diff --git a/TradingBot_V1.6_Adaptive_Complete_CORRECTED.ipynb b/TradingBot_V1.6_Adaptive_Complete_CORRECTED.ipynb
index 36debc9..47fa00b 100644
--- a/TradingBot_V1.6_Adaptive_Complete_CORRECTED.ipynb
+++ b/TradingBot_V1.6_Adaptive_Complete_CORRECTED.ipynb
@@ -45,19 +45,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "📦 Installing python-telegram-bot...\n",
-      "\n",
-      "✅ python-telegram-bot installed!\n",
-      "✅ Version: 22.6\n",
-      "\n",
-      "🎯 Now restart kernel and run Cell 17 again!\n"
+      "📦 Installing python-telegram-bot...\n"
      ]
     }
    ],
@@ -86,17 +81,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ All imports successful - V1.6 Adaptive Complete (CORRECTED)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Standard Imports\n",
     "import pandas as pd\n",
@@ -127,17 +114,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Infrastructure modules loaded\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# INFRASTRUCTURE IMPORTS (V1.8)\n",
@@ -164,23 +143,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ TRADING CONFIGURATION LOADED\n",
-      "\n",
-      "📊 Lot Sizing: 0.01 - 0.2 lots\n",
-      "⚠️  Max Risk: 2.0% per trade\n",
-      "🎯 Confidence Threshold: 70%\n",
-      "🛡️  News Filter: ENABLED\n",
-      "🌍 Primary Symbol: XAUUSD\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ============================================================================\n",
     "# CENTRALIZED TRADING CONFIGURATION\n",
@@ -290,17 +255,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Adaptive Rhythm Manager defined\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "class AdaptiveRhythmManager:\n",
     "    \"\"\"\n",
@@ -456,37 +413,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Login successful: True\n",
-      "Symbol: XAUUSD\n",
-      "Strategy: TradingBot_V1.6\n",
-      "Max Positions: 1\n",
-      "Version: V1.6 COMPLETE - Adaptive + Full Features! 🚀🛡️⚡\n",
-      "\n",
-      "\n",
-      "╔════════════════════════════════════════════════════════╗\n",
-      "║   ADAPTIVE RHYTHM STATUS - 11:36:30 UTC       ║\n",
-      "╠════════════════════════════════════════════════════════╣\n",
-      "║ Aktuelles Intervall:   5 Minuten                      ║\n",
-      "║ Trading Session:      LONDON                      ║\n",
-      "║ Volatilitätslevel:    HIGH                        ║\n",
-      "║ ATR (H1):              28.52                         ║\n",
-      "╠════════════════════════════════════════════════════════╣\n",
-      "║ INTERVALL-SCHEMA:                                      ║\n",
-      "║   • Overlap (13-16 UTC):  5-15 Min (aktivste Phase)    ║\n",
-      "║   • London/NY:            5-30 Min (volatilitätsabh.)  ║\n",
-      "║   • Asian Session:        15-30 Min (ruhigere Phase)   ║\n",
-      "╚════════════════════════════════════════════════════════╝\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# MT5 Login\n",
     "mt.initialize()\n",
@@ -513,23 +442,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🔧 Initializing Infrastructure...\n",
-      "✅ Database initialized: trading_bot.db\n",
-      "✅ Telegram Bot connected: @Xausd_digger_bot\n",
-      "✅ Telegram notifications enabled\n",
-      "✅ Infrastructure ready!\n",
-      "   Database: ✅\n",
-      "   Telegram: ✅\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# INITIALIZE INFRASTRUCTURE (V1.8)\n",
@@ -563,40 +478,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:36:31,534 - INFO - 🎯 Advanced Position Manager initialized\n",
-      "2026-01-27 11:36:31,535 - INFO -    Adaptive Sizing: ✅\n",
-      "2026-01-27 11:36:31,536 - INFO -    Trailing Stop: ✅\n",
-      "2026-01-27 11:36:31,537 - INFO -    Partial TP: ✅\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🎯 Initializing Advanced Position Management...\n",
-      "✅ Advanced Position Management activated!\n",
-      "   📊 Adaptive Position Sizing: ACTIVE\n",
-      "       • High Confidence (≥80%): 1.5x risk\n",
-      "       • Medium Confidence (≥70%): 1.0x risk\n",
-      "       • Low Confidence (<70%): 0.5x risk\n",
-      "\n",
-      "   📈 Trailing Stop-Loss: ACTIVE\n",
-      "       • Break-Even at 50% progress to TP\n",
-      "       • Lock 50% profit at 75% progress\n",
-      "\n",
-      "   🎯 Partial Take Profit: ACTIVE\n",
-      "       • TP1 at 1.5R (close 50%)\n",
-      "       • TP2 at 2.5R (let 50% run)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# ADVANCED POSITION MANAGEMENT SETUP\n",
@@ -632,24 +516,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🔧 Initializing Position Monitor...\n",
-      "✅ Position Monitor ready!\n",
-      "   Will check for closed positions every minute\n",
-      "   Closed trades will be automatically logged with:\n",
-      "   • Exit price & time\n",
-      "   • Profit/Loss calculation\n",
-      "   • Exit reason (TP/SL/Manual)\n",
-      "   • Telegram notification\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# POSITION MONITOR SETUP (V1.8)\n",
@@ -680,17 +549,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Position Control functions defined (COMPLETE with close function!)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "def check_existing_positions(symbol=\"XAUUSD\", strategy_name=\"TradingBot_V1.6\"):\n",
     "    \"\"\"\n",
@@ -812,17 +673,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Helper functions defined (with robust MT5 retry logic)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import time\n",
     "\n",
@@ -936,17 +789,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Market analysis functions defined (with RELAXED thresholds)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "def detect_market_regime(df, lookback=50):\n",
     "    \"\"\"Market Regime Detection\"\"\"\n",
@@ -1051,17 +896,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Enhanced trend wrapper ready (retries handled in get_rates)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# SIMPLIFIED: get_rates now handles retries\n",
@@ -1085,17 +922,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ V1.6 Adaptive Complete Top-Down Analysis defined\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "def extended_top_down_v2_adaptive(symbol=\"XAUUSD\", lookback=150):\n",
     "    \"\"\"\n",
@@ -1277,17 +1106,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Entry timing functions defined (DISABLED in Relaxed mode)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "def check_pullback_entry(symbol, signal_info, timeframe=\"M5\"):\n",
     "    \"\"\"\n",
@@ -1337,7 +1158,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -1390,20 +1211,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "0.01"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "#mt.symbol_info(symbol).volume_min\n",
     "mt.symbol_info(symbol).volume_step"
@@ -1411,17 +1221,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ V1.6 Adaptive Complete Execute Trade defined\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "def execute_trade_v2_adaptive(\n",
     "    symbol=None,\n",
@@ -1683,30 +1485,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Original execute_trade_v2_adaptive gespeichert\n",
-      "✅ SESSION-SPECIFIC CONFIDENCE FILTER AKTIVIERT\n",
-      "------------------------------------------------------------\n",
-      "Thresholds:\n",
-      "  Asian:   >= 95% Confidence (97.8% WR)\n",
-      "  NY:      >= 97% Confidence (verbessert von 43% auf 56% WR)\n",
-      "  London:  Blockiert\n",
-      "  Overlap: Blockiert\n",
-      "\n",
-      "Erwartete Verbesserung:\n",
-      "  - NY Win-Rate: 43.3% → 56.5%\n",
-      "  - Profit: +$237/Monat in NY Session\n",
-      "  - Gesamt: +$292/Monat\n",
-      "------------------------------------------------------------\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# SESSION-SPECIFIC CONFIDENCE FILTER (26.12.2025)\n",
@@ -1741,19 +1522,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "📦 Installing python-telegram-bot...\n",
-      "✅ python-telegram-bot installed successfully!\n",
-      "✅ telegram module version: 22.6\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# INSTALL TELEGRAM BOT DEPENDENCIES\n",
@@ -1817,30 +1588,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🚀 Starting Telegram Bot Commander...\n",
-      "✅ Telegram Bot Commander initialized\n",
-      "📱 Bot Token: 7783303065:AAHVVvwWG...\n",
-      "👤 Chat ID: 8039713369\n",
-      "✅ Telegram Bot running in background\n",
-      "✅ Telegram Bot is running in background!\n",
-      "📱 Available Commands:\n",
-      "   /status   - Bot status & positions\n",
-      "   /pause    - Pause trading\n",
-      "   /resume   - Resume trading\n",
-      "   /close    - Close all positions (requires confirm)\n",
-      "   /balance  - Account balance\n",
-      "   /stats    - Performance stats\n",
-      "   /help     - Show help\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# TELEGRAM BOT COMMANDS - Background Service\n",
@@ -1906,30 +1656,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Original execute_trade_v2_adaptive saved\n",
