Add files using upload-large-folder tool

.gitattributes

@@ -61,3 +61,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 data/paper_trades.db filter=lfs diff=lfs merge=lfs -text
 results/ml_training_summary_20260213_192052_strict12_20260214_022010.json filter=lfs diff=lfs merge=lfs -text
 results/ml_training_summary_20260215_011326_strict12_20260215_081317.json filter=lfs diff=lfs merge=lfs -text
+results/ml_training_summary_20260218_170126_strict7_20260219_000020.json filter=lfs diff=lfs merge=lfs -text

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+  },
+  "histogram_edges": [
+    0.0,
+    0.05,
+    0.1,
+    0.15000000000000002,
+    0.2,
+    0.25,
+    0.30000000000000004,
+    0.35000000000000003,
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+    0.9,
+    0.9500000000000001,
+    1.0
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+}

results/20260218_170126_strict7_20260219_000020/aggregate_metrics.json

@@ -0,0 +1,14 @@
+{
+  "total_trades": 2237,
+  "total_return_pct": 16.883001389259405,
+  "win_rate_pct": 46.401430487259724,
+  "profit_factor": 1.4551952918024904,
+  "sharpe_ratio": 3.0717521793025377,
+  "max_drawdown_pct": 0.8425812980075649,
+  "total_fees_paid": 1212.580575243958,
+  "cost_adjusted_expectancy": 1.0566026797033152,
+  "portfolio_mode": "equal_weight_mean_independent",
+  "symbols_in_portfolio": 7,
+  "per_symbol_initial_capital": 2000.0,
+  "total_final_equity": 2337.660027785188
+}

results/20260218_170126_strict7_20260219_000020/artifacts/config/best_overrides.json

@@ -0,0 +1 @@
+{}

results/20260218_170126_strict7_20260219_000020/artifacts/config/diff_summary.json

@@ -0,0 +1,32 @@
+{
+  "changes": [
+    {
+      "file": "best_overrides.json",
+      "status": "unchanged"
+    },
+    {
+      "file": "staged_overrides.json",
+      "status": "unchanged"
+    },
+    {
+      "diff": "strict7_a23_baseline_contract_diff.patch",
+      "file": "strict7_a23_baseline_contract.json",
+      "status": "modified"
+    },
+    {
+      "diff": "unified_config_diff.patch",
+      "file": "unified_config.py",
+      "status": "modified"
+    },
+    {
+      "file": "diff_summary.json",
+      "status": "removed"
+    },
+    {
+      "file": "diff_summary.md",
+      "status": "removed"
+    }
+  ],
+  "current_snapshot": "20260218_170126_strict7_20260219_000020",
+  "previous_snapshot": "20260218_070858_strict8_20260218_140809"
+}

results/20260218_170126_strict7_20260219_000020/artifacts/config/diff_summary.md

@@ -0,0 +1,10 @@
+# Config Snapshot Diff - 20260218_170126_strict7_20260219_000020
+
+Compared against: 20260218_070858_strict8_20260218_140809
+
+- best_overrides.json: unchanged
+- staged_overrides.json: unchanged
+- strict7_a23_baseline_contract.json: modified (`strict7_a23_baseline_contract_diff.patch`)
+- unified_config.py: modified (`unified_config_diff.patch`)
+- diff_summary.json: removed
+- diff_summary.md: removed

results/20260218_170126_strict7_20260219_000020/artifacts/config/metadata.json

@@ -0,0 +1,16 @@
+{
+  "copied_files": [
+    "unified_config.py",
+    "staged_overrides.json",
+    "best_overrides.json",
+    "strict7_a23_baseline_contract.json"
+  ],
+  "copy_errors": [],
+  "created_at": "2026-02-19T00:14:20Z",
+  "git": {
+    "commit": "4ff454a7ad21e297ba4b4dd5d38f6958fa706136",
+    "working_tree": "dirty"
+  },
+  "missing_files": [],
+  "run_id": "20260218_170126_strict7_20260219_000020"
+}

results/20260218_170126_strict7_20260219_000020/artifacts/config/staged_overrides.json

@@ -0,0 +1,134 @@
+{
+  "ADA/USDT": {
+    "symbol": "ADA/USDT",
+    "precision": 0.39094650205761317,
+    "recall": 0.07661290322580645,
+    "predicted_trades": 486.0,
+    "threshold": 0.5500000000000002,
+    "overrides": {},
+    "calibration_method": "identity",
+    "snapshot_id": "tinkered_20251208",
+    "run_id": "20260112_163543_execution_sim_A17_12sym_volfloor003"
+  },
+  "BNB/USDT": {
+    "symbol": "BNB/USDT",
+    "precision": 0.3333333333333333,
+    "recall": 0.06873428331936295,
+    "predicted_trades": 246.0,
+    "threshold": 0.5900000000000002,
+    "overrides": {},
+    "calibration_method": "identity",
+    "snapshot_id": "tinkered_20251208",
+    "run_id": "20260112_163543_execution_sim_A17_12sym_volfloor003"
+  },
+  "BTC/USDT": {
+    "symbol": "BTC/USDT",
+    "precision": 0.3007135575942915,
+    "recall": 0.1228143213988343,
+    "predicted_trades": 981.0,
+    "threshold": 0.6200000000000002,
+    "overrides": {},
+    "calibration_method": "identity",
+    "snapshot_id": "tinkered_20251208",
+    "run_id": "20260112_163543_execution_sim_A17_12sym_volfloor003"
+  },
+  "ETC/USDT": {
+    "symbol": "ETC/USDT",
+    "precision": 0.40327868852459015,
+    "recall": 0.0528804815133276,
+    "predicted_trades": 305.0,
+    "threshold": 0.5500000000000002,
+    "overrides": {},
+    "calibration_method": "identity",
+    "snapshot_id": "tinkered_20251208",
+    "run_id": "20260112_163543_execution_sim_A17_12sym_volfloor003"
+  },
+  "ETH/USDT": {
+    "symbol": "ETH/USDT",
+    "precision": 0.3090490797546012,
+    "recall": 0.34621993127147765,
+    "predicted_trades": 1304.0,
+    "threshold": 0.4900000000000001,
+    "overrides": {},
+    "calibration_method": "identity",
+    "snapshot_id": "tinkered_20251208",
+    "run_id": "20260112_163543_execution_sim_A17_12sym_volfloor003"
+  },
+  "LTC/USDT": {
+    "symbol": "LTC/USDT",
+    "precision": 0.3678516228748068,
+    "recall": 0.0845771144278607,
+    "predicted_trades": 647.0,
+    "threshold": 0.5500000000000002,
+    "overrides": {},
+    "calibration_method": "identity",
+    "snapshot_id": "tinkered_20251208",
+    "run_id": "20260112_163543_execution_sim_A17_12sym_volfloor003"
+  },
+  "PEPE/USDT": {
+    "symbol": "PEPE/USDT",
+    "precision": 0.35795454545454547,
+    "recall": 0.05076551168412571,
+    "predicted_trades": 176.0,
+    "threshold": 0.6800000000000003,
+    "overrides": {},
+    "calibration_method": "identity",
+    "snapshot_id": "tinkered_20251208",
+    "run_id": "20260112_163543_execution_sim_A17_12sym_volfloor003"
+  },
+  "SOL/USDT": {
+    "symbol": "SOL/USDT",
+    "precision": 0.4235294117647059,
+    "recall": 0.04013377926421405,
+    "predicted_trades": 170.0,
+    "threshold": 0.5400000000000001,
+    "overrides": {},
+    "calibration_method": "identity",
+    "snapshot_id": "tinkered_20251208",
+    "run_id": "20260112_163543_execution_sim_A17_12sym_volfloor003"
+  },
+  "TRX/USDT": {
+    "symbol": "TRX/USDT",
+    "precision": 0.3805147058823529,
+    "recall": 0.07799547852298418,
+    "predicted_trades": 544.0,
+    "threshold": 0.5500000000000002,
+    "overrides": {},
+    "calibration_method": "identity",
+    "snapshot_id": "tinkered_20251208",
+    "run_id": "20260112_163543_execution_sim_A17_12sym_volfloor003"
+  },
+  "VET/USDT": {
+    "symbol": "VET/USDT",
+    "precision": 0.4011299435028249,
+    "recall": 0.029302517540239374,
+    "predicted_trades": 177.0,
+    "threshold": 0.5500000000000002,
+    "overrides": {},
+    "calibration_method": "identity",
+    "snapshot_id": "tinkered_20251208",
+    "run_id": "20260112_163543_execution_sim_A17_12sym_volfloor003"
+  },
+  "XMR/USDT": {
+    "symbol": "XMR/USDT",
+    "precision": 0.35784313725490197,
+    "recall": 0.04429611650485437,
+    "predicted_trades": 204.0,
+    "threshold": 0.5400000000000001,
+    "overrides": {},
+    "calibration_method": "identity",
+    "snapshot_id": "tinkered_20251208",
+    "run_id": "20260112_163543_execution_sim_A17_12sym_volfloor003"
+  },
+  "XRP/USDT": {
+    "symbol": "XRP/USDT",
+    "precision": 0.3422752111276701,
+    "recall": 0.4311639549436796,
+    "predicted_trades": 2013.0,
+    "threshold": 0.5600000000000002,
+    "overrides": {},
+    "calibration_method": "identity",
+    "snapshot_id": "tinkered_20251208",
+    "run_id": "20260112_163543_execution_sim_A17_12sym_volfloor003"
+  }
+}

