
+            "importance_pct": 0.017101294039874114
           },
           {
-            "feature": "adr_high",
-            "importance": 0.02087409939992963,
-            "importance_pct": 0.01755494005196926
+            "feature": "momentum_96",
+            "importance": 0.020619492684459936,
+            "importance_pct": 0.01694295329263045
           },
           {
-            "feature": "distance_to_guide_signed",
-            "importance": 0.02031107176189107,
-            "importance_pct": 0.017081438597175855
+            "feature": "ema233_distance_norm",
+            "importance": 0.020460359497909298,
+            "importance_pct": 0.016812194200333922
           },
           {
-            "feature": "ema_233",
-            "importance": 0.020262669036911676,
-            "importance_pct": 0.01704073231715459
+            "feature": "efficiency_ratio",
+            "importance": 0.01764124270977417,
+            "importance_pct": 0.014495737399054727
           },
           {
-            "feature": "momentum_96",
-            "importance": 0.019770178262916438,
-            "importance_pct": 0.016626551765074656
+            "feature": "ema_8",
+            "importance": 0.01740111691138253,
+            "importance_pct": 0.01429842700695321
           },
           {
-            "feature": "bollinger_pct",
-            "importance": 0.019724696475099602,
-            "importance_pct": 0.01658830196836325
+            "feature": "adx_14",
+            "importance": 0.017322540972634352,
+            "importance_pct": 0.014233861477601542
           }
         ],
         "catboost": [
           {
             "feature": "natr",
-            "importance": 0.03619382248256046,
-            "importance_pct": 0.08022534462040554
+            "importance": 0.07590199354791512,
+            "importance_pct": 0.14626146456814204
           },
           {
-            "feature": "volatility_96",
-            "importance": 0.031283371052303326,
-            "importance_pct": 0.06934109335283196
+            "feature": "volatility_20",
+            "importance": 0.04909888688495592,
+            "importance_pct": 0.09461247022353671
           },
           {
-            "feature": "volatility_20",
-            "importance": 0.02912777121978768,
-            "importance_pct": 0.06456310286811369
+            "feature": "volatility_288",
+            "importance": 0.03026610319953203,
+            "importance_pct": 0.05832211215822116
           },
           {
-            "feature": "volatility_ratio",
-            "importance": 0.02383891671042748,
-            "importance_pct": 0.05284010301461516
+            "feature": "volatility_96",
+            "importance": 0.027813444990843678,
+            "importance_pct": 0.05359589397975689
           },
           {
-            "feature": "volatility_288",
-            "importance": 0.019021965596972945,
-            "importance_pct": 0.04216309968669261
+            "feature": "volatility_ratio",
+            "importance": 0.02455405114744179,
+            "importance_pct": 0.0473151140574298
           },
           {
-            "feature": "ema_fast_mid_sep_pct",
-            "importance": 0.017626656510951563,
-            "importance_pct": 0.03907033013100434
+            "feature": "atr14",
+            "importance": 0.017195258464790353,
+            "importance_pct": 0.0331348831450694
           },
           {
-            "feature": "efficiency_ratio",
-            "importance": 0.013895773233477956,
-            "importance_pct": 0.030800648286318063
+            "feature": "ema_fast_mid_sep_pct",
+            "importance": 0.016574784980231815,
+            "importance_pct": 0.031939244449230124
           },
           {
-            "feature": "atr14",
-            "importance": 0.010963355068177097,
-            "importance_pct": 0.024300802684330235
+            "feature": "volatility_10",
+            "importance": 0.016187920870363765,
+            "importance_pct": 0.0311937658569922
           },
           {
-            "feature": "atr_expansion_ratio",
-            "importance": 0.0095228829660682,
-            "importance_pct": 0.021107927135928333
+            "feature": "efficiency_ratio",
+            "importance": 0.013718234739600977,
+            "importance_pct": 0.0264347352489099
           },
           {
             "feature": "atr_14",
-            "importance": 0.008933632422715408,
-            "importance_pct": 0.019801825026071973
+            "importance": 0.012114712635511986,
+            "importance_pct": 0.02334478358297126
           },
           {
-            "feature": "mtf_1h_volatility",
-            "importance": 0.007970925796644579,
-            "importance_pct": 0.017667939585204427
+            "feature": "atr_expansion_ratio",
+            "importance": 0.009469729561660012,