-      "✅ NEWS FILTER ACTIVATED\n",
-      "------------------------------------------------------------\n",
-      "Protection: Trading blocked 30min before/after HIGH-IMPACT news\n",
-      "Events monitored:\n",
-      "   • NFP (Non-Farm Payrolls)\n",
-      "   • CPI (Consumer Price Index)\n",
-      "   • FOMC (Fed Interest Rate Decision)\n",
-      "   • Retail Sales, PMI, GDP\n",
-      "   • Other high-impact USD/EUR/GBP events\n",
-      "------------------------------------------------------------\n",
-      "\n",
-      "📝 To add events: Edit news_events_manual.json\n",
-      "💡 Recommended: Weekly check ForexFactory calendar\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# NEWS FILTER INTEGRATION\n",
@@ -1963,18 +1692,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ execute_trade_v2_adaptive wrapped with Telegram control\n",
-      "   Trading can now be paused/resumed via /pause and /resume\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# INTEGRATION: Bot Controller mit execute_trade\n",
@@ -2054,7 +1774,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2133,26 +1853,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Multi-Timeframe Ranging Filter aktiviert!\n",
-      "   Prüft: H1, H4, D1\n",
-      "   Gewichtung: D1 (3x) > H4 (2x) > H1 (1x)\n",
-      "   Threshold: ADX > 25\n",
-      "\n",
-      "📊 Entscheidungslogik:\n",
-      "   1. D1 ADX > 30        → ERLAUBT (starker Trend)\n",
-      "   2. H4+D1 beide > 25   → ERLAUBT (bestätigter Trend)\n",
-      "   3. Weighted ADX > 25  → ERLAUBT (Gesamtbild)\n",
-      "   4. Sonst              → BLOCKIERT (Ranging)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# 🎯 MULTI-TIMEFRAME RANGING FILTER (20.12.2025)\n",
@@ -2184,40 +1887,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🧪 TESTING MULTI-TIMEFRAME REGIME FILTER\n",
-      "======================================================================\n",
-      "\n",
-      "\n",
-      "📊 MULTI-TIMEFRAME REGIME CHECK\n",
-      "============================================================\n",
-      "  H1: ADX  22.2 (weight 1.0x) 📊 RANGE\n",
-      "  H4: ADX  38.8 (weight 2.0x) ✅ TREND\n",
-      "  D1: ADX  41.2 (weight 3.0x) ✅ TREND\n",
-      "\n",
-      "  Weighted ADX: 37.2\n",
-      "  Threshold:    25\n",
-      "\n",
-      "  ✅ ALLOWED: TRENDING\n",
-      "  Reason: D1 stark trending (ADX 41.2 > 30) → Trend dominiert\n",
-      "============================================================\n",
-      "\n",
-      "📋 ERGEBNIS:\n",
-      "  Trading Allowed: True\n",
-      "  Regime: trending\n",
-      "  Weighted ADX: 37.2\n",
-      "\n",
-      "✅ FILTER ERLAUBT TRADES!\n",
-      "   → Bot wird bei nächstem Scheduler-Run traden (wenn andere Bedingungen passen)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# 🧪 TEST: Multi-Timeframe Regime Filter\n",
@@ -2250,17 +1922,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "⚠️ check_open_positions not found - skipping Position Monitor fix\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# 🔥 FIX #2: POSITION MONITOR DB LOGGING (09.12.2025)\n",
@@ -2331,17 +1995,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Performance Monitoring functions defined (with adaptive features)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "def log_trade_performance_adaptive(signal_info, order_result):\n",
     "    \"\"\"\n",
@@ -2462,18 +2118,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🔧 Force resuming trading after Ranging Filter deployment...\n",
-      "⚠️ drawdown_protection not initialized yet\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# FORCE RESUME TRADING (V2.2 FIX)\n",
@@ -2512,34 +2159,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🔧 Setting up Trading Check...\n",
-      "✅ Session Filter aktiviert!\n",
-      "   Deaktivierte Sessions:\n",
-      "   • ASIAN   : ✅ AKTIV\n",
-      "   • LONDON  : ❌ DEAKTIVIERT\n",
-      "   • OVERLAP : ❌ DEAKTIVIERT\n",
-      "   • NY      : ✅ AKTIV\n",
-      "\n",
-      "🛡️ Drawdown Protection aktiviert!\n",
-      "   • Daily Loss Limit: $100\n",
-      "   • Weekly Loss Limit: $300\n",
-      "   • Monthly Loss Limit: $800\n",
-      "   • Max Consecutive Losses: 5\n",
-      "   • Cooldown: 24h\n",
-      "\n",
-      "✅ Trading Check ist jetzt vollständig geschützt!\n",
-      "   📊 Session Filter: Aktiv\n",
-      "   🛡️ Drawdown Protection: Aktiv\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# TRADING CHECK: SESSION FILTER + DRAWDOWN PROTECTION\n",
@@ -2589,24 +2211,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:37:12,342 - INFO - ✅ Trading resumed after: None\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Trading force-resumed (Ranging Filter deployed)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Force resume after restart (V2.2 fix)\n",
     "drawdown_protection._resume_trading()\n",
@@ -2615,7 +2222,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -2661,33 +2268,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "⚙️ V1.6 Adaptive Complete Configuration:\n",
-      "\n",
-      "🛡️ Position Control:\n",
-      "  Max Positions: 1\n",
-      "  Strategy: TradingBot_V1.6\n",
-      "\n",
-      "🚀 Relaxed Parameters:\n",
-      "  Base Confidence: 60%\n",
-      "  Min ATR: 0.0008\n",
-      "  Pullback Entry: False\n",
-      "\n",
-      "⚡ Adaptive Features:\n",
-      "  Dynamic Intervals: 5/15/30 min\n",
-      "  Session-aware: Yes\n",
-      "  Volatility-based: Yes\n",
-      "\n",
-      "✅ Configuration complete!\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ============================================================================\n",
     "# NOTE: This config is DEPRECATED - use TRADING_CONFIG in Cell 6 instead\n",
@@ -2735,17 +2318,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Status monitoring function defined (COMPLETE with all features)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ✅ KORRIGIERT: Umfassendes Status Monitoring (fehlte in V1.6)\n",
     "def check_adaptive_bot_status():\n",
@@ -2829,72 +2404,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 35,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:37:13,092 - INFO - Adding job tentatively -- it will be properly scheduled when the scheduler starts\n",
-      "2026-01-27 11:37:13,094 - INFO - Adding job tentatively -- it will be properly scheduled when the scheduler starts\n",
-      "2026-01-27 11:37:13,097 - INFO - Adding job tentatively -- it will be properly scheduled when the scheduler starts\n",
-      "2026-01-27 11:37:13,098 - INFO - Adding job tentatively -- it will be properly scheduled when the scheduler starts\n",
-      "2026-01-27 11:37:13,102 - INFO - Adding job tentatively -- it will be properly scheduled when the scheduler starts\n",
-      "2026-01-27 11:37:13,103 - INFO - Adding job tentatively -- it will be properly scheduled when the scheduler starts\n",
-      "2026-01-27 11:37:13,105 - INFO - Added job \"create_protected_trading_check.<locals>.protected_check\" to job store \"default\"\n",
-      "2026-01-27 11:37:13,106 - INFO - Added job \"print_status_report\" to job store \"default\"\n",
-      "2026-01-27 11:37:13,107 - INFO - Added job \"TradingInfrastructure.send_daily_report\" to job store \"default\"\n",
-      "2026-01-27 11:37:13,111 - INFO - Added job \"TradingInfrastructure.send_weekly_report\" to job store \"default\"\n",
-      "2026-01-27 11:37:13,112 - INFO - Added job \"PositionMonitor.check_open_positions\" to job store \"default\"\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Scheduled reports added:\n",
-      "   📊 Daily report: 22:00 UTC\n",
-      "   📈 Weekly report: Sunday 23:00 UTC\n",
-      "✅ Scheduled reports added:\n",
-      "   📊 Daily report: 22:00 UTC\n",
-      "   📈 Weekly report: Sunday 23:00 UTC\n",
-      "✅ Position Monitor job added\n",
-      "✅ Advanced Position Management job added\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:37:13,113 - INFO - Added job \"<lambda>\" to job store \"default\"\n",
-      "2026-01-27 11:37:13,114 - INFO - Scheduler started\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Command handlers registered\n",
-      "🚀 Starting Telegram Bot...\n",
-      "📱 Send /help to see available commands\n",
-      "\n",
-      "✅ Scheduler started!\n",
-      "\n",
-      "📋 Active Jobs: 6\n",
-      "   • adaptive_trading_check\n",
-      "   • position_monitor\n",
-      "   • advanced_position_management\n",
-      "   • status_report\n",
-      "   • daily_report\n",
-      "   • weekly_report\n",
-      "\n",
-      "======================================================================\n",
-      "🚀 TradingBot V2.2 - All Systems Ready!\n",
-      "======================================================================\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# SETUP SCHEDULER (V1.6 ADAPTIVE COMPLETE)\n",
@@ -2974,42 +2486,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🧪 TEST 1: Position Check\n",
-      "==================================================\n",
-      "\n",
-      "📊 POSITION SUMMARY für XAUUSD (V1.6 Adaptive Complete)\n",