results/20260218_170126_strict7_20260219_000020/artifacts/config/strict7_a23_baseline_contract.json

@@ -0,0 +1,78 @@
+{
+  "contract_id": "strict7_ssot_snapshot_20260218_v1",
+  "created_utc": "2026-02-18T00:00:00Z",
+  "source_reference": {
+    "snapshot_id": "tinkered_20251208",
+    "notes": "Strict7 baseline contract aligned to active SSOT runtime/training snapshot (XRP removed; fee-aware threshold metric enabled)."
+  },
+  "max_diff_keys_default": 0,
+  "tracked_values": {
+    "provenance.snapshot_id": "tinkered_20251208",
+    "training_pipeline.default_symbols": [
+      "ADA/USDT",
+      "BTC/USDT",
+      "PEPE/USDT",
+      "SOL/USDT",
+      "TRX/USDT",
+      "VET/USDT",
+      "XMR/USDT"
+    ],
+    "trading.symbols": [
+      "ADA/USDT",
+      "BTC/USDT",
+      "PEPE/USDT",
+      "SOL/USDT",
+      "TRX/USDT",
+      "VET/USDT",
+      "XMR/USDT"
+    ],
+    "training_pipeline.signal_selection.mode": "quantile",
+    "training_pipeline.signal_selection.top_pct": 0.06,
+    "training_pipeline.signal_selection.long_top_pct": 0.035,
+    "training_pipeline.signal_selection.short_top_pct": 0.055,
+    "training_pipeline.signal_selection.min_samples": 50,
+    "training_pipeline.signal_selection.live_window": 2000,
+    "training_pipeline.threshold_selection.metric": "cost_adjusted_expectancy",
+    "training_pipeline.threshold_selection.fbeta": 0.15,
+    "training_pipeline.threshold_selection.grid_min": 0.35,
+    "training_pipeline.threshold_selection.grid_max": 0.95,
+    "training_pipeline.threshold_selection.grid_step": 0.01,
+    "training_pipeline.dynamic_threshold.enabled": false,
+    "training_pipeline.optimization_trials": 600,
+    "training_pipeline.labeling.sl_atr": 1.11,
+    "strategy_rules.min_sep_pct": 0.00035,
+    "strategy_rules.min_distance_to_guide_atr": 0.15,
+    "strategy_rules.trend_filter.require_close_below_confirm_short": true,
+    "strategy_rules.stochastic_gate.require_cross": true,
+    "trading.signals.use_best_override_thresholds": false,
+    "trading.signals.discount_zone_ceiling": 0.4,
+    "trading.signals.premium_zone_floor": 0.55,
+    "trading.signals.ema_context.alignment_threshold_long": 0.35,
+    "trading.signals.ema_context.alignment_threshold_short": -0.2,
+    "trading.signals.ema_context.discount_confluence_min": 0.5,
+    "trading.signals.ema_context.premium_divergence_min": 0.5,
+    "trading.signals.ema_context.discount_proximity_max": 3.0,
+    "trading.signals.ema_context.premium_proximity_min": 0.4,
+    "trading.signals.ema_context.price_margin_pct": 0.015,
+    "trading.signals.ema_context.use_ema_anchor": true,
+    "trading.signals.breaker_fallback.enabled": true,
+    "trading.signals.breaker_fallback.min_signal_edge": 0.03,
+    "trading.signals.breaker_fallback.discount_flag_min": 0.4,
+    "trading.signals.breaker_fallback.premium_flag_min": 0.4,
+    "trading.signals.breaker_fallback.discount_proximity_max": 8.0,
+    "trading.signals.breaker_fallback.premium_proximity_min": 0.2,
+    "trading.signals.breaker_fallback.adr_discount_ceiling": 0.65,
+    "trading.signals.breaker_fallback.adr_premium_floor": 0.4,
+    "trading.order_model.stop_trigger": "close",
+    "evaluation.order_model.stop_trigger": "close",
+    "risk_management.position_risk_pct": 0.03,
+    "risk_management.position_sizing.risk_per_trade": 0.03,
+    "risk_management.position_sizing.min_volatility_floor": 0.004,
+    "risk_management.risk_limits.max_positions": 6,
+    "risk_management.risk_limits.emergency_stop_pct": 0.03,
+    "risk_management.stop_loss.atr_multiplier": 1.11,
+    "risk_management.stop_loss.atr_multiplier_short": 1.11,
+    "trading.ratchet.max_hold_hours": 6,
+    "trading.ratchet.adverse_action": "close"
+  }
+}

results/20260218_170126_strict7_20260219_000020/artifacts/config/strict7_a23_baseline_contract_diff.patch

@@ -0,0 +1,44 @@
+--- C:\RazorBot-Live\results\20260218_070858_strict8_20260218_140809\artifacts\config\strict7_a23_baseline_contract.json
++++ C:\RazorBot-Live\results\20260218_170126_strict7_20260219_000020\artifacts\config\strict7_a23_baseline_contract.json
+@@ -1,9 +1,9 @@
+ {
+-  "contract_id": "strict8_ssot_snapshot_20260216_v3",
+-  "created_utc": "2026-02-16T00:00:00Z",
++  "contract_id": "strict7_ssot_snapshot_20260218_v1",
++  "created_utc": "2026-02-18T00:00:00Z",
+   "source_reference": {
+     "snapshot_id": "tinkered_20251208",
+-    "notes": "Strict8 baseline contract aligned to active SSOT runtime/training snapshot (retuned risk and stop profile)."
++    "notes": "Strict7 baseline contract aligned to active SSOT runtime/training snapshot (XRP removed; fee-aware threshold metric enabled)."
+   },
+   "max_diff_keys_default": 0,
+   "tracked_values": {
+@@ -15,8 +15,7 @@
+       "SOL/USDT",
+       "TRX/USDT",
+       "VET/USDT",
+-      "XMR/USDT",
+-      "XRP/USDT"
++      "XMR/USDT"
+     ],
+     "trading.symbols": [
+       "ADA/USDT",
+@@ -25,8 +24,7 @@
+       "SOL/USDT",
+       "TRX/USDT",
+       "VET/USDT",
+-      "XMR/USDT",
+-      "XRP/USDT"
++      "XMR/USDT"
+     ],
+     "training_pipeline.signal_selection.mode": "quantile",
+     "training_pipeline.signal_selection.top_pct": 0.06,
+@@ -34,7 +32,7 @@
+     "training_pipeline.signal_selection.short_top_pct": 0.055,
+     "training_pipeline.signal_selection.min_samples": 50,
+     "training_pipeline.signal_selection.live_window": 2000,
+-    "training_pipeline.threshold_selection.metric": "fbeta",
++    "training_pipeline.threshold_selection.metric": "cost_adjusted_expectancy",
+     "training_pipeline.threshold_selection.fbeta": 0.15,
+     "training_pipeline.threshold_selection.grid_min": 0.35,
+     "training_pipeline.threshold_selection.grid_max": 0.95,

results/20260218_170126_strict7_20260219_000020/artifacts/config/unified_config_diff.patch