+            "importance_pct": 0.01824795963861305
           },
           {
-            "feature": "adr_low",
-            "importance": 0.007823926951801804,
-            "importance_pct": 0.01734210959054179
+            "feature": "swing_high_distance",
+            "importance": 0.008936219583280369,
+            "importance_pct": 0.017219897697785834
           },
           {
-            "feature": "swing_high_distance",
-            "importance": 0.007765237072630763,
-            "importance_pct": 0.017212020656594693
+            "feature": "bollinger_width",
+            "importance": 0.008355146591701626,
+            "importance_pct": 0.016100182881393726
           },
           {
-            "feature": "higher_low_flag",
-            "importance": 0.007081510601631227,
-            "importance_pct": 0.015696508118827748
+            "feature": "adr_range",
+            "importance": 0.008034180757045047,
+            "importance_pct": 0.015481688809514414
           },
           {
             "feature": "separation_ok",
-            "importance": 0.006984969883759747,
-            "importance_pct": 0.015482520984286416
+            "importance": 0.00787779416468086,
+            "importance_pct": 0.015180335301275298
           },
           {
-            "feature": "momentum_48",
-            "importance": 0.006713566591566619,
-            "importance_pct": 0.014880942561399537
+            "feature": "bb_width",
+            "importance": 0.007329332711811969,
+            "importance_pct": 0.014123462199449127
           },
           {
-            "feature": "adr_range",
-            "importance": 0.006100206408359561,
-            "importance_pct": 0.013521400277687142
+            "feature": "higher_low_flag",
+            "importance": 0.0065823193320014555,
+            "importance_pct": 0.01268398392126516
           },
           {
             "feature": "log_returns",
-            "importance": 0.005689875461217506,
-            "importance_pct": 0.01261188203990636
+            "importance": 0.005996342425425787,
+            "importance_pct": 0.01155481936902237
           },
           {
-            "feature": "prior_day_high_distance",
-            "importance": 0.005663433559713053,
-            "importance_pct": 0.012553272296168028
+            "feature": "phi",
+            "importance": 0.005721195727196948,
+            "importance_pct": 0.011024617760699212
           },
           {
             "feature": "adx_28",
-            "importance": 0.005481891510146402,
-            "importance_pct": 0.012150875630366926
+            "importance": 0.005385382680275003,
+            "importance_pct": 0.01037751343882277
           }
         ],
         "logistic": [
           {
             "feature": "volatility_ratio",
-            "importance": 0.5004325115756754,
-            "importance_pct": 0.0740153797605731
+            "importance": 0.7510740209687188,
+            "importance_pct": 0.10686513947300788
           },
           {
-            "feature": "bollinger_lower",
-            "importance": 0.4420738654715901,
-            "importance_pct": 0.06538397142120189
+            "feature": "atr_expansion_ratio",
+            "importance": 0.5710047051799888,
+            "importance_pct": 0.08124431914194069
           },
           {
-            "feature": "sma_233",
-            "importance": 0.43334984497789064,
-            "importance_pct": 0.0640936641870714
+            "feature": "adr_low",
+            "importance": 0.45383057981325625,
+            "importance_pct": 0.06457242143232055
           },
           {
-            "feature": "premium_zone_flag",
-            "importance": 0.41306338814501753,
-            "importance_pct": 0.06109324001048486
+            "feature": "adr_high",
+            "importance": 0.36313954692333705,
+            "importance_pct": 0.0516686201981463
           },
           {
-            "feature": "donchian_lower",
-            "importance": 0.41273238109555405,
-            "importance_pct": 0.06104428313437718
+            "feature": "premium_zone_flag",
+            "importance": 0.24574259401389986,
+            "importance_pct": 0.03496501789515086
           },
           {
-            "feature": "discount_zone_flag",
-            "importance": 0.37996249194816994,
-            "importance_pct": 0.05619752411322846
+            "feature": "sma_233",
+            "importance": 0.2453498376937053,
+            "importance_pct": 0.03490913530866176
           },
           {
-            "feature": "donchian_upper",
-            "importance": 0.3498160276463811,
-            "importance_pct": 0.051738777025214684
+            "feature": "bollinger_upper",
+            "importance": 0.23210955407861944,
+            "importance_pct": 0.033025266720898075
           },
           {