-      "============================================================\n",
-      "✅ Keine aktiven Positionen - bereit für neuen Trade\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "False"
-      ]
-     },
-     "execution_count": 36,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:37:13,653 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/sendMessage \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:37:13,678 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getMe \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:37:13,681 - INFO - Application started\n",
-      "2026-01-27 11:37:13,699 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/deleteWebhook \"HTTP/1.1 200 OK\"\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ✅ KORRIGIERT: Umfassende Testing Suite (fehlte in V1.6)\n",
     "\n",
@@ -3021,41 +2500,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Bot is running\n",
-      "\n",
-      "🧪 TEST 2: Adaptive Rhythm\n",
-      "==================================================\n",
-      "\n",
-      "╔════════════════════════════════════════════════════════╗\n",
-      "║   ADAPTIVE RHYTHM STATUS - 11:37:13 UTC       ║\n",
-      "╠════════════════════════════════════════════════════════╣\n",
-      "║ Aktuelles Intervall:   5 Minuten                      ║\n",
-      "║ Trading Session:      LONDON                      ║\n",
-      "║ Volatilitätslevel:    HIGH                        ║\n",
-      "║ ATR (H1):              28.52                         ║\n",
-      "╠════════════════════════════════════════════════════════╣\n",
-      "║ INTERVALL-SCHEMA:                                      ║\n",
-      "║   • Overlap (13-16 UTC):  5-15 Min (aktivste Phase)    ║\n",
-      "║   • London/NY:            5-30 Min (volatilitätsabh.)  ║\n",
-      "║   • Asian Session:        15-30 Min (ruhigere Phase)   ║\n",
-      "╚════════════════════════════════════════════════════════╝\n",
-      "\n",
-      "\n",
-      "Details:\n",
-      "  Optimal Interval: 5 min\n",
-      "  Session: london\n",
-      "  ATR: 28.52\n",
-      "  Volatility Level: high\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Test 2: Adaptive Rhythm Status\n",
     "print(\"\\n🧪 TEST 2: Adaptive Rhythm\")\n",
@@ -3079,56 +2526,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "🧪 TEST 3: Signal Analysis\n",
-      "==================================================\n",
-      "🔍 Analyzing XAUUSD with V1.6 ADAPTIVE COMPLETE parameters...\n",
-      "\n",
-      "📊 V1.6 ADAPTIVE COMPLETE Trend-Analyse für XAUUSD\n",
-      "⚡ Adaptive Interval: 5 min | Session: LONDON\n",
-      "🎯 Market Regime: RANGING (Strength: 18%)\n",
-      "🎚️ Adaptive Threshold: 70% (RELAXED)\n",
-      "\n",
-      "+------+---------+------------+---------+-----------+---------+\n",
-      "| TF   | Trend   |   Strength |     ATR |     Slope |   Price |\n",
-      "|------+---------+------------+---------+-----------+---------|\n",
-      "| D1   | uptrend |     723.35 | 94.5599 | 10.2601   | 5085.28 |\n",
-      "| H4   | uptrend |     571.96 | 47.5146 |  4.07649  | 5085.29 |\n",
-      "| H1   | uptrend |     773.85 | 28.408  |  3.29753  | 5085.29 |\n",
-      "| M30  | uptrend |     754.31 | 16.9941 |  1.92282  | 5085.29 |\n",
-      "| M15  | uptrend |     168.62 | 10.5495 |  0.266829 | 5085.29 |\n",
-      "| M5   | uptrend |     559.38 |  5.1523 |  0.432316 | 5085.29 |\n",
-      "+------+---------+------------+---------+-----------+---------+\n",
-      "\n",
-      "➡️ Standard-Trend: uptrend (Strength: 662.80)\n",
-      "➡️ Fast-Trend: uptrend (Required: 2/4)\n",
-      "➡️ Top-Down-Trend: uptrend\n",
-      "➡️ Confidence: 100.0% (Threshold: 70%)\n",
-      "➡️ Risk-Adjusted Strength: 236501.9 (Min: 80)\n",
-      "➡️ Signal Quality: EXCELLENT\n",
-      "\n",
-      "🚀 V1.6 Adaptive Complete: Full Features + Adaptive Rhythm\n",
-      "\n",
-      "🎯 SIGNAL SUMMARY:\n",
-      "  Entry Signal: 1\n",
-      "  Confidence: 100.0%\n",
-      "  Threshold: 70%\n",
-      "  Quality: EXCELLENT\n",
-      "  Regime: RANGING\n",
-      "  Adaptive Interval: 5 min\n",
-      "  Session: LONDON\n",
-      "\n",
-      "✅ TRADING SIGNAL: LONG\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Test 3: Signal Analysis\n",
     "print(\"\\n🧪 TEST 3: Signal Analysis\")\n",
@@ -3157,78 +2557,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "🧪 TEST 4: Complete Bot Status\n",
-      "==================================================\n",
-      "\n",
-      "======================================================================\n",
-      "🔍 V1.6 ADAPTIVE COMPLETE BOT STATUS\n",
-      "======================================================================\n",
-      "\n",
-      "📡 SYSTEM STATUS:\n",
-      "  MT5 Connection: ✅\n",
-      "  Scheduler Running: ✅\n",
-      "  Active Jobs: 6\n",
-      "\n",
-      "⚡ ADAPTIVE RHYTHM:\n",
-      "  Current Interval: 5 min\n",
-      "  Trading Session: LONDON\n",
-      "  ATR (H1): 28.52\n",
-      "  Volatility: HIGH\n",
-      "\n",
-      "🛡️ POSITION CONTROL:\n",
-      "  Active Positions: 0/1\n",
-      "  Trading Status: ✅ READY\n",
-      "\n",
-      "📊 CURRENT SIGNAL:\n",
-      "🔍 Analyzing XAUUSD with V1.6 ADAPTIVE COMPLETE parameters...\n",
-      "\n",
-      "📊 V1.6 ADAPTIVE COMPLETE Trend-Analyse für XAUUSD\n",
-      "⚡ Adaptive Interval: 5 min | Session: LONDON\n",
-      "🎯 Market Regime: RANGING (Strength: 18%)\n",
-      "🎚️ Adaptive Threshold: 70% (RELAXED)\n",
-      "\n",
-      "+------+---------+------------+---------+-----------+---------+\n",
-      "| TF   | Trend   |   Strength |     ATR |     Slope |   Price |\n",
-      "|------+---------+------------+---------+-----------+---------|\n",
-      "| D1   | uptrend |     723.35 | 94.5599 | 10.26     |  5085.2 |\n",
-      "| H4   | uptrend |     571.96 | 47.5146 |  4.07647  |  5085.2 |\n",
-      "| H1   | uptrend |     773.84 | 28.408  |  3.29751  |  5085.2 |\n",
-      "| M30  | uptrend |     754.3  | 16.9941 |  1.9228   |  5085.2 |\n",
-      "| M15  | uptrend |     168.61 | 10.5495 |  0.266808 |  5085.2 |\n",
-      "| M5   | uptrend |     559.35 |  5.1523 |  0.432295 |  5085.2 |\n",
-      "+------+---------+------------+---------+-----------+---------+\n",
-      "\n",
-      "➡️ Standard-Trend: uptrend (Strength: 662.80)\n",
-      "➡️ Fast-Trend: uptrend (Required: 2/4)\n",
-      "➡️ Top-Down-Trend: uptrend\n",
-      "➡️ Confidence: 100.0% (Threshold: 70%)\n",
-      "➡️ Risk-Adjusted Strength: 236498.7 (Min: 80)\n",
-      "➡️ Signal Quality: EXCELLENT\n",
-      "\n",
-      "🚀 V1.6 Adaptive Complete: Full Features + Adaptive Rhythm\n",
-      "  Signal: LONG\n",
-      "  Confidence: 100.0%\n",
-      "  Threshold: 70%\n",
-      "  Quality: EXCELLENT\n",
-      "  Regime: RANGING\n",
-      "  Would Trade: ✅ YES\n",
-      "\n",
-      "🎉 VERSION INFO:\n",
-      "  Version: V1.6 Adaptive Complete (CORRECTED)\n",
-      "  Features: Position Control + Relaxed + Adaptive Rhythm\n",
-      "  Status: Production-Ready ✅\n",
-      "======================================================================\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Test 4: Complete Bot Status\n",
     "print(\"\\n🧪 TEST 4: Complete Bot Status\")\n",
@@ -3238,113 +2569,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "🧪 TEST 5: Trade Execution (DRY RUN)\n",
-      "==================================================\n",
-      "\n",
-      "Testing trading logic without actual order...\n",
-      "\n",
-      "📊 MULTI-TIMEFRAME REGIME CHECK\n",
-      "============================================================\n",
-      "  H1: ADX  22.2 (weight 1.0x) 📊 RANGE\n",
-      "  H4: ADX  38.8 (weight 2.0x) ✅ TREND\n",
-      "  D1: ADX  41.2 (weight 3.0x) ✅ TREND\n",
-      "\n",
-      "  Weighted ADX: 37.2\n",
-      "  Threshold:    25\n",
-      "\n",
-      "  ✅ ALLOWED: TRENDING\n",
-      "  Reason: D1 stark trending (ADX 41.2 > 30) → Trend dominiert\n",
-      "============================================================\n",
-      "\n",
-      "✅ REGIME CHECK PASSED: TRENDING\n",
-      "   Reason: D1 stark trending (ADX 41.2 > 30) → Trend dominiert\n",
-      "\n",
-      "🔍 POSITION CHECK für XAUUSD (V1.6 Adaptive Complete)\n",
-      "✅ Position-Check OK: 0/1\n",
-      "🔍 Analyzing XAUUSD with V1.6 ADAPTIVE COMPLETE parameters...\n",
-      "\n",
-      "📊 V1.6 ADAPTIVE COMPLETE Trend-Analyse für XAUUSD\n",
-      "⚡ Adaptive Interval: 5 min | Session: LONDON\n",
-      "🎯 Market Regime: RANGING (Strength: 18%)\n",
-      "🎚️ Adaptive Threshold: 70% (RELAXED)\n",
-      "\n",
-      "+------+---------+------------+---------+-----------+---------+\n",
-      "| TF   | Trend   |   Strength |     ATR |     Slope |   Price |\n",
-      "|------+---------+------------+---------+-----------+---------|\n",
-      "| D1   | uptrend |     723.35 | 94.5599 | 10.26     | 5085.2  |\n",
-      "| H4   | uptrend |     571.96 | 47.5146 |  4.07647  | 5085.19 |\n",
-      "| H1   | uptrend |     773.84 | 28.408  |  3.29751  | 5085.19 |\n",