@@ -0,0 +1,28 @@
+--- C:\RazorBot-Live\results\20260218_070858_strict8_20260218_140809\artifacts\config\unified_config.py
++++ C:\RazorBot-Live\results\20260218_170126_strict7_20260219_000020\artifacts\config\unified_config.py
+@@ -83,7 +83,7 @@
+ SUPPORTED_EXCHANGES = ("kucoin", "binance", "bybit")
+ SUPPORTED_TIMEFRAMES = ("5m", "15m", "1h", "4h", "1d")
+ 
+-# Single Source of Truth roster (active 8-symbol production universe).
++# Single Source of Truth roster (active 7-symbol production universe).
+ CORE_SYMBOL_ROSTER = (
+     "ADA/USDT",
+     "BTC/USDT",
+@@ -92,7 +92,6 @@
+     "TRX/USDT",
+     "VET/USDT",
+     "XMR/USDT",
+-    "XRP/USDT",
+ )
+ 
+ 
+@@ -618,7 +617,7 @@
+             "per_symbol_overrides": {},
+         },
+         "threshold_selection": {  #  Threshold selection configuration
+-            "metric": "fbeta",
++            "metric": "cost_adjusted_expectancy",
+             "fbeta": 0.15,  # Conservative baseline from last stable execution-sim profile
+             "grid_min": 0.35,
+             "grid_max": 0.95,  # Wide grid

results/20260218_170126_strict7_20260219_000020/frontier_metrics.json

@@ -0,0 +1,66 @@
+[
+  {
+    "symbol": "ADA/USDT",
+    "total_trades": 511,
+    "win_rate_pct": 46.57534246575342,
+    "sharpe_ratio": 2.310306474451729,
+    "max_drawdown_pct": 2.106230553438067,
+    "return_pct": 31.311538459962524
+  },
+  {
+    "symbol": "BTC/USDT",
+    "total_trades": 36,
+    "win_rate_pct": 52.77777777777778,
+    "sharpe_ratio": 1.1452170874755108,
+    "max_drawdown_pct": 0.5385832993888718,
+    "return_pct": 2.5316771927181665
+  },
+  {
+    "symbol": "PEPE/USDT",
+    "total_trades": 286,
+    "win_rate_pct": 49.65034965034965,
+    "sharpe_ratio": 2.4115618704896735,
+    "max_drawdown_pct": 1.6592810558025841,
+    "return_pct": 11.595608687430332
+  },
+  {
+    "symbol": "SOL/USDT",
+    "total_trades": 320,
+    "win_rate_pct": 45.9375,
+    "sharpe_ratio": 1.9936601957646662,
+    "max_drawdown_pct": 2.728677839856153,
+    "return_pct": 15.933882766270152
+  },
+  {
+    "symbol": "TRX/USDT",
+    "total_trades": 86,
+    "win_rate_pct": 46.51162790697674,
+    "sharpe_ratio": 0.6416144406704948,
+    "max_drawdown_pct": 1.8498084507440145,
+    "return_pct": 3.722806328731554
+  },
+  {
+    "symbol": "VET/USDT",
+    "total_trades": 700,
+    "win_rate_pct": 45.57142857142858,
+    "sharpe_ratio": 2.2390154170512306,
+    "max_drawdown_pct": 2.7307763738964836,
+    "return_pct": 50.23408124648072
+  },
+  {
+    "symbol": "XMR/USDT",
+    "total_trades": 298,
+    "win_rate_pct": 44.63087248322148,
+    "sharpe_ratio": 0.4652029227339493,
+    "max_drawdown_pct": 3.6130112081537864,
+    "return_pct": 2.8514150432223686
+  },
+  {
+    "symbol": "portfolio",
+    "total_trades": 2237,
+    "win_rate_pct": 46.401430487259724,
+    "sharpe_ratio": 3.0717521793025377,
+    "max_drawdown_pct": 0.8425812980075649,
+    "return_pct": 16.88300138925938
+  }
+]