-            "feature": "bollinger_upper",
-            "importance": 0.33492023203756355,
-            "importance_pct": 0.049535646846179976
+            "feature": "discount_zone_flag",
+            "importance": 0.20727016267720721,
+            "importance_pct": 0.02949104112870827
           },
           {
-            "feature": "atr_expansion_ratio",
-            "importance": 0.25834131389072523,
-            "importance_pct": 0.03820940888764765
+            "feature": "donchian_lower",
+            "importance": 0.20592952742260667,
+            "importance_pct": 0.029300291389713788
           },
           {
-            "feature": "adr_low",
-            "importance": 0.16793520255627636,
-            "importance_pct": 0.02483809006180433
+            "feature": "donchian_upper",
+            "importance": 0.2008670199146117,
+            "importance_pct": 0.028579982131476823
           },
           {
-            "feature": "adr_high",
-            "importance": 0.13095990540989177,
-            "importance_pct": 0.01936933933769027
+            "feature": "bollinger_lower",
+            "importance": 0.19254475037330113,
+            "importance_pct": 0.02739586382830739
           },
           {
             "feature": "stoch_rsi_d",
-            "importance": 0.12960886858081394,
-            "importance_pct": 0.019169517180532933
+            "importance": 0.1834982594718668,
+            "importance_pct": 0.026108701065473208
           },
           {
-            "feature": "guide_distance_signed",
-            "importance": 0.12874390128009916,
-            "importance_pct": 0.019041586077413145
+            "feature": "stoch_rsi_k",
+            "importance": 0.16337071473974496,
+            "importance_pct": 0.023244891620602275
           },
           {
-            "feature": "natr",
-            "importance": 0.1166861936828785,
-            "importance_pct": 0.017258217119148975
+            "feature": "volatility_288",
+            "importance": 0.1588949563284646,
+            "importance_pct": 0.022608066842330674
           },
           {
-            "feature": "distance_to_guide_signed",
-            "importance": 0.1145482446334308,
-            "importance_pct": 0.016942008425382484
+            "feature": "volatility_20",
+            "importance": 0.12403807690173795,
+            "importance_pct": 0.017648522007153767
           },
           {
-            "feature": "volatility_288",
-            "importance": 0.10756349872799845,
-            "importance_pct": 0.015908944807885073
+            "feature": "prior_day_low_distance",
+            "importance": 0.1211211699362315,
+            "importance_pct": 0.01723349544386432
           },
           {
-            "feature": "stoch_rsi_k",
-            "importance": 0.10092033908874515,
-            "importance_pct": 0.014926402762482631
+            "feature": "natr",
+            "importance": 0.11904159667599437,
+            "importance_pct": 0.016937607315270886
           },
           {
-            "feature": "macd_histogram",
-            "importance": 0.09543922966294738,
-            "importance_pct": 0.014115731220814958
+            "feature": "cross_window_long",
+            "importance": 0.09524125083763044,
+            "importance_pct": 0.01355122034605828
           },
           {
-            "feature": "cross_window_short",
-            "importance": 0.09069899555036415,
-            "importance_pct": 0.01341463722735683
+            "feature": "distance_ok",
+            "importance": 0.08555771318685619,
+            "importance_pct": 0.012173416597357973
           },
           {
-            "feature": "separation_ok",
-            "importance": 0.08298921200422041,
-            "importance_pct": 0.012274338498077818
+            "feature": "volatility_96",
+            "importance": 0.08322036144872504,
+            "importance_pct": 0.01184085094800866
           }
         ]
       },
       "ensemble": [
-        {
-          "feature": "volatility_ratio",
-          "importance": 0.05708734756097187,
-          "importance_pct": 0.05617245794109456
-        },
         {
           "feature": "natr",
-          "importance": 0.0480670334827467,
-          "importance_pct": 0.04729670464683973
+          "importance": 0.08725914834840658,
+          "importance_pct": 0.08064780871885867
         },
         {
-          "feature": "volatility_96",
-          "importance": 0.042990835928932804,
-          "importance_pct": 0.04230185892751894
+          "feature": "volatility_ratio",
+          "importance": 0.06931686728594226,
+          "importance_pct": 0.06406495547660553
         },
         {
           "feature": "volatility_20",
-          "importance": 0.030480487974324007,
-          "importance_pct": 0.029992003515894396
+          "importance": 0.058974774457163044,