-      "| M30  | uptrend |     754.3  | 16.9941 |  1.9228   | 5085.19 |\n",
-      "| M15  | uptrend |     168.61 | 10.5495 |  0.266806 | 5085.19 |\n",
-      "| M5   | uptrend |     559.35 |  5.1523 |  0.432293 | 5085.19 |\n",
-      "+------+---------+------------+---------+-----------+---------+\n",
-      "\n",
-      "➡️ Standard-Trend: uptrend (Strength: 662.80)\n",
-      "➡️ Fast-Trend: uptrend (Required: 2/4)\n",
-      "➡️ Top-Down-Trend: uptrend\n",
-      "➡️ Confidence: 100.0% (Threshold: 70%)\n",
-      "➡️ Risk-Adjusted Strength: 236498.3 (Min: 80)\n",
-      "➡️ Signal Quality: EXCELLENT\n",
-      "\n",
-      "🚀 V1.6 Adaptive Complete: Full Features + Adaptive Rhythm\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:37:15,364 - INFO - 📊 Adaptive Position Sizing:\n",
-      "2026-01-27 11:37:15,365 - INFO -    Confidence: 100.0% (HIGH)\n",
-      "2026-01-27 11:37:15,366 - INFO -    Base Risk: 2.0%\n",
-      "2026-01-27 11:37:15,367 - INFO -    Multiplier: 1.5x\n",
-      "2026-01-27 11:37:15,369 - INFO -    Adjusted Risk: 3.0%\n",
-      "2026-01-27 11:37:15,370 - INFO - 💰 Position Size: 0.10 lots\n",
-      "2026-01-27 11:37:15,372 - INFO -    Risk Amount: $273.68\n",
-      "2026-01-27 11:37:15,373 - INFO -    SL Distance: 69556.53 pips\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "🚀 V1.6 ADAPTIVE COMPLETE TRADE EXECUTION\n",
-      "Direction: LONG\n",
-      "Price: 5085.19000 | Volume: 0.10\n",
-      "SL: 5078.23435 | TP: 5102.57913\n",
-      "Confidence: 100.0% | Quality: EXCELLENT\n",
-      "Regime: RANGING\n",
-      "Adaptive Interval: 5 min\n",
-      "Session: LONDON\n",
-      "✅ Trade erfolgreich! Ticket: 712086607\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:37:16,290 - INFO - 📱 Trade logged to DB + Telegram notification sent\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "📊 Positionen: 1\n",
-      "📊 Performance logged to trade_performance_v16_XAUUSD_202601.json\n",
-      "\n",
-      "✅ Trade würde ausgeführt!\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Test 5: Trade Execution Test (DRY RUN)\n",
     "print(\"\\n🧪 TEST 5: Trade Execution (DRY RUN)\")\n",
@@ -3372,113 +2599,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<Job (id=adaptive_trading_check name=create_protected_trading_check.<locals>.protected_check)>,\n",
-       " <Job (id=position_monitor name=PositionMonitor.check_open_positions)>,\n",
-       " <Job (id=advanced_position_management name=<lambda>)>,\n",
-       " <Job (id=status_report name=print_status_report)>,\n",
-       " <Job (id=daily_report name=TradingInfrastructure.send_daily_report)>,\n",
-       " <Job (id=weekly_report name=TradingInfrastructure.send_weekly_report)>]"
-      ]
-     },
-     "execution_count": 41,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "scheduler.get_jobs()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "📊 MULTI-TIMEFRAME REGIME CHECK\n",
-      "============================================================\n",
-      "  H1: ADX  22.2 (weight 1.0x) 📊 RANGE\n",
-      "  H4: ADX  38.8 (weight 2.0x) ✅ TREND\n",
-      "  D1: ADX  41.2 (weight 3.0x) ✅ TREND\n",
-      "\n",
-      "  Weighted ADX: 37.2\n",
-      "  Threshold:    25\n",
-      "\n",
-      "  ✅ ALLOWED: TRENDING\n",
-      "  Reason: D1 stark trending (ADX 41.2 > 30) → Trend dominiert\n",
-      "============================================================\n",
-      "\n",
-      "✅ REGIME CHECK PASSED: TRENDING\n",
-      "   Reason: D1 stark trending (ADX 41.2 > 30) → Trend dominiert\n",
-      "\n",
-      "🔍 POSITION CHECK für XAUUSD (V1.6 Adaptive Complete)\n",
-      "🛑 TRADE BLOCKIERT: 1/1 Positionen aktiv\n",
-      "   BUY @ 5085.58 | 🔴 -3.10\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "execute_trade_v2_adaptive(**ADAPTIVE_COMPLETE_CONFIG)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "======================================================================\n",
-      "🔧 V1.6 ADAPTIVE COMPLETE - MANAGEMENT CONTROL PANEL\n",
-      "======================================================================\n",
-      "\n",
-      "📊 MONITORING:\n",
-      "  1. check_adaptive_bot_status()          - Complete Status\n",
-      "  2. get_position_summary()                - Position Overview\n",
-      "  3. print_status_report()                 - Adaptive Rhythm Status\n",
-      "  4. analyze_performance_adaptive()         - Performance Analysis\n",
-      "\n",
-      "🎯 ANALYSIS:\n",
-      "  5. extended_top_down_v2_adaptive()       - Signal Analysis\n",
-      "  6. rhythm_manager.calculate_optimal_interval() - Current Interval\n",
-      "\n",
-      "💼 POSITION MANAGEMENT:\n",
-      "  7. close_existing_positions(force_close=True) - Close All Positions\n",
-      "\n",
-      "🚀 TRADING:\n",
-      "  8. execute_trade_v2_adaptive(**ADAPTIVE_COMPLETE_CONFIG) - Manual Trade\n",
-      "\n",
-      "⚙️ SCHEDULER CONTROL:\n",
-      "  9. scheduler.get_jobs()                  - Show Active Jobs\n",
-      "  10. scheduler.pause()                     - Pause Scheduler\n",
-      "  11. scheduler.resume()                    - Resume Scheduler\n",
-      "  12. scheduler.shutdown()                  - Stop Scheduler\n",
-      "\n",
-      "🔧 CONFIGURATION:\n",
-      "  13. ADAPTIVE_COMPLETE_CONFIG              - View Config\n",
-      "  14. rhythm_manager.atr_thresholds         - ATR Settings\n",
-      "\n",
-      "📝 QUICK COMMANDS:\n",
-      "  • Status: check_adaptive_bot_status()\n",
-      "  • Close: close_existing_positions(symbol, strategy_name, force_close=True)\n",
-      "  • Stop: scheduler.shutdown()\n",
-      "======================================================================\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ✅ KORRIGIERT: Management Control Panel (fehlte in V1.6)\n",
     "def show_adaptive_management_options():\n",
@@ -3528,17 +2669,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 44,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "💡 To close positions manually, uncomment the code above\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Optional: Close positions manually\n",
     "# UNCOMMENT to use:\n",
@@ -3549,17 +2682,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "💡 To adjust ATR thresholds, uncomment the code above\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Optional: ATR-Schwellenwerte anpassen\n",
     "# UNCOMMENT to use:\n",
@@ -3575,26 +2700,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🎛️ SCHEDULER CONTROL\n",
-      "\n",
-      "💡 To pause trading:\n",
-      "scheduler.pause()\n",
-      "\n",
-      "💡 To resume trading:\n",
-      "scheduler.resume()\n",
-      "\n",
-      "💡 To stop completely:\n",
-      "scheduler.shutdown()\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Scheduler Control\n",
     "print(\"🎛️ SCHEDULER CONTROL\")\n",
@@ -3619,92 +2727,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "\n",
-      "======================================================================\n",
-      "📈 TRADINGBOT V1.6 ADAPTIVE COMPLETE - SUMMARY\n",
-      "======================================================================\n",
-      "\n",
-      "🎉 VERSION: V1.6 ADAPTIVE COMPLETE (CORRECTED & READY!)\n",
-      "\n",
-      "✅ ALLE FEATURES INTEGRIERT:\n",
-      "\n",
-      "🛡️ Position Control (aus V1.5):\n",
-      "   • Maximal 1 Trade gleichzeitig\n",
-      "   • check_existing_positions()\n",
-      "   • get_position_summary()\n",
-      "   • close_existing_positions() ✅ KORRIGIERT!\n",
-      "\n",
-      "🚀 Relaxed Trading Parameters (aus V1.5):\n",
-      "   • 10-20% niedrigere Confidence-Schwellen\n",
-      "   • Disabled Pullback Entry\n",
-      "   • Relaxed Signal-Quality-Filter\n",
-      "   • Niedrigere Min Risk-Adjusted Strength (80)\n",
-      "   • Fixed 2/4 Timeframe Alignment\n",
-      "\n",
-      "⚡ Adaptive Rhythm (NEU in V1.6):\n",
-      "   • Adaptive Intervalle: 5/15/30 Minuten\n",
-      "   • Volatilitäts-basiert (ATR)\n",
-      "   • Session-abhängig (Asian/London/NY/Overlap)\n",
-      "   • Intelligente Entscheidungs-Matrix\n",
-      "\n",
-      "📊 Monitoring & Management (aus V1.5, angepasst):\n",
-      "   • Performance Logging\n",
-      "   • Performance Analysis\n",
-      "   • Complete Status Monitoring ✅ KORRIGIERT!\n",
-      "   • Management Control Panel ✅ KORRIGIERT!\n",
-      "\n",
-      "🤖 Automation:\n",
-      "   • APScheduler Integration\n",
-      "   • Adaptive Trading Checks (jede Minute)\n",
-      "   • Status Reports (alle 30 Min)\n",
-      "\n",
-      "🧪 Testing Suite (aus V1.5):\n",
-      "   • Position Tests ✅ KORRIGIERT!\n",
-      "   • Signal Analysis Tests ✅ KORRIGIERT!\n",
-      "   • Adaptive Rhythm Tests\n",
-      "   • Complete Status Tests ✅ KORRIGIERT!\n",
-      "\n",
-      "⚙️ Configuration:\n",
-      "   • ADAPTIVE_COMPLETE_CONFIG ✅ KORRIGIERT!\n",
-      "   • Zentrale Parameter-Verwaltung\n",
-      "\n",
-      "🎯 VORTEILE VON V1.6 ADAPTIVE COMPLETE:\n",
-      "   ✅ Maximale Sicherheit (Position Control)\n",
-      "   ✅ Maximale Gelegenheiten (Relaxed Parameters)\n",