results/20260218_170126_strict7_20260219_000020/report.html

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+<!DOCTYPE html>
+<html lang="en">
+<head>
+    <meta charset="utf-8" />
+    <title>RazorBot Strategy Improvement – Run 20260218_170126_strict7_20260219_000020</title>
+    <style>
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+        a { color: #48b2ff; text-decoration: none; }
+        a:hover { text-decoration: underline; }
+        .anomaly-list li, .insight-list li { margin-bottom: 0.45rem; line-height: 1.55; }
+        .media-card { transition: transform 0.18s ease, box-shadow 0.18s ease; }
+        .media-card:hover { transform: translateY(-4px); box-shadow: 0 30px 80px rgba(0,0,0,0.6); }
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+        .modal-close:hover { color: #cbd5f5; }
+    </style>
+</head>
+<body>
+    <div class="container">
+        <header>
+            <h1>Strategy Improvement Report</h1>
+            <p class="meta">Run ID: <strong>20260218_170126_strict7_20260219_000020</strong></p>
+        </header>
+
+        
+
+        <section>
+            <h2>Performance Snapshot</h2>
+            <div class='card-grid'><div class='card'><div class='card-title'>Total Trades</div><div class='card-value'>2,237</div><div class='card-subtitle'>Observed during backtest</div></div><div class='card'><div class='card-title'>Total Return %</div><div class='card-value'>16.88</div><div class='card-subtitle'>Net of fees</div></div><div class='card'><div class='card-title'>Win Rate %</div><div class='card-value'>46.40</div><div class='card-subtitle'>Winning trade ratio</div></div><div class='card'><div class='card-title'>Sharpe Ratio</div><div class='card-value'>3.072</div><div class='card-subtitle'>Risk-adjusted performance</div></div><div class='card'><div class='card-title'>Max Drawdown %</div><div class='card-value'>0.84</div><div class='card-subtitle'>Worst equity pullback</div></div></div>
+            
+        </section>
+
+        <section><h2>Strategy Insights</h2><ul class='insight-list'><li>Best threshold candidate at <strong>0.350</strong> delivers precision 0.454, recall 0.925, F1 0.609, and 45,041 predicted trades.</li><li>Leading symbol by meta f1: <strong>BTC/USDT</strong> (0.058).</li></ul></section>
+
+        
+
+        <section>
+            <h2>Threshold Sweep Insights</h2>
+            <table class="dataframe data-table">
+  <thead>
+    <tr style="text-align: right;">
+      <th></th>
+      <th>threshold</th>
+      <th>precision</th>
+      <th>recall</th>
+      <th>f1</th>
+      <th>predicted_trades</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <th>count</th>
+      <td>407.000</td>
+      <td>407.000</td>
+      <td>407.000</td>
+      <td>407.000</td>
+      <td>407.000</td>
+    </tr>
+    <tr>
+      <th>mean</th>
+      <td>0.638</td>
+      <td>0.447</td>
+      <td>0.274</td>
+      <td>0.220</td>
+      <td>21897.334</td>
+    </tr>
+    <tr>
+      <th>std</th>
+      <td>0.172</td>
+      <td>0.117</td>
+      <td>0.313</td>
+      <td>0.193</td>
+      <td>27116.026</td>
+    </tr>
+    <tr>
+      <th>min</th>
+      <td>0.350</td>
+      <td>0.000</td>
+      <td>0.000</td>
+      <td>0.000</td>
+      <td>1.000</td>
+    </tr>
+    <tr>
+      <th>25%</th>
+      <td>0.490</td>
+      <td>0.353</td>
+      <td>0.012</td>
+      <td>0.023</td>
+      <td>604.500</td>
+    </tr>
+    <tr>
+      <th>50%</th>
+      <td>0.640</td>
+      <td>0.449</td>
+      <td>0.114</td>
+      <td>0.178</td>
+      <td>7181.000</td>
+    </tr>
+    <tr>
+      <th>75%</th>
+      <td>0.780</td>
+      <td>0.523</td>
+      <td>0.519</td>
+      <td>0.415</td>
+      <td>38324.500</td>
+    </tr>
+    <tr>
+      <th>max</th>
+      <td>0.950</td>
+      <td>1.000</td>
+      <td>0.993</td>
+      <td>0.609</td>
+      <td>98288.000</td>
+    </tr>
+  </tbody>
+</table>
+            <h3>Top Threshold Candidates</h3>
+            <table border="1" class="dataframe data-table">
+  <thead>
+    <tr style="text-align: right;">
+      <th>threshold</th>
+      <th>precision</th>
+      <th>recall</th>
+      <th>f1</th>
+      <th>predicted_trades</th>
+      <th>true_positives</th>
+      <th>balanced_accuracy</th>
+      <th>precision_cost</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>0.350</td>
+      <td>0.327</td>
+      <td>0.842</td>
+      <td>0.471</td>
+      <td>86,661</td>
+      <td>28,346</td>
+      <td>0.518</td>
+      <td>0.326</td>
+    </tr>
+    <tr>
+      <td>0.360</td>
+      <td>0.329</td>
+      <td>0.825</td>
+      <td>0.470</td>
+      <td>84,491</td>
+      <td>27,762</td>
+      <td>0.520</td>
+      <td>0.327</td>
+    </tr>
+    <tr>
+      <td>0.370</td>
+      <td>0.330</td>
+      <td>0.806</td>
+      <td>0.468</td>
+      <td>82,140</td>
+      <td>27,120</td>
+      <td>0.522</td>
+      <td>0.329</td>
+    </tr>
+    <tr>
+      <td>0.380</td>
+      <td>0.331</td>
+      <td>0.784</td>
+      <td>0.466</td>
+      <td>79,644</td>
+      <td>26,391</td>
+      <td>0.524</td>
+      <td>0.330</td>
+    </tr>
+    <tr>
+      <td>0.390</td>
+      <td>0.333</td>
+      <td>0.761</td>
+      <td>0.463</td>
+      <td>76,989</td>
+      <td>25,605</td>
+      <td>0.525</td>
+      <td>0.331</td>
+    </tr>
+    <tr>
+      <td>0.400</td>
+      <td>0.335</td>
+      <td>0.737</td>
+      <td>0.460</td>
+      <td>74,050</td>
+      <td>24,794</td>
+      <td>0.528</td>
+      <td>0.333</td>
+    </tr>
+    <tr>
+      <td>0.410</td>
+      <td>0.337</td>
+      <td>0.711</td>
+      <td>0.457</td>
+      <td>71,021</td>
+      <td>23,944</td>
+      <td>0.530</td>
+      <td>0.336</td>
+    </tr>
+    <tr>
+      <td>0.420</td>
+      <td>0.340</td>
+      <td>0.684</td>
+      <td>0.454</td>
+      <td>67,760</td>
+      <td>23,016</td>
+      <td>0.532</td>
+      <td>0.338</td>
+    </tr>
+    <tr>
+      <td>0.430</td>
+      <td>0.342</td>
+      <td>0.653</td>
+      <td>0.449</td>
+      <td>64,333</td>
+      <td>21,992</td>
+      <td>0.534</td>
+      <td>0.340</td>
+    </tr>
+    <tr>
+      <td>0.440</td>
+      <td>0.345</td>
+      <td>0.623</td>
+      <td>0.444</td>
+      <td>60,869</td>
+      <td>20,980</td>
+      <td>0.536</td>
+      <td>0.343</td>
+    </tr>
+  </tbody>
+</table>
+            <h3>Anomaly Watchlist</h3>
+            <div class="anomaly-list"><p>No anomalies detected.</p></div>
+        </section>
+
+        <section>
+            <h2>Calibration Diagnostics</h2>
+            <p>No calibration records available.</p>
+            
+        </section>
+
+        <section>
+            <h2>Dataset Coverage</h2>
+            <p>No dataset overview recorded.</p>
+        </section>
+
+        <section>
+            <h2>Holdout Probability Diagnostics</h2>
+            <p>No probability diagnostics recorded.</p>
+        </section>
+
+        <section>
+            <h2>Per-Symbol Metrics</h2>
+            <table border="1" class="dataframe data-table">
+  <thead>
+    <tr style="text-align: right;">
+      <th>symbol</th>
+      <th>brier_score</th>
+      <th>brier_sum_squared_error</th>
+      <th>brier_sample_count</th>
+      <th>meta_precision</th>
+      <th>meta_recall</th>
+      <th>meta_f1</th>
+      <th>probability_histogram</th>
+      <th>cost_adjusted_expectancy</th>
+      <th>net_pnl_total</th>
+      <th>average_fee_paid</th>
+      <th>total_fees_paid</th>
+      <th>breaker_hits</th>
+      <th>low_volatility_skips</th>
+      <th>notes</th>
+      <th>drift_status</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>ADA/USDT</td>
+      <td>0.2421</td>
+      <td>12,824.1052</td>
+      <td>52,970</td>
+      <td>0.0000</td>
+      <td>0.0000</td>
+      <td>0.0000</td>
+      <td>{'counts': [0, 52, 733, 7480, 25262, 15420, 3453, 534, 35, 1], 'bins': [0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0]}</td>
+      <td>1.2255</td>
+      <td>626.2308</td>
+      <td>0.5541</td>
+      <td>283.1284</td>
+      <td>0</td>
+      <td>994</td>
+      <td>Skipped entries when volatility fell below risk_management.position_sizing.min_volatility_floor.</td>
+      <td>compressed</td>
+    </tr>
+    <tr>
+      <td>BTC/USDT</td>
+      <td>0.2710</td>
+      <td>15,380.0160</td>