+          "importance_pct": 0.05450644911945177
         },
         {
-          "feature": "bollinger_upper",
-          "importance": 0.030377397736611383,
-          "importance_pct": 0.029890565416394944
+          "feature": "volatility_288",
+          "importance": 0.04320356939863703,
+          "importance_pct": 0.03993017656923809
         },
         {
-          "feature": "bollinger_lower",
-          "importance": 0.029899143367822872,
-          "importance_pct": 0.029419975617364175
+          "feature": "atr_expansion_ratio",
+          "importance": 0.039956376754386534,
+          "importance_pct": 0.036929013067146896
         },
         {
-          "feature": "sma_233",
-          "importance": 0.027414632313445323,
-          "importance_pct": 0.02697528167608148
+          "feature": "volatility_96",
+          "importance": 0.03461773622421158,
+          "importance_pct": 0.031994863829554
         },
         {
-          "feature": "volatility_288",
-          "importance": 0.027379014378704894,
-          "importance_pct": 0.026940234559222204
+          "feature": "adr_low",
+          "importance": 0.03210612331917825,
+          "importance_pct": 0.02967354760111474
         },
         {
-          "feature": "donchian_lower",
-          "importance": 0.025625639833430983,
-          "importance_pct": 0.02521495983360649
+          "feature": "adr_high",
+          "importance": 0.02654864456960175,
+          "importance_pct": 0.02453714079863932
         },
         {
-          "feature": "atr_expansion_ratio",
-          "importance": 0.02530634525296187,
-          "importance_pct": 0.024900782311642198
+          "feature": "volatility_10",
+          "importance": 0.0240785866908921,
+          "importance_pct": 0.02225423110839911
         },
         {
           "feature": "ema_fast_mid_sep_pct",
-          "importance": 0.024207394531199085,
-          "importance_pct": 0.023819443524065415
+          "importance": 0.02405788083403961,
+          "importance_pct": 0.022235094066445266
         },
         {
-          "feature": "donchian_upper",
-          "importance": 0.02229890010785751,
-          "importance_pct": 0.021941534892709433
+          "feature": "atr14",
+          "importance": 0.021299079784313904,
+          "importance_pct": 0.019685318328739158
         },
         {
-          "feature": "premium_zone_flag",
-          "importance": 0.021961544731868173,
-          "importance_pct": 0.021609586019997774
+          "feature": "swing_high_distance",
+          "importance": 0.021204308315670408,
+          "importance_pct": 0.019597727383608127
         },
         {
-          "feature": "discount_zone_flag",
-          "importance": 0.020148109565049498,
-          "importance_pct": 0.01982521321255165
+          "feature": "donchian_upper",
+          "importance": 0.019485308385559705,
+          "importance_pct": 0.018008970443215287
         },
         {
-          "feature": "swing_high_distance",
-          "importance": 0.017772906607087583,
-          "importance_pct": 0.017488075581219606
+          "feature": "stoch_rsi_d",
+          "importance": 0.01747370890609992,
+          "importance_pct": 0.01614978326216837
         },
         {
-          "feature": "adr_low",
-          "importance": 0.017371033837138006,
-          "importance_pct": 0.01709264327910479
+          "feature": "bollinger_upper",
+          "importance": 0.016933572354199778,
+          "importance_pct": 0.01565057108620514
         },
         {
-          "feature": "stoch_rsi_d",
-          "importance": 0.016010203582961156,
-          "importance_pct": 0.01575362187622606
+          "feature": "sma_233",
+          "importance": 0.01632750203502485,
+          "importance_pct": 0.01509042072837862
+        },
+        {
+          "feature": "donchian_lower",
+          "importance": 0.015946291285129807,
+          "importance_pct": 0.014738093067371035
         },
         {
           "feature": "efficiency_ratio",
-          "importance": 0.01556651304243251,
-          "importance_pct": 0.015317041980828262
+          "importance": 0.015461561899174837,
+          "importance_pct": 0.01429009003801738
         },
         {
-          "feature": "adr_high",
-          "importance": 0.014886977284731887,
-          "importance_pct": 0.014648396555882928
+          "feature": "bollinger_lower",
+          "importance": 0.015262839437717822,
+          "importance_pct": 0.014106424126040611
         },
         {
-          "feature": "atr14",
-          "importance": 0.014750961956628304,
-          "importance_pct": 0.014514561027982766
+          "feature": "adx_28",
+          "importance": 0.014618131865644446,
+          "importance_pct": 0.01351056393331249
         }
       ],
       "sample_size": 256,