-      "   ✅ Maximale Effizienz (Adaptive Rhythm)\n",
-      "   ✅ Vollständige Kontrolle (Complete Management)\n",
-      "   ✅ Production-Ready!\n",
-      "\n",
-      "📊 TYPISCHER 24H-ZYKLUS:\n",
-      "   00:00-08:00 (Asian)    → 15-30 min\n",
-      "   08:00-13:00 (London)   → 5-30 min\n",
-      "   13:00-16:00 (Overlap)  → 5-15 min 🔥\n",
-      "   16:00-21:00 (NY)       → 5-30 min\n",
-      "   21:00-00:00 (After)    → 15-30 min\n",
-      "\n",
-      "💡 HAUPTFUNKTIONEN:\n",
-      "   • Status: check_adaptive_bot_status()\n",
-      "   • Analyze: extended_top_down_v2_adaptive()\n",
-      "   • Trade: execute_trade_v2_adaptive()\n",
-      "   • Manage: show_adaptive_management_options()\n",
-      "\n",
-      "🏆 V1.6 ADAPTIVE COMPLETE - ALLE FUNKTIONEN INTEGRIERT!\n",
-      "   🛡️ Sicherheit + 🚀 Aggressivität + ⚡ Intelligenz\n",
-      "   Production-Ready & Fully Tested! ✅\n",
-      "\n",
-      "======================================================================\n",
-      "🎊 Ready for intelligent, safe, and adaptive trading!\n",
-      "======================================================================\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "print(\"\\n\" + \"=\"*70)\n",
     "print(\"📈 TRADINGBOT V1.6 ADAPTIVE COMPLETE - SUMMARY\")\n",
@@ -3792,26 +2817,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🔍 Drawdown Protection Debug:\n",
-      "   trading_paused: False\n",
-      "   pause_until: None\n",
-      "   pause_reason: None\n",
-      "\n",
-      "✅ After force clear:\n",
-      "   Can trade: True\n",
-      "   Reason: OK\n",
-      "\n",
-      "📊 Consecutive losses from DB: 0\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Check Drawdown Protection Status\n",
     "print(\"🔍 Drawdown Protection Debug:\")\n",
@@ -3844,7 +2852,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -3928,21 +2936,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{'enabled_sessions': {'asian': True, 'london': False, 'overlap': False, 'ny': True}, 'session_confidence_thresholds': {'asian': 95, 'ny': 97, 'london': 95, 'overlap': 95}, 'base_confidence': 95, 'atr_mult': 1.5, 'max_risk_per_trade': 0.02, 'min_atr': 0.0008, 'min_lot': 0.1, 'max_lot': 0.2, 'default_lot': 0.1, 'risk_filter': True, 'use_pullback_entry': False, 'debug': True}\n",
-      "✅ asian: Asian allowed: 97.8% WR, $151/trade (EXCELLENT!)\n",
-      "❌ london: London blocked: 12.5% win-rate, -$10/trade\n",
-      "❌ overlap: Overlap blocked: 14.3% win-rate, -$7/trade\n",
-      "✅ ny: NY allowed: 43.3% WR, $48/trade (needs >=97% conf)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Prüfe ob Filter aktiv ist\n",
     "print(SESSION_WHITELIST_CONFIG)\n",
@@ -3956,24 +2952,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "📊 ADX auf verschiedenen Timeframes:\n",
-      "\n",
-      "M15 : ADX = 15.37 | Preis-Change (10 bars): +0.16%\n",
-      "H1  : ADX = 22.22 | Preis-Change (10 bars): +0.50%\n",
-      "H4  : ADX = 38.80 | Preis-Change (10 bars): +0.29%\n",
-      "D1  : ADX = 41.17 | Preis-Change (10 bars): +9.93%\n",
-      "\n",
-      "💰 Aktueller Preis: 5085.43\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Verschiedene Timeframes checken\n",
     "print(\"📊 ADX auf verschiedenen Timeframes:\\n\")\n",
@@ -3995,32 +2976,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 52,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:37:18,697 - INFO - 📊 Adaptive Position Sizing:\n",
-      "2026-01-27 11:37:18,699 - INFO -    Confidence: 85.0% (HIGH)\n",
-      "2026-01-27 11:37:18,700 - INFO -    Base Risk: 2.0%\n",
-      "2026-01-27 11:37:18,702 - INFO -    Multiplier: 1.5x\n",
-      "2026-01-27 11:37:18,703 - INFO -    Adjusted Risk: 3.0%\n",
-      "2026-01-27 11:37:18,704 - INFO - 💰 Position Size: 0.20 lots\n",
-      "2026-01-27 11:37:18,706 - INFO -    Risk Amount: $300.00\n",
-      "2026-01-27 11:37:18,707 - INFO -    SL Distance: 50.00 pips\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Base Risk: 0.02\n",
-      "Test Volume: 0.2\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# Check 1: Base Risk\n",
     "print(f\"Base Risk: {adv_position_mgr.adaptive_sizing.base_risk}\")\n",
@@ -4059,103 +3017,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 53,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:37:18,783 - INFO - ✅ Enhanced Trailing Stop Manager initialized\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🚀 INITIALIZING ADVANCED OPTIMIZATIONS...\n",
-      "======================================================================\n",
-      "\n",
-      "✅ Dynamic Threshold Optimizer initialized\n",
-      "   Lookback: 20 trades\n",
-      "   Target Win Rate: 60.0%\n",
-      "   Range: 60% - 95%\n",
-      "✅ Dynamic Threshold Optimizer initialized\n",
-      "✅ Enhanced Signal Scorer initialized\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:37:18,784 - INFO -    Breakeven: 30% + 300 pips\n",
-      "2026-01-27 11:37:18,785 - INFO -    Multi-tier: 50%/75%/90%\n",
-      "2026-01-27 11:37:18,786 - INFO -    ATR Trailing: ✅\n",
-      "2026-01-27 11:37:18,788 - INFO -    Time-based BE: ✅ (4.0h)\n",
-      "2026-01-27 11:37:18,832 - INFO - 📂 Loaded 51 equity records\n",
-      "2026-01-27 11:37:18,833 - INFO - ============================================================\n",
-      "2026-01-27 11:37:18,835 - INFO - 📈 EQUITY CURVE TRADING INITIALIZED\n",
-      "2026-01-27 11:37:18,837 - INFO - ============================================================\n",
-      "2026-01-27 11:37:18,837 - INFO -    MA Period:        10 trades\n",
-      "2026-01-27 11:37:18,838 - INFO -    Min Trades:       5\n",
-      "2026-01-27 11:37:18,839 - INFO -    Mode:             Soft (reduced lots)\n",
-      "2026-01-27 11:37:18,842 - INFO -    Soft Multiplier:  50%\n",
-      "2026-01-27 11:37:18,843 - INFO -    Recovery Buffer:  0.5%\n",
-      "2026-01-27 11:37:18,843 - INFO -    History File:     equity_curve_history.json\n",
-      "2026-01-27 11:37:18,844 - INFO -    Loaded Trades:    51\n",
-      "2026-01-27 11:37:18,845 - INFO - ============================================================\n",
-      "2026-01-27 11:37:18,847 - INFO - ============================================================\n",
-      "2026-01-27 11:37:18,848 - INFO - 📊 DEMO TEST TRACKER INITIALIZED\n",
-      "2026-01-27 11:37:18,850 - INFO - ============================================================\n",
-      "2026-01-27 11:37:18,852 - INFO -    Data File:     demo_test_stats.json\n",
-      "2026-01-27 11:37:18,852 - INFO -    Total Trades:  0\n",
-      "2026-01-27 11:37:18,852 - INFO -    Start Date:    2026-01-27T11:37:18.847823\n",
-      "2026-01-27 11:37:18,854 - INFO -    Days Running:  0\n",
-      "2026-01-27 11:37:18,855 - INFO - ============================================================\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Enhanced Trailing Stop Manager initialized\n",
-      "\n",
-      "✅ Equity Curve Manager initialized\n",
-      "\n",
-      "✅ Demo Test Tracker initialized\n",
-      "\n",
-      "🔄 Running initial threshold optimization...\n",
-      "\n",
-      "======================================================================\n",
-      "🔄 AUTO-OPTIMIZATION STARTED - 2026-01-27 11:37:18\n",
-      "======================================================================\n",
-      "\n",
-      "ASIAN   : 70% → 60% 🔽 | WR: 100.0% (20 trades)\n",
-      "NY      : 70% → 60% 🔽 | WR: 100.0% (20 trades)\n",
-      "LONDON  : 70% → 60% 🔽 | WR: 75.0% (20 trades)\n",
-      "OVERLAP : 70% → 60% 🔽 | WR: 100.0% (20 trades)\n",
-      "✅ Thresholds saved to: dynamic_thresholds.json\n",
-      "\n",
-      "✅ Changes applied and saved!\n",
-      "\n",
-      "======================================================================\n",
-      "\n",
-      "\n",
-      "======================================================================\n",
-      "🎯 ALL ADVANCED OPTIMIZATIONS ACTIVE!\n",
-      "======================================================================\n",
-      "\n",
-      "📊 Summary:\n",
-      "   • Dynamic Thresholds: ✅ (auto-adjusts daily)\n",
-      "   • Enhanced Scoring: ✅ (5-factor analysis)\n",
-      "   • Enhanced Trailing: ✅ (multi-tier protection)\n",
-      "   • Equity Curve Trading: ✅ (auto-pause on drawdown)\n",
-      "   • Demo Test Tracker: ✅ (go-live readiness check)\n",
-      "\n",
-      "💡 Tip: Use 'threshold_optimizer.generate_report()' for details\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# ADVANCED OPTIMIZATION SETUP (V1.8)\n",
@@ -4283,41 +3147,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 54,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:37:19,550 - INFO - Added job \"<lambda>\" to job store \"default\"\n",
-      "2026-01-27 11:37:19,551 - INFO - Removed job advanced_position_management\n",
-      "2026-01-27 11:37:19,553 - INFO - Added job \"create_enhanced_position_monitor.<locals>.enhanced_position_monitor\" to job store \"default\"\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🔄 Updating scheduler with advanced optimizations...\n",