+      <td>56,748</td>
+      <td>0.2676</td>
+      <td>0.0328</td>
+      <td>0.0584</td>
+      <td>{'counts': [1414, 2747, 6638, 9538, 11552, 9275, 5950, 5259, 4169, 206], 'bins': [0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0]}</td>
+      <td>1.4065</td>
+      <td>50.6335</td>
+      <td>0.4868</td>
+      <td>17.5253</td>
+      <td>0</td>
+      <td>2,963</td>
+      <td>Skipped entries when volatility fell below risk_management.position_sizing.min_volatility_floor.</td>
+      <td>steady</td>
+    </tr>
+    <tr>
+      <td>PEPE/USDT</td>
+      <td>0.2306</td>
+      <td>5,716.2434</td>
+      <td>24,787</td>
+      <td>0.4571</td>
+      <td>0.0019</td>
+      <td>0.0039</td>
+      <td>{'counts': [3, 47, 397, 7761, 12986, 3178, 353, 27, 0, 35], 'bins': [0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0]}</td>
+      <td>0.8109</td>
+      <td>231.9122</td>
+      <td>0.5084</td>
+      <td>145.4137</td>
+      <td>0</td>
+      <td>284</td>
+      <td>Skipped entries when volatility fell below risk_management.position_sizing.min_volatility_floor.</td>
+      <td>compressed</td>
+    </tr>
+    <tr>
+      <td>SOL/USDT</td>
+      <td>0.2456</td>
+      <td>9,008.3184</td>
+      <td>36,672</td>
+      <td>0.4118</td>
+      <td>0.0006</td>
+      <td>0.0012</td>
+      <td>{'counts': [1, 1, 3, 354, 23069, 11743, 1223, 217, 32, 29], 'bins': [0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0]}</td>
+      <td>0.9959</td>
+      <td>318.6777</td>
+      <td>0.4975</td>
+      <td>159.1916</td>
+      <td>0</td>
+      <td>850</td>
+      <td>Skipped entries when volatility fell below risk_management.position_sizing.min_volatility_floor.</td>
+      <td>compressed</td>
+    </tr>
+    <tr>
+      <td>TRX/USDT</td>
+      <td>0.2222</td>
+      <td>13,109.5186</td>
+      <td>59,012</td>
+      <td>0.6667</td>
+      <td>0.0001</td>
+      <td>0.0002</td>
+      <td>{'counts': [1553, 10377, 13589, 13706, 11341, 6269, 1789, 330, 58, 0], 'bins': [0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0]}</td>
+      <td>0.8658</td>
+      <td>74.4561</td>
+      <td>0.4826</td>
+      <td>41.5057</td>
+      <td>0</td>
+      <td>2,487</td>
+      <td>Skipped entries when volatility fell below risk_management.position_sizing.min_volatility_floor.</td>
+      <td>steady</td>
+    </tr>
+    <tr>
+      <td>VET/USDT</td>
+      <td>0.2355</td>
+      <td>11,805.6777</td>
+      <td>50,139</td>
+      <td>1.0000</td>
+      <td>0.0001</td>
+      <td>0.0001</td>
+      <td>{'counts': [0, 0, 0, 5058, 32344, 10938, 1613, 186, 0, 0], 'bins': [0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0]}</td>
+      <td>1.4353</td>
+      <td>1,004.6816</td>
+      <td>0.6028</td>
+      <td>421.9481</td>
+      <td>0</td>
+      <td>271</td>
+      <td>Skipped entries when volatility fell below risk_management.position_sizing.min_volatility_floor.</td>
+      <td>compressed</td>
+    </tr>
+    <tr>
+      <td>XMR/USDT</td>
+      <td>0.2592</td>
+      <td>9,731.8572</td>
+      <td>37,547</td>
+      <td>0.4299</td>
+      <td>0.0163</td>
+      <td>0.0313</td>
+      <td>{'counts': [13, 47, 103, 965, 16943, 14640, 3292, 929, 373, 242], 'bins': [0.0, 0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9, 1.0]}</td>
+      <td>0.1914</td>
+      <td>57.0283</td>
+      <td>0.4828</td>
+      <td>143.8677</td>
+      <td>0</td>
+      <td>779</td>
+      <td>Skipped entries when volatility fell below risk_management.position_sizing.min_volatility_floor.</td>
+      <td>compressed</td>
+    </tr>
+  </tbody>
+</table>
+        </section>
+
+        <section>
+            <h2>Key Visualisations</h2>
+            <div class="figures">
+                <figure class='media-card'><img src='portfolio_equity.png' alt='Portfolio Equity' class='report-image' data-caption='Portfolio Equity' /><figcaption>Portfolio Equity</figcaption></figure><figure class='media-card'><img src='portfolio_drawdown.png' alt='Portfolio Drawdown' class='report-image' data-caption='Portfolio Drawdown' /><figcaption>Portfolio Drawdown</figcaption></figure><figure class='media-card'><img src='multi_metric_frontier.png' alt='Multi Metric Frontier' class='report-image' data-caption='Multi Metric Frontier' /><figcaption>Multi Metric Frontier</figcaption></figure><figure class='media-card'><img src='threshold_distribution.png' alt='Threshold Distribution' class='report-image' data-caption='Threshold Distribution' /><figcaption>Threshold Distribution</figcaption></figure><figure class='media-card'><img src='threshold_heatmap.png' alt='Threshold Heatmap' class='report-image' data-caption='Threshold Heatmap' /><figcaption>Threshold Heatmap</figcaption></figure>
+            </div>
+        </section>
+
+        <section>
+            <h2>Top Trades</h2>
+            <table border="1" class="dataframe data-table">
+  <thead>
+    <tr style="text-align: right;">
+      <th>symbol</th>
+      <th>entry_price</th>
+      <th>exit_price</th>
+      <th>size</th>
+      <th>pnl</th>
+      <th>net_pnl</th>
+      <th>fee</th>
+      <th>entry_fee</th>
+      <th>exit_fee</th>
+      <th>settlement_fee</th>
+      <th>reason</th>
+      <th>entry_time</th>
+      <th>exit_time</th>
+    </tr>
+  </thead>
+  <tbody>
+    <tr>
+      <td>VET/USDT</td>
+      <td>0.021767823</td>
+      <td>0.016141614</td>
+      <td>25344.07538086895066837433784</td>
+      <td>142.5910650045233180709637149</td>
+      <td>142.0146</td>
+      <td>0.5764677773845814943713069116</td>
+      <td>0.3310112081936477426069425703</td>
+      <td>0.2454565691909337517643643413</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>VET/USDT</td>
+      <td>0.052375237</td>
+      <td>0.066673332</td>
+      <td>9438.855081212870214136302711</td>
+      <td>134.9576466424143335443911991</td>
+      <td>134.2834</td>
+      <td>0.6742093142500625900253902452</td>
+      <td>0.2966173631323069949493777629</td>
+      <td>0.3775919511177555950760124823</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>VET/USDT</td>
+      <td>0.009209079</td>
+      <td>0.00810081</td>
+      <td>63275.08804771452965483188897</td>
+      <td>70.12581855555253406603088276</td>
+      <td>69.4686</td>
+      <td>0.6571708503426991272074089870</td>
+      <td>0.3496231707380153238235137583</td>
+      <td>0.3075476796046838033838952287</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>VET/USDT</td>
+      <td>0.03788628825</td>
+      <td>0.04419228033</td>
+      <td>10848.97669945764947172175932</td>
+      <td>68.41356114288447786409359824</td>
+      <td>67.8793</td>
+      <td>0.5342810868295540385821891158</td>
+      <td>0.2466164750719116759318664784</td>
+      <td>0.2876646117576423626503226374</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>VET/USDT</td>
+      <td>0.033463346</td>
+      <td>0.038236176</td>
+      <td>13908.14995154000270982007324</td>
+      <td>66.38123533320867113351054016</td>
+      <td>65.7829</td>
+      <td>0.5983246220578448149036823744</td>
+      <td>0.2792479404289598061117880252</td>
+      <td>0.3190766816288850087918943492</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>ADA/USDT</td>
+      <td>0.83078307</td>
+      <td>0.94040595</td>
+      <td>536.6050460465793271739341559</td>
+      <td>58.82419057015863999326892310</td>
+      <td>58.2539</td>
+      <td>0.5702573793805774277096758843</td>
+      <td>0.2674814325192411218568572652</td>
+      <td>0.3027759468613363058528186191</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>VET/USDT</td>
+      <td>0.044175582</td>
+      <td>0.039163916</td>
+      <td>9985.558967996740997650557810</td>
+      <td>50.04428637090435496873138046</td>
+      <td>49.5450</td>
+      <td>0.4993148829853478762281300003</td>
+      <td>0.2646707274039452446046844143</td>
+      <td>0.2346441555814026316234455860</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>ADA/USDT</td>
+      <td>1.14018597</td>
+      <td>1.01790178</td>
+      <td>400.3017847626840168929317555</td>
+      <td>48.95057950525915723169847645</td>
+      <td>48.4322</td>
+      <td>0.5183318267996910203864574499</td>
+      <td>0.2738510872514232573627382679</td>
+      <td>0.2444807395482677630237191820</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>SOL/USDT</td>