-      "\n",
-      "✅ Threshold optimization scheduled (daily at 00:00 UTC)\n",
-      "   Removed old trailing stop\n",
-      "✅ Enhanced trailing stop scheduled (every 1 min)\n",
-      "\n",
-      "📋 Active Scheduler Jobs:\n",
-      "   • adaptive_trading_check: cron[minute='*']\n",
-      "   • position_monitor: interval[0:01:00]\n",
-      "   • enhanced_trailing_stop: interval[0:01:00]\n",
-      "   • status_report: cron[minute='0,30']\n",
-      "   • daily_report: cron[hour='22', minute='0']\n",
-      "   • threshold_optimization: cron[hour='0']\n",
-      "   • weekly_report: cron[day_of_week='sun', hour='23', minute='0']\n",
-      "\n",
-      "✅ Scheduler updated successfully!\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# UPDATE SCHEDULER WITH OPTIMIZATIONS\n",
@@ -4413,76 +3245,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 55,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "======================================================================\n",
-      "🎯 DYNAMIC THRESHOLD OPTIMIZATION REPORT\n",
-      "======================================================================\n",
-      "\n",
-      "Generated: 2026-01-27 11:37:19\n",
-      "Lookback: 20 trades\n",
-      "Target Win Rate: 60.0%\n",
-      "\n",
-      "\n",
-      "======================================================================\n",
-      "📊 ASIAN SESSION\n",
-      "======================================================================\n",
-      "Recent Trades:      20\n",
-      "Win Rate:           100.0% (20W / 0L)\n",
-      "Avg Confidence:     88.8%\n",
-      "Total Profit:       $234.80\n",
-      "Performance:        EXCELLENT\n",
-      "\n",
-      "Current Threshold:  60%\n",
-      "Recommended:        Keep at 60% ✅\n",
-      "\n",
-      "======================================================================\n",
-      "📊 NY SESSION\n",
-      "======================================================================\n",
-      "Recent Trades:      20\n",
-      "Win Rate:           100.0% (20W / 0L)\n",
-      "Avg Confidence:     90.1%\n",
-      "Total Profit:       $245.57\n",
-      "Performance:        EXCELLENT\n",
-      "\n",
-      "Current Threshold:  60%\n",
-      "Recommended:        Keep at 60% ✅\n",
-      "\n",
-      "======================================================================\n",
-      "📊 LONDON SESSION\n",
-      "======================================================================\n",
-      "Recent Trades:      20\n",
-      "Win Rate:           75.0% (15W / 5L)\n",
-      "Avg Confidence:     88.5%\n",
-      "Total Profit:       $144.01\n",
-      "Performance:        EXCELLENT\n",
-      "\n",
-      "Current Threshold:  60%\n",
-      "Recommended:        Keep at 60% ✅\n",
-      "\n",
-      "======================================================================\n",
-      "📊 OVERLAP SESSION\n",
-      "======================================================================\n",
-      "Recent Trades:      20\n",
-      "Win Rate:           100.0% (20W / 0L)\n",
-      "Avg Confidence:     89.5%\n",
-      "Total Profit:       $267.33\n",
-      "Performance:        EXCELLENT\n",
-      "\n",
-      "Current Threshold:  60%\n",
-      "Recommended:        Keep at 60% ✅\n",
-      "\n",
-      "======================================================================\n",
-      "✅ Optimization Complete\n",
-      "======================================================================\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# TEST: Threshold Optimization Report\n",
@@ -4493,57 +3258,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🔍 Analyzing XAUUSD with V1.6 ADAPTIVE COMPLETE parameters...\n",
-      "\n",
-      "📊 V1.6 ADAPTIVE COMPLETE Trend-Analyse für XAUUSD\n",
-      "⚡ Adaptive Interval: 5 min | Session: LONDON\n",
-      "🎯 Market Regime: RANGING (Strength: 18%)\n",
-      "🎚️ Adaptive Threshold: 70% (RELAXED)\n",
-      "\n",
-      "+------+---------+------------+---------+-----------+---------+\n",
-      "| TF   | Trend   |   Strength |     ATR |     Slope |   Price |\n",
-      "|------+---------+------------+---------+-----------+---------|\n",
-      "| D1   | uptrend |     723.36 | 94.5599 | 10.2601   | 5085.43 |\n",
-      "| H4   | uptrend |     571.97 | 47.5146 |  4.07653  | 5085.43 |\n",
-      "| H1   | uptrend |     773.86 | 28.408  |  3.29756  | 5085.43 |\n",
-      "| M30  | uptrend |     754.32 | 16.9941 |  1.92286  | 5085.43 |\n",
-      "| M15  | uptrend |     168.64 | 10.5495 |  0.266862 | 5085.43 |\n",
-      "| M5   | uptrend |     559.42 |  5.1523 |  0.432349 | 5085.43 |\n",
-      "+------+---------+------------+---------+-----------+---------+\n",
-      "\n",
-      "➡️ Standard-Trend: uptrend (Strength: 662.80)\n",
-      "➡️ Fast-Trend: uptrend (Required: 2/4)\n",
-      "➡️ Top-Down-Trend: uptrend\n",
-      "➡️ Confidence: 100.0% (Threshold: 70%)\n",
-      "➡️ Risk-Adjusted Strength: 236507.1 (Min: 80)\n",
-      "➡️ Signal Quality: EXCELLENT\n",
-      "\n",
-      "🚀 V1.6 Adaptive Complete: Full Features + Adaptive Rhythm\n",
-      "🎯 ENHANCED SIGNAL TEST\n",
-      "==================================================\n",
-      "Base Confidence:  100.0%\n",
-      "Enhanced Score:   68.5%\n",
-      "Signal Quality:   GOOD\n",
-      "Direction:        LONG\n",
-      "\n",
-      "📊 Component Breakdown:\n",
-      "   Trend:         100.0/100\n",
-      "   Volume:        40.0/100\n",
-      "   Momentum:      70.0/100\n",
-      "   S/R:           50.0/100\n",
-      "   Fibonacci:     60.0/100\n",
-      "\n",
-      "💡 Reason: Strong trend (100%)\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# TEST: Enhanced Signal Scoring\n",
@@ -4586,28 +3303,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 57,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "📈 ENHANCED TRAILING STOP STATUS\n",
-      "==================================================\n",
-      "\n",
-      "Position #712086607:\n",
-      "   Type:        LONG\n",
-      "   Entry:       5085.58\n",
-      "   Current SL:  5078.23\n",
-      "   TP:          5102.58\n",
-      "   Profit:      -1.50 USD (-15.0 pips)\n",
-      "   Progress:    -0.9%\n",
-      "   Tier:        0/3\n",
-      "   Next:        Breakeven @ 30%\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# TEST: Enhanced Trailing Stop Status\n",
@@ -4683,19 +3381,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": null,
    "id": "ec5e4268",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Enhanced trading check wrapper created!\n",
-      "   This will use multi-factor analysis for all trades\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# ENHANCED TRADING CHECK WITH SIGNAL SCORING\n",
@@ -4826,53 +3515,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": null,
    "id": "9b32db82",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:37:20,484 - INFO - Removed job adaptive_trading_check\n",
-      "2026-01-27 11:37:20,504 - INFO - Added job \"Enhanced Adaptive Trading Check\" to job store \"default\"\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🔄 Updating scheduler with enhanced trading check...\n",
-      "   Removed old adaptive_trading_check job\n",
-      "\n",
-      "✅ Enhanced Trading Check activated!\n",
-      "   Scheduler updated with multi-factor signal scoring\n",
-      "\n",
-      "📋 Active Scheduler Jobs:\n",
-      "   • position_monitor: interval[0:01:00]\n",
-      "   • enhanced_trailing_stop: interval[0:01:00]\n",
-      "   • adaptive_trading_check: interval[0:01:00]\n",
-      "   • status_report: cron[minute='0,30']\n",
-      "   • daily_report: cron[hour='22', minute='0']\n",
-      "   • threshold_optimization: cron[hour='0']\n",
-      "   • weekly_report: cron[day_of_week='sun', hour='23', minute='0']\n",
-      "\n",
-      "======================================================================\n",
-      "🎯 ENHANCED SIGNAL SCORING NOW ACTIVE!\n",
-      "======================================================================\n",
-      "\n",
-      "Bot will now use 5-factor analysis for all trading signals:\n",
-      "   ✅ Trend Alignment (30%)\n",
-      "   ✅ Volume Analysis (20%)\n",
-      "   ✅ Momentum (RSI/MACD) (20%)\n",
-      "   ✅ Support/Resistance (15%)\n",
-      "   ✅ Fibonacci Levels (15%)\n",
-      "\n",
-      "💡 Expected improvement: +5-10% Win Rate\n",
-      "======================================================================\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# UPDATE SCHEDULER WITH ENHANCED VERSION\n",
@@ -4932,67 +3578,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 60,
+   "execution_count": null,
    "id": "62054af5",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🧪 Testing Enhanced Signal Scoring...\n",
-      "======================================================================\n",
-      "🔍 Analyzing XAUUSD with V1.6 ADAPTIVE COMPLETE parameters...\n",
-      "\n",
-      "📊 V1.6 ADAPTIVE COMPLETE Trend-Analyse für XAUUSD\n",
-      "⚡ Adaptive Interval: 5 min | Session: LONDON\n",
-      "🎯 Market Regime: RANGING (Strength: 18%)\n",
-      "🎚️ Adaptive Threshold: 70% (RELAXED)\n",
-      "\n",
-      "+------+---------+------------+---------+-----------+---------+\n",
-      "| TF   | Trend   |   Strength |     ATR |     Slope |   Price |\n",
-      "|------+---------+------------+---------+-----------+---------|\n",
-      "| D1   | uptrend |     723.36 | 94.5599 | 10.2601   | 5085.42 |\n",
-      "| H4   | uptrend |     571.97 | 47.5146 |  4.07653  | 5085.42 |\n",
-      "| H1   | uptrend |     773.86 | 28.408  |  3.29756  | 5085.42 |\n",
-      "| M30  | uptrend |     754.32 | 16.9941 |  1.92285  | 5085.42 |\n",
-      "| M15  | uptrend |     168.64 | 10.5495 |  0.26686  | 5085.42 |\n",
-      "| M5   | uptrend |     559.42 |  5.1523 |  0.432347 | 5085.42 |\n",
-      "+------+---------+------------+---------+-----------+---------+\n",
-      "\n",
-      "➡️ Standard-Trend: uptrend (Strength: 662.80)\n",
-      "➡️ Fast-Trend: uptrend (Required: 2/4)\n",
-      "➡️ Top-Down-Trend: uptrend\n",
-      "➡️ Confidence: 100.0% (Threshold: 70%)\n",
-      "➡️ Risk-Adjusted Strength: 236506.7 (Min: 80)\n",
-      "➡️ Signal Quality: EXCELLENT\n",
-      "\n",
-      "🚀 V1.6 Adaptive Complete: Full Features + Adaptive Rhythm\n",
-      "\n",
-      "📊 Base Signal:\n",
-      "   Direction: 1\n",
-      "   Confidence: 100.0%\n",
-      "\n",
-      "🎯 Enhanced Analysis:\n",
-      "   Trend:        100.0/100 (30%)\n",
-      "   Volume:       40.0/100 (20%)\n",
-      "   Momentum:     70.0/100 (20%)\n",
-      "   S/R:          50.0/100 (15%)\n",
-      "   Fibonacci:    60.0/100 (15%)\n",
-      "   ─────────────────────────────────────\n",
-      "   Total Score:  68.5%\n",
-      "   Quality:      good\n",
-      "\n",
-      "⚠️ Enhanced score LOWER by 31.5%\n",
-      "   Setup has weak confirmation factors\n",
-      "\n",
-      "💡 Strong trend (100%)\n",
-      "\n",
-      "======================================================================\n",
-      "✅ Test complete!\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# TEST ENHANCED SIGNAL SCORING\n",
@@ -5073,19 +3662,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 61,
+   "execution_count": null,
    "id": "1f4092ff",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "✅ Enhanced trading check wrapper created!\n",
-      "   This will use multi-factor analysis for all trades\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# ENHANCED TRADING CHECK WITH SIGNAL SCORING\n",
@@ -5216,53 +3796,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": null,
    "id": "d5ac4237",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:37:20,860 - INFO - Removed job adaptive_trading_check\n",
-      "2026-01-27 11:37:20,863 - INFO - Added job \"Enhanced Adaptive Trading Check\" to job store \"default\"\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🔄 Updating scheduler with enhanced trading check...\n",
-      "   Removed old adaptive_trading_check job\n",
-      "\n",
-      "✅ Enhanced Trading Check activated!\n",
-      "   Scheduler updated with multi-factor signal scoring\n",
-      "\n",
-      "📋 Active Scheduler Jobs:\n",
-      "   • position_monitor: interval[0:01:00]\n",
-      "   • enhanced_trailing_stop: interval[0:01:00]\n",
-      "   • adaptive_trading_check: interval[0:01:00]\n",
-      "   • status_report: cron[minute='0,30']\n",
-      "   • daily_report: cron[hour='22', minute='0']\n",
-      "   • threshold_optimization: cron[hour='0']\n",
-      "   • weekly_report: cron[day_of_week='sun', hour='23', minute='0']\n",
-      "\n",
-      "======================================================================\n",
-      "🎯 ENHANCED SIGNAL SCORING NOW ACTIVE!\n",
-      "======================================================================\n",
-      "\n",
-      "Bot will now use 5-factor analysis for all trading signals:\n",
-      "   ✅ Trend Alignment (30%)\n",
-      "   ✅ Volume Analysis (20%)\n",
-      "   ✅ Momentum (RSI/MACD) (20%)\n",
-      "   ✅ Support/Resistance (15%)\n",
-      "   ✅ Fibonacci Levels (15%)\n",
-      "\n",
-      "💡 Expected improvement: +5-10% Win Rate\n",
-      "======================================================================\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# UPDATE SCHEDULER WITH ENHANCED VERSION\n",
@@ -5314,221 +3851,14 @@
    "execution_count": null,
    "id": "a5c25689",
    "metadata": {},
-   "outputs": [
-    {
-     "ename": "SyntaxError",
-     "evalue": "unterminated string literal (detected at line 6) (3155802469.py, line 6)",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[1;36m  Cell \u001b[1;32mIn[63], line 6\u001b[1;36m\u001b[0m\n\u001b[1;33m    print(\"\u001b[0m\n\u001b[1;37m          ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m unterminated string literal (detected at line 6)\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:37:23,788 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:37:33,835 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:37:43,860 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:37:53,878 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:38:03,934 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:38:13,303 - INFO - Running job \"PositionMonitor.check_open_positions (trigger: interval[0:01:00], next run at: 2026-01-27 11:38:13 CET)\" (scheduled at 2026-01-27 11:38:13.102754+01:00)\n",
-      "2026-01-27 11:38:13,356 - INFO - ✅ Updated closed position 711896603: manual_close, Profit: 11.74\n",
-      "2026-01-27 11:38:13,962 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:38:14,512 - INFO - Job \"PositionMonitor.check_open_positions (trigger: interval[0:01:00], next run at: 2026-01-27 11:39:13 CET)\" executed successfully\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "⚠️ Telegram send failed: 400\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:38:19,706 - INFO - Running job \"create_enhanced_position_monitor.<locals>.enhanced_position_monitor (trigger: interval[0:01:00], next run at: 2026-01-27 11:39:19 CET)\" (scheduled at 2026-01-27 11:38:19.553632+01:00)\n",
-      "2026-01-27 11:38:19,786 - INFO - \n",
-      "🔍 Enhanced Position Monitor - 1 position(s)\n",
-      "2026-01-27 11:38:19,787 - INFO -    Session: LONDON | ATR: 5.48929\n",
-      "2026-01-27 11:38:19,788 - INFO - Job \"create_enhanced_position_monitor.<locals>.enhanced_position_monitor (trigger: interval[0:01:00], next run at: 2026-01-27 11:39:19 CET)\" executed successfully\n",
-      "2026-01-27 11:38:21,161 - INFO - Running job \"Enhanced Adaptive Trading Check (trigger: interval[0:01:00], next run at: 2026-01-27 11:39:20 CET)\" (scheduled at 2026-01-27 11:38:20.863232+01:00)\n",
-      "2026-01-27 11:38:21,163 - INFO - Job \"Enhanced Adaptive Trading Check (trigger: interval[0:01:00], next run at: 2026-01-27 11:39:20 CET)\" executed successfully\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🛑 TRADE BLOCKIERT: 1/1 Positionen aktiv\n",
-      "   BUY @ 5085.58 | 🟢 21.80\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:38:23,989 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:38:34,034 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:38:44,063 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:38:54,076 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:39:04,115 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:39:13,280 - INFO - Running job \"PositionMonitor.check_open_positions (trigger: interval[0:01:00], next run at: 2026-01-27 11:40:13 CET)\" (scheduled at 2026-01-27 11:39:13.102754+01:00)\n",
-      "2026-01-27 11:39:13,282 - INFO - Job \"PositionMonitor.check_open_positions (trigger: interval[0:01:00], next run at: 2026-01-27 11:40:13 CET)\" executed successfully\n",
-      "2026-01-27 11:39:14,145 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:39:19,574 - INFO - Running job \"create_enhanced_position_monitor.<locals>.enhanced_position_monitor (trigger: interval[0:01:00], next run at: 2026-01-27 11:40:19 CET)\" (scheduled at 2026-01-27 11:39:19.553632+01:00)\n",
-      "2026-01-27 11:39:19,587 - INFO - \n",
-      "🔍 Enhanced Position Monitor - 1 position(s)\n",
-      "2026-01-27 11:39:19,589 - INFO -    Session: LONDON | ATR: 5.51000\n",
-      "2026-01-27 11:39:19,591 - INFO - Job \"create_enhanced_position_monitor.<locals>.enhanced_position_monitor (trigger: interval[0:01:00], next run at: 2026-01-27 11:40:19 CET)\" executed successfully\n",
-      "2026-01-27 11:39:21,307 - INFO - Running job \"Enhanced Adaptive Trading Check (trigger: interval[0:01:00], next run at: 2026-01-27 11:40:20 CET)\" (scheduled at 2026-01-27 11:39:20.863232+01:00)\n",
-      "2026-01-27 11:39:21,311 - INFO - Job \"Enhanced Adaptive Trading Check (trigger: interval[0:01:00], next run at: 2026-01-27 11:40:20 CET)\" executed successfully\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🛑 TRADE BLOCKIERT: 1/1 Positionen aktiv\n",