+      <td>106.4486438</td>
+      <td>118.9271061</td>
+      <td>3.849938998748754330808223847</td>
+      <td>48.04131865318607808895214980</td>
+      <td>47.5207</td>
+      <td>0.5206097333473534013980656735</td>
+      <td>0.2458924710777208772723471918</td>
+      <td>0.2747172622696325241257184817</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>VET/USDT</td>
+      <td>0.01980198</td>
+      <td>0.021477852</td>
+      <td>27745.34609110309437453983835</td>
+      <td>46.49764864438912497564882798</td>
+      <td>45.8105</td>
+      <td>0.6871939352535554582766897626</td>
+      <td>0.3296476730334609916456502329</td>
+      <td>0.3575462622200944666310395297</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>ADA/USDT</td>
+      <td>0.34233423</td>
+      <td>0.37506249</td>
+      <td>1238.795195760037206642986002</td>
+      <td>40.54361125358539530868537305</td>
+      <td>40.0104</td>
+      <td>0.5332245661140051594741842212</td>
+      <td>0.2544491996809269611444864987</td>
+      <td>0.2787753664330781983296977225</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>VET/USDT</td>
+      <td>0.011091109</td>
+      <td>0.011848815</td>
+      <td>52592.35065917629255435404699</td>
+      <td>39.84953964856183192618938753</td>
+      <td>39.1257</td>
+      <td>0.7238787162617124322791886243</td>
+      <td>0.3499844962362876665617374959</td>
+      <td>0.3738942200254247657174511284</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>ADA/USDT</td>
+      <td>0.46175382</td>
+      <td>0.42594259</td>
+      <td>1097.625119987158304569187400</td>
+      <td>39.30730562563772309133722089</td>
+      <td>38.7227</td>
+      <td>0.5846147271230518038406525509</td>
+      <td>0.3040995552492172188477274417</td>
+      <td>0.2805151718738345849929251092</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>VET/USDT</td>
+      <td>0.026672667</td>
+      <td>0.028587141</td>
+      <td>20581.58417181348913134014486</td>
+      <td>39.40290777574845779123329249</td>
+      <td>38.7205</td>
+      <td>0.6824006338021514527247659127</td>
+      <td>0.3293794445683511890250129686</td>
+      <td>0.3530211892338002636997529441</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>ADA/USDT</td>
+      <td>0.687148708</td>
+      <td>0.7530526872</td>
+      <td>582.8559876002294790178966638</td>
+      <td>38.41252888340098150042229816</td>
+      <td>37.9089</td>
+      <td>0.5036580039255146373130463406</td>
+      <td>0.2403052432977370242063964808</td>
+      <td>0.2633527606277776131066498598</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>ADA/USDT</td>
+      <td>0.99239923</td>
+      <td>1.07339265</td>
+      <td>472.1153751101712446952133048</td>
+      <td>38.23823886475564589352218319</td>
+      <td>37.6531</td>
+      <td>0.5851752649954475176205188320</td>
+      <td>0.2811161608382970650422027610</td>
+      <td>0.3040591041571504525783160710</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>VET/USDT</td>
+      <td>0.022677732</td>
+      <td>0.020812081</td>
+      <td>19753.27895899649647910392799</td>
+      <td>36.85272464313077265273672236</td>
+      <td>36.3373</td>
+      <td>0.5154398448381553797188329415</td>
+      <td>0.2687757398120169216552374875</td>
+      <td>0.2466641050261384580635954540</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>SOL/USDT</td>
+      <td>157.8562128</td>
+      <td>143.6993685</td>
+      <td>2.582263292987510925970659933</td>
+      <td>36.55669938042947402351545904</td>
+      <td>36.0895</td>
+      <td>0.4672175450319006425527101736</td>
+      <td>0.2445757823300791634834097245</td>
+      <td>0.2226417627018214790693004491</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>XMR/USDT</td>
+      <td>210.341032</td>
+      <td>228.937104</td>
+      <td>1.893768679753403104897396878</td>
+      <td>35.21665872003922638369554496</td>
+      <td>34.7175</td>
+      <td>0.4991347053943535133455645830</td>
+      <td>0.2390023550811649887576736280</td>
+      <td>0.2601323503131885245878909550</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>VET/USDT</td>
+      <td>0.04040404</td>
+      <td>0.043275672</td>
+      <td>12103.36248564712984414267064</td>
+      <td>34.75640302138383876859510558</td>
+      <td>34.1487</td>
+      <td>0.6076835322183335753906781396</td>
+      <td>0.2934148452027516360647605381</td>
+      <td>0.3142686870155819393259176015</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>ADA/USDT</td>
+      <td>1.01280127</td>
+      <td>1.0856481604378132325625</td>
+      <td>474.2664944392956298792930378</td>
+      <td>34.54883935874512745385052385</td>
+      <td>33.9517</td>
+      <td>0.5971345530791269386889478367</td>
+      <td>0.2882026247319399311083187612</td>
+      <td>0.3089319283471870075806290755</td>
+      <td>0E-26</td>
+      <td>Take-profit L1</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>PEPE/USDT</td>
+      <td>0.0000049045095</td>
+      <td>0.0000045224522</td>
+      <td>87729087.41038716116343233497</td>
+      <td>33.51753826747651074876581663</td>
+      <td>33.0213</td>
+      <td>0.4962112481962031702756424374</td>
+      <td>0.2581608855783445383624509637</td>
+      <td>0.2380503626178586319131914737</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>SOL/USDT</td>
+      <td>243.2903266</td>
+      <td>263.1306843</td>
+      <td>1.668509692144715980278520702</td>
+      <td>33.10382911806804521363199635</td>
+      <td>32.5968</td>
+      <td>0.5069810189954249134956197505</td>
+      <td>0.2435593607622920431837202764</td>
+      <td>0.2634216582331328703118994741</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>ADA/USDT</td>
+      <td>0.41045895</td>
+      <td>0.37893789</td>
+      <td>1025.103154471503618439340813</td>
+      <td>32.31233803828553384704356813</td>
+      <td>31.8268</td>
+      <td>0.4855279144883020958667488217</td>
+      <td>0.2524576586556367080874874813</td>
+      <td>0.2330702558326653877792613404</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+    <tr>
+      <td>ADA/USDT</td>
+      <td>0.80968096</td>
+      <td>0.86231376</td>
+      <td>597.5012180136019936425089680</td>
+      <td>31.44816210746631101098744601</td>
+      <td>30.8488</td>
+      <td>0.5994113290273868529310491372</td>
+      <td>0.2902712158814535331622283348</td>
+      <td>0.3091401131459333197688208024</td>
+      <td>0E-26</td>
+      <td>max_hold_time</td>
+      <td>None</td>
+      <td>None</td>
+    </tr>
+  </tbody>
+</table>
+        </section>
+
+        
+
+        <section><h2>Downloadable Artifacts</h2><ul><li><a href="..\ml_training_summary_20260218_170126_strict7_20260219_000020.json">ML Run Summary JSON</a></li><li><a href="frontier_metrics.json">Frontier Metrics Json</a></li><li><a href="threshold_sweep.csv">Threshold Csv</a></li></ul></section>
+    </div>
+
+    <div id="report-modal" class="modal">
+        <span class="modal-close" id="modal-close">&times;</span>
+        <img class="modal-content" id="modal-image" src="" alt="Report visual" />
+        <div id="modal-caption" class="modal-caption"></div>
+    </div>
+
+    <script>
+    (function() {
+        const modal = document.getElementById('report-modal');
+        const modalImg = document.getElementById('modal-image');
+        const modalCaption = document.getElementById('modal-caption');
+        const closeBtn = document.getElementById('modal-close');
+
+        document.querySelectorAll('.report-image').forEach(img => {
+            img.addEventListener('click', () => {
+                modal.style.display = 'block';
+                modalImg.src = img.src;
+                modalCaption.textContent = img.dataset.caption || img.alt || '';
+            });
+        });
+
+        closeBtn.addEventListener('click', () => { modal.style.display = 'none'; });
+        modal.addEventListener('click', (evt) => {
+            if (evt.target === modal) {
+                modal.style.display = 'none';
+            }
+        });
+        document.addEventListener('keydown', (evt) => {
+            if (evt.key === 'Escape') {
+                modal.style.display = 'none';
+            }
+        });
+    })();
+    </script>
+</body>
+</html>