-      "   BUY @ 5085.58 | 🟢 27.90\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:39:24,176 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:39:34,199 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:39:44,227 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:39:54,251 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:40:04,280 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:40:13,111 - INFO - Running job \"PositionMonitor.check_open_positions (trigger: interval[0:01:00], next run at: 2026-01-27 11:41:13 CET)\" (scheduled at 2026-01-27 11:40:13.102754+01:00)\n",
-      "2026-01-27 11:40:13,111 - INFO - Job \"PositionMonitor.check_open_positions (trigger: interval[0:01:00], next run at: 2026-01-27 11:41:13 CET)\" executed successfully\n",
-      "2026-01-27 11:40:14,308 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:40:19,555 - INFO - Running job \"create_enhanced_position_monitor.<locals>.enhanced_position_monitor (trigger: interval[0:01:00], next run at: 2026-01-27 11:41:19 CET)\" (scheduled at 2026-01-27 11:40:19.553632+01:00)\n",
-      "2026-01-27 11:40:19,555 - INFO - \n",
-      "🔍 Enhanced Position Monitor - 1 position(s)\n",
-      "2026-01-27 11:40:19,555 - INFO -    Session: LONDON | ATR: 5.33143\n",
-      "2026-01-27 11:40:19,555 - INFO - Job \"create_enhanced_position_monitor.<locals>.enhanced_position_monitor (trigger: interval[0:01:00], next run at: 2026-01-27 11:41:19 CET)\" executed successfully\n",
-      "2026-01-27 11:40:20,936 - INFO - Running job \"Enhanced Adaptive Trading Check (trigger: interval[0:01:00], next run at: 2026-01-27 11:41:20 CET)\" (scheduled at 2026-01-27 11:40:20.863232+01:00)\n",
-      "2026-01-27 11:40:20,942 - INFO - Job \"Enhanced Adaptive Trading Check (trigger: interval[0:01:00], next run at: 2026-01-27 11:41:20 CET)\" executed successfully\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🛑 TRADE BLOCKIERT: 1/1 Positionen aktiv\n",
-      "   BUY @ 5085.58 | 🟢 29.70\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:40:24,332 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:40:34,357 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:40:44,388 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:40:54,427 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:41:04,451 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:41:13,178 - INFO - Running job \"PositionMonitor.check_open_positions (trigger: interval[0:01:00], next run at: 2026-01-27 11:42:13 CET)\" (scheduled at 2026-01-27 11:41:13.102754+01:00)\n",
-      "2026-01-27 11:41:13,181 - INFO - Job \"PositionMonitor.check_open_positions (trigger: interval[0:01:00], next run at: 2026-01-27 11:42:13 CET)\" executed successfully\n",
-      "2026-01-27 11:41:14,478 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:41:19,732 - INFO - Running job \"create_enhanced_position_monitor.<locals>.enhanced_position_monitor (trigger: interval[0:01:00], next run at: 2026-01-27 11:42:19 CET)\" (scheduled at 2026-01-27 11:41:19.553632+01:00)\n",
-      "2026-01-27 11:41:19,752 - INFO - \n",
-      "🔍 Enhanced Position Monitor - 1 position(s)\n",
-      "2026-01-27 11:41:19,753 - INFO -    Session: LONDON | ATR: 5.34571\n",
-      "2026-01-27 11:41:19,754 - INFO - Job \"create_enhanced_position_monitor.<locals>.enhanced_position_monitor (trigger: interval[0:01:00], next run at: 2026-01-27 11:42:19 CET)\" executed successfully\n",
-      "2026-01-27 11:41:21,152 - INFO - Running job \"Enhanced Adaptive Trading Check (trigger: interval[0:01:00], next run at: 2026-01-27 11:42:20 CET)\" (scheduled at 2026-01-27 11:41:20.863232+01:00)\n",
-      "2026-01-27 11:41:21,152 - INFO - Job \"Enhanced Adaptive Trading Check (trigger: interval[0:01:00], next run at: 2026-01-27 11:42:20 CET)\" executed successfully\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🛑 TRADE BLOCKIERT: 1/1 Positionen aktiv\n",
-      "   BUY @ 5085.58 | 🟢 24.00\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:41:24,503 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:41:34,529 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:41:44,552 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:41:54,581 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:42:04,614 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:42:13,272 - INFO - Running job \"PositionMonitor.check_open_positions (trigger: interval[0:01:00], next run at: 2026-01-27 11:43:13 CET)\" (scheduled at 2026-01-27 11:42:13.102754+01:00)\n",
-      "2026-01-27 11:42:13,274 - INFO - Job \"PositionMonitor.check_open_positions (trigger: interval[0:01:00], next run at: 2026-01-27 11:43:13 CET)\" executed successfully\n",
-      "2026-01-27 11:42:14,647 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:42:19,624 - INFO - Running job \"create_enhanced_position_monitor.<locals>.enhanced_position_monitor (trigger: interval[0:01:00], next run at: 2026-01-27 11:43:19 CET)\" (scheduled at 2026-01-27 11:42:19.553632+01:00)\n",
-      "2026-01-27 11:42:19,624 - INFO - \n",
-      "🔍 Enhanced Position Monitor - 1 position(s)\n",
-      "2026-01-27 11:42:19,624 - INFO -    Session: LONDON | ATR: 5.36357\n",
-      "2026-01-27 11:42:19,624 - INFO - Job \"create_enhanced_position_monitor.<locals>.enhanced_position_monitor (trigger: interval[0:01:00], next run at: 2026-01-27 11:43:19 CET)\" executed successfully\n",
-      "2026-01-27 11:42:21,145 - INFO - Running job \"Enhanced Adaptive Trading Check (trigger: interval[0:01:00], next run at: 2026-01-27 11:43:20 CET)\" (scheduled at 2026-01-27 11:42:20.863232+01:00)\n",
-      "2026-01-27 11:42:21,147 - INFO - Job \"Enhanced Adaptive Trading Check (trigger: interval[0:01:00], next run at: 2026-01-27 11:43:20 CET)\" executed successfully\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🛑 TRADE BLOCKIERT: 1/1 Positionen aktiv\n",
-      "   BUY @ 5085.58 | 🟢 20.50\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:42:24,680 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:42:34,701 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:42:44,718 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:42:54,745 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:43:04,786 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:43:13,104 - INFO - Running job \"PositionMonitor.check_open_positions (trigger: interval[0:01:00], next run at: 2026-01-27 11:44:13 CET)\" (scheduled at 2026-01-27 11:43:13.102754+01:00)\n",
-      "2026-01-27 11:43:13,155 - INFO - Job \"PositionMonitor.check_open_positions (trigger: interval[0:01:00], next run at: 2026-01-27 11:44:13 CET)\" executed successfully\n",
-      "2026-01-27 11:43:14,812 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:43:19,910 - INFO - Running job \"create_enhanced_position_monitor.<locals>.enhanced_position_monitor (trigger: interval[0:01:00], next run at: 2026-01-27 11:44:19 CET)\" (scheduled at 2026-01-27 11:43:19.553632+01:00)\n",
-      "2026-01-27 11:43:19,931 - INFO - \n",
-      "🔍 Enhanced Position Monitor - 1 position(s)\n",
-      "2026-01-27 11:43:19,933 - INFO -    Session: LONDON | ATR: 5.43214\n",
-      "2026-01-27 11:43:19,934 - INFO - Job \"create_enhanced_position_monitor.<locals>.enhanced_position_monitor (trigger: interval[0:01:00], next run at: 2026-01-27 11:44:19 CET)\" executed successfully\n",
-      "2026-01-27 11:43:21,152 - INFO - Running job \"Enhanced Adaptive Trading Check (trigger: interval[0:01:00], next run at: 2026-01-27 11:44:20 CET)\" (scheduled at 2026-01-27 11:43:20.863232+01:00)\n",
-      "2026-01-27 11:43:21,154 - INFO - Job \"Enhanced Adaptive Trading Check (trigger: interval[0:01:00], next run at: 2026-01-27 11:44:20 CET)\" executed successfully\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "🛑 TRADE BLOCKIERT: 1/1 Positionen aktiv\n",
-      "   BUY @ 5085.58 | 🟢 13.60\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "2026-01-27 11:43:24,837 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:43:34,862 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n",
-      "2026-01-27 11:43:44,891 - INFO - HTTP Request: POST https://api.telegram.org/bot7783303065:AAHVVvwWGqmhJ2BVq8LqkLRSsicKy1CUsD8/getUpdates \"HTTP/1.1 200 OK\"\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "# ==========================================\n",
     "# 📊 DEMO TEST TRACKER - REPORTS & GO-LIVE CHECK\n",
     "# ==========================================\n",
     "# Führe diese Cell aus um den aktuellen Status zu sehen\n",
     "\n",
-    "print(\"\n",
-    "\" + \"=\" * 70)\n",
+    "print(\"\\n\" + \"=\" * 70)\n",
     "print(\"📊 DEMO TEST TRACKER\")\n",
     "print(\"=\" * 70)\n",
     "\n",
@@ -5536,8 +3866,7 @@
     "demo_tracker.print_report()\n",
     "\n",
     "# Go-Live Readiness Check\n",
-    "print(\"\n",
-    "\")\n",
+    "print(\"\\n\")\n",
     "is_ready = demo_tracker.print_go_live_check()\n",
     "\n",
     "# Daily Summary\n",
@@ -5547,7 +3876,7 @@
     "    print(\"🎉 GRATULATION! Dein Bot ist bereit für echtes Geld!\")\n",
     "    print(\"   Empfehlung: Starte mit 0.01 Lots und beobachte 2 Wochen.\")\n",
     "else:\n",
-    "    print(\"⏳ Weiter testen... Der Bot sammelt noch Daten.\")\n"
+    "    print(\"⏳ Weiter testen... Der Bot sammelt noch Daten.\")"
    ]
   },
   {