results/20260218_170126_strict7_20260219_000020/threshold_sweep.csv

@@ -0,0 +1,408 @@
+run_id,symbol,calibration_method,threshold,precision,recall,f1,balanced_accuracy,precision_cost,predicted_trades,true_positives,cost_adjusted_expectancy
+20260218_170126_strict7_20260219_000020,ADA/USDT,identity,0.35,0.32709061746344953,0.8421271538918598,0.4711729457035762,0.5176447380505843,0.3256906174634495,86661,28346,-0.0014862997661855798
+20260218_170126_strict7_20260219_000020,ADA/USDT,identity,0.36,0.32857937531808123,0.8247771836007131,0.4699410076935447,0.5199415831114418,0.3271793753180812,84491,27762,-0.0014642368239390516
+20260218_170126_strict7_20260219_000020,ADA/USDT,identity,0.37,0.3301680058436815,0.8057040998217468,0.4683937823834196,0.5222277762930749,0.3287680058436815,82140,27120,-0.0014479914173039544
+20260218_170126_strict7_20260219_000020,ADA/USDT,identity,0.38,0.33136206117221634,0.7840463458110517,0.4658441008260962,0.5236228740511344,0.3299620611722163,79644,26391,-0.0014281483855145584
+20260218_170126_strict7_20260219_000020,ADA/USDT,identity,0.39,0.332579978958033,0.7606951871657754,0.4628148469484586,0.5248768979162763,0.331179978958033,76989,25605,-0.001414762341317818
+20260218_170126_strict7_20260219_000020,ADA/USDT,identity,0.4,0.3348278190411884,0.7366013071895425,0.4603843654256801,0.5275513038797898,0.3334278190411884,74050,24794,-0.0013839634384872892
+20260218_170126_strict7_20260219_000020,ADA/USDT,identity,0.41000000000000003,0.33713971923797187,0.7113487819370172,0.457466015800384,0.5299992014173436,0.33573971923797186,71021,23944,-0.0013495482828716357
+20260218_170126_strict7_20260219_000020,ADA/USDT,identity,0.42000000000000004,0.3396694214876033,0.6837789661319074,0.45387497535002963,0.5323538142408941,0.3382694214876033,67760,23016,-0.0013050887232123978
+20260218_170126_strict7_20260219_000020,ADA/USDT,identity,0.43000000000000005,0.3418463308100042,0.653357100415924,0.44884838712969294,0.5337666569100484,0.3404463308100042,64333,21992,-0.0012610604012262458
+20260218_170126_strict7_20260219_000020,ADA/USDT,identity,0.44000000000000006,0.3446746291215561,0.6232917409387998,0.44388494536068296,0.5356967310593606,0.3432746291215561,60869,20980,-0.0012186530834854908
+20260218_170126_strict7_20260219_000020,ADA/USDT,identity,0.45000000000000007,0.34829753797799895,0.5926024955436721,0.43873309138898053,0.5381035057827941,0.34689753797799894,57270,19947,-0.0011700958924787434
+20260218_170126_strict7_20260219_000020,ADA/USDT,identity,0.4600000000000001,0.3503719031374084,0.5583778966131907,0.430569396240679,0.5381130724971981,0.3489719031374084,53643,18795,-0.0011342477872381019
+20260218_170126_strict7_20260219_000020,ADA/USDT,identity,0.4700000000000001,0.35364613451913296,0.5268865121806299,0.4232242360605663,0.5392056115056671,0.35224613451913295,50149,17735,-0.0010724121604295685
+20260218_170126_strict7_20260219_000020,ADA/USDT,identity,0.4800000000000001,0.35746713428147253,0.49358288770053477,0.41463992912137965,0.5402014278006797,0.3560671342814725,46477,16614,-0.0010103949536280161
+20260218_170126_strict7_20260219_000020,ADA/USDT,identity,0.4900000000000001,0.3610375122019244,0.46149732620320855,0.4051326187309287,0.5405610489558298,0.3596375122019244,43026,15534,-0.000950908952866869
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+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.35,0.28812846715328466,0.8203158769742311,0.4264649956784788,0.5448007570972311,0.28672846715328465,85625,24671,-0.0019825227312604277
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+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.6400000000000002,0.3671846323259513,0.0997838736492103,0.15692323781635642,0.5188910617032271,0.36578463232595126,8173,3001,-0.0011905691231106318
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.6500000000000002,0.3704908756542651,0.08708229426433915,0.14101873788498814,0.516867927045137,0.36909087565426507,7069,2619,-0.001186038523487071
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.6600000000000003,0.37807089859851606,0.07624272651704073,0.12689540675152186,0.515512062995984,0.37667089859851605,6065,2293,-0.0010423498078990414
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.6700000000000003,0.38361159086547686,0.06646716541978387,0.11330272629371421,0.5139809123908922,0.38221159086547685,5211,1999,-0.0009707340994766088
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.6800000000000003,0.3937095694847201,0.058686616791354944,0.10214711499508072,0.5130516652054404,0.39230956948472007,4483,1765,-0.0008649133860589429
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.6900000000000003,0.40351337178814894,0.05117206982543641,0.09082593171825665,0.5119497257671004,0.40211337178814893,3814,1539,-0.0007568008582831299
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.7000000000000003,0.4121212121212121,0.04522028262676642,0.08149812734082397,0.5109818161518453,0.4107212121212121,3300,1360,-0.0006999033084926837
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.7100000000000003,0.4229403409090909,0.039600997506234414,0.07242102702867045,0.5100602779348188,0.42154034090909087,2816,1191,-0.0006892359969978586
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.7200000000000003,0.4289297658862876,0.0341147132169576,0.06320263652323897,0.5088695771390661,0.4275297658862876,2392,1026,-0.0005828105688105572
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.7300000000000003,0.43106022896963664,0.02879467996674979,0.053983293853634214,0.5075462185093349,0.4296602289696366,2009,866,-0.0006220001096588826
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.7400000000000003,0.4365781710914454,0.024605153782211137,0.046584828454516836,0.5065783240409671,0.4351781710914454,1695,740,-0.0004966432412061491
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.7500000000000003,0.4475330090340514,0.02141313383208645,0.04087072412261217,0.5059413511926295,0.4461330090340514,1439,644,-0.0003230029035654542
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.7600000000000003,0.45336577453365773,0.018586866167913548,0.035709722754567526,0.5052534891876287,0.4519657745336577,1233,559,-0.00025259196884703616
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.7700000000000004,0.4701923076923077,0.016259351620947632,0.03143178531255022,0.5048269917053154,0.4687923076923077,1040,489,4.3420949570057094e-05
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.7800000000000004,0.47202797202797203,0.013466334164588529,0.02618562700029095,0.5040178932172548,0.470627972027972,858,405,0.00022924875646303917
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.7900000000000004,0.4848901098901099,0.011737323358270988,0.022919845469597116,0.5036209184133743,0.4834901098901099,728,353,0.000615116488983542
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.8000000000000004,0.4863481228668942,0.009476309226932668,0.01859039170281465,0.5029339660188153,0.4849481228668942,586,285,0.0004006120187020894
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.8100000000000004,0.4824016563146998,0.007747298420615129,0.01524968911577983,0.5023751536998001,0.48100165631469977,483,233,5.058573422492599e-05
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.8200000000000004,0.48258706467661694,0.006450540315876974,0.012730911835154377,0.5019785218931963,0.4811870646766169,402,194,0.00018119429041662627
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.8300000000000004,0.49107142857142855,0.005486284289276808,0.010851336687382855,0.5017181712154514,0.48967142857142854,336,165,0.00015860163431182244
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.8400000000000004,0.5112781954887218,0.004522028262676642,0.008964767146765102,0.5014817964658744,0.5098781954887218,266,136,0.0009122722487896258
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.8500000000000004,0.5221674876847291,0.0035245220282626765,0.007001783473148821,0.5011808447560544,0.5207674876847291,203,106,0.0015151658026268326
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.8600000000000004,0.4968944099378882,0.002660016625103907,0.005291705252017462,0.5008444957671475,0.4954944099378882,161,80,0.00016463064046080855
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.8700000000000004,0.4732824427480916,0.0020615128844555276,0.004105144673243726,0.5006171716813277,0.4718824427480916,131,62,-0.0006732814929488552
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.8800000000000004,0.494949494949495,0.001629260182876143,0.003247829256976205,0.5005149309893366,0.49354949494949496,99,49,-0.000710048523763965
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.8900000000000005,0.5072463768115942,0.0011637572734829592,0.0023221868365180466,0.5003780832473125,0.5058463768115943,69,35,-0.0021471063209052704
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.9000000000000005,0.5555555555555556,0.0008312551953449709,0.0016600265604249668,0.5002957479568318,0.5541555555555556,45,25,-0.00226516237281666
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.9100000000000005,0.5,0.0005320033250207814,0.0010628757431826487,0.5001700979498379,0.4986,32,16,-0.005337574339813059
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.9200000000000005,0.6190476190476191,0.00043225270157938486,0.0008639021796916533,0.5001681744944535,0.6176476190476191,21,13,-0.00206709756585196
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.9300000000000005,0.46153846153846156,0.00019950124688279303,0.00039883009837809097,0.5000577927491472,0.46013846153846155,13,6,-0.005509791993409247
+20260218_170126_strict7_20260219_000020,BTC/USDT,identity,0.9400000000000005,0.0,0.0,0.0,0.4999880120359159,-0.0014,2,0,-0.013095361756514315
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.35,0.45387535800714907,0.9248133906356028,0.6089119232716768,0.5145677847836281,0.45247535800714905,45041,20443,-0.0005156376488307262
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.36,0.455363008268207,0.9093870165121013,0.6068528301886792,0.5169591019639486,0.453963008268207,44145,20102,-0.0005037704345098129
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.37,0.4572923661117414,0.8934630174168741,0.6049560449658468,0.5199937160419403,0.4558923661117414,43189,19750,-0.0005121218937545002
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.38,0.4595774982197959,0.8759104275050893,0.6028489141433797,0.5234338577462817,0.45817749821979586,42130,19362,-0.0005183502926937193
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.39,0.462912356041382,0.8582673603257182,0.6014360665092171,0.5283762975025524,0.46151235604138197,40984,18972,-0.0004955976156929278
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.4,0.46570996978851964,0.8368242479077131,0.5983987060250708,0.5320377293137954,0.4643099697885196,39720,18498,-0.0004896904646322261
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.41000000000000003,0.4685913622992216,0.81429540827867,0.5948643378829438,0.5355022174845632,0.4671913622992216,38413,18000,-0.0004866587092943127
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.42000000000000004,0.47172715489306544,0.7902736937344492,0.5907976393797453,0.5389667270696789,0.4703271548930654,37032,17469,-0.0004644274185702606
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.43000000000000005,0.47508277681126887,0.7659353087536757,0.5864260603016817,0.5423821393202162,0.47368277681126886,35638,16931,-0.00043707297200016107
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.44000000000000006,0.4791581528402125,0.7425921737163538,0.582474318258432,0.5464408270540768,0.4777581528402125,34258,16415,-0.0004238097059577891
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.45000000000000007,0.48228202630297123,0.7166704365528161,0.5765654286390188,0.5487186432481883,0.4808820263029712,32848,15842,-0.0004177957103389629
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.4600000000000001,0.48644180945417553,0.692241574304456,0.5713752287069191,0.551997785295184,0.4850418094541755,31457,15302,-0.0003923444346271808
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.4700000000000001,0.4903964581738291,0.6664555530422981,0.5650289571587466,0.5545073162655324,0.4889964581738291,30041,14732,-0.00035409424545613903
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.4800000000000001,0.4947578108618159,0.640443338611174,0.5582523314734124,0.5570129885350958,0.4933578108618159,28614,14157,-0.0003065587613856611
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.4900000000000001,0.49898527729604075,0.6117620447862474,0.5496484168597325,0.5586756915843992,0.49758527729604074,27101,13523,-0.0002973489336942439
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.5000000000000001,0.50158011782607,0.5815878760461434,0.538629126864421,0.5582082773159385,0.5001801178260701,25631,12856,-0.00033190023453052823
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.5100000000000001,0.5038186847211328,0.5520922868129382,0.5268520117423589,0.5572244560452922,0.5024186847211328,24223,12204,-0.0003484114033402491
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.5200000000000001,0.5083882301273606,0.5236824247907713,0.5159220055710307,0.558039734042693,0.5069882301273606,22770,11576,-0.00035134783603133846
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.5300000000000001,0.5112201963534362,0.494684460529292,0.5028164156799633,0.5569952179207651,0.5098201963534362,21390,10935,-0.0003873514331223114
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.5400000000000001,0.516064458012211,0.4665007916760914,0.4900325516192649,0.5571953399446619,0.5146644580122111,19982,10312,-0.0003486640564151376
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.5500000000000002,0.5206616022843596,0.43718615697805924,0.47528648010623126,0.5566115032787466,0.5192616022843597,18561,9664,-0.0003401930037058873
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.5600000000000002,0.5256537184788306,0.40832390861795975,0.4596191058152561,0.5558715271888546,0.5242537184788306,17171,9026,-0.0002755037947009347
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.5700000000000002,0.5301699627219308,0.37959737615924,0.4424232837709585,0.5544165375498162,0.5287699627219309,15827,8391,-0.0002107489573022368
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.5800000000000002,0.5328824787799323,0.3493327301515494,0.42201333479068753,0.551427825950406,0.5314824787799324,14491,7722,-0.0001952176444946932
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.5900000000000002,0.5362583790371724,0.31847998190454646,0.3996253512332188,0.5483999516266351,0.5348583790371725,13128,7040,-0.00020922341414609277
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.6000000000000002,0.5369508168966393,0.28694865415064463,0.3740196945574621,0.5438857897705851,0.5355508168966393,11813,6343,-0.00026240769492974383
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.6100000000000002,0.53764761454889,0.25745306491743947,0.3481798715203426,0.5396248319889969,0.53624761454889,10585,5691,-0.0003444440937951528
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.6200000000000002,0.5395607859619628,0.23230038452838725,0.3247738915944596,0.5363701245367057,0.5381607859619628,9517,5135,-0.00034131828242171315
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.6300000000000002,0.5437574316290131,0.20687627233657543,0.2997214484679666,0.5335805095433742,0.5423574316290132,8410,4573,-0.0001948057595134241
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+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.6500000000000002,0.5416098226466576,0.161637638543316,0.24897219705943838,0.5257629258878325,0.5402098226466576,6597,3573,-0.0003052603029238608
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.6600000000000003,0.543205634770658,0.14304456005428637,0.22645563274367975,0.52311169123495,0.541805634770658,5821,3162,-0.00011316035560316059
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.6700000000000003,0.5404129793510325,0.12431576566387695,0.2021331371827878,0.5196097271315416,0.5390129793510325,5085,2748,-0.00017165108773529764
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.6800000000000003,0.5417322834645669,0.10893463017416874,0.18139359698681734,0.5173810535715908,0.540332283464567,4445,2408,-1.6108848404344962e-05
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.6900000000000003,0.5392615704628185,0.09382492648722009,0.15983969789218141,0.5146508749247811,0.5378615704628186,3846,2074,-9.124605944392278e-05
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.7000000000000003,0.5395377128953771,0.08025333634924225,0.13972354585909502,0.512562308854809,0.5381377128953772,3288,1774,-5.745764858978942e-05
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.7100000000000003,0.5445329471397538,0.0680389052250622,0.12096352595809709,0.5111159096638365,0.5431329471397538,2762,1504,0.00021981922340251763
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.7200000000000003,0.5459719789842382,0.056412576340194524,0.10225921521997622,0.5093263406042814,0.5445719789842383,2284,1247,0.00037936602323667876
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.7300000000000003,0.5460385438972163,0.04614340646912463,0.08509573269928669,0.5076327490052356,0.5446385438972163,1868,1020,0.0006631878523955493
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.7400000000000003,0.5549668874172186,0.03790997511875142,0.07097183993224646,0.5067203445851922,0.5535668874172186,1510,838,0.0012297338723857825
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.7500000000000003,0.5622389306599833,0.030445600542863605,0.05776328212170629,0.5056826917618007,0.5608389306599834,1197,673,0.0012534639795672394
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.7600000000000003,0.5564853556485355,0.024066953178014026,0.04613850223320758,0.5043139994743436,0.5550853556485356,956,532,0.000969930080849503
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.7700000000000004,0.5591397849462365,0.018819271657995927,0.03641297212131822,0.5034379648535037,0.5577397849462365,744,416,0.0013882601952090433
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.7800000000000004,0.5605786618444847,0.014023976475910428,0.027363403654338425,0.5025878539481835,0.5591786618444847,553,310,0.0017355840444258739
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.7900000000000004,0.573170731707317,0.01063107894141597,0.020874972240728405,0.5021294345295144,0.5717707317073171,410,235,0.002653888750198283
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.8000000000000004,0.5743243243243243,0.007690567744854105,0.015177893844024818,0.5015512883147677,0.5729243243243244,296,170,0.0036643705927555835
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.8100000000000004,0.5887445887445888,0.006152454195883284,0.012177650429799427,0.5013466272727223,0.5873445887445888,231,136,0.0026640127698074273
+20260218_170126_strict7_20260219_000020,PEPE/USDT,identity,0.8200000000000004,0.5852272727272727,0.004659579280705723,0.009245545532067682,0.5010007287220264,0.5838272727272728,176,103,0.002579166017290249
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results/ml_training_summary_20260218_170126_strict7_20260219_000020.json

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