feat: Smart AI Trading Bot for XAUUSD with ML and SMC
- XGBoost ML model with 37 features for market direction prediction - Smart Money Concepts (SMC): Order Blocks, FVG, BOS, CHoCH - HMM market regime detection (trending/ranging/volatile) - ATR-based stop loss with 1.5 ATR minimum distance - Broker-level SL protection with fallback - Time-based exit (max 6 hours per trade) - Session-aware trading optimized for London/NY overlap - Auto-retraining based on market conditions - Telegram notifications and web dashboard - Backtest results: 63.9% win rate, 2.64 profit factor, 4.83 Sharpe Backtest period: Jan 2025 - Feb 2026, 654 trades, $4,189 net P/L Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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buckybonez
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"""
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Trading Session Filter
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======================
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Filter trades based on market sessions and optimal trading hours.
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Timezone: WIB (Waktu Indonesia Barat) - GMT+7 for Batam/Jakarta.
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Optimal Trading Hours for XAUUSD:
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- London-NY Overlap: 20:00 - 00:00 WIB (BEST)
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- London Session: 15:00 - 00:00 WIB
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- NY Session: 20:00 - 05:00 WIB
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Dangerous Zones:
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- Rollover/Spread Wide: 04:00 - 06:00 WIB
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- Low Liquidity: 00:00 - 04:00 WIB
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- Friday Close: After 23:00 WIB Friday
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"""
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from datetime import datetime, time, timedelta
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from typing import Tuple, Dict, Optional
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from dataclasses import dataclass
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from enum import Enum
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from loguru import logger
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import pytz
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class TradingSession(Enum):
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"""Market trading sessions."""
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SYDNEY = "sydney"
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TOKYO = "tokyo"
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LONDON = "london"
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NEW_YORK = "new_york"
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OVERLAP_TOKYO_LONDON = "tokyo_london_overlap"
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OVERLAP_LONDON_NY = "london_ny_overlap"
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OFF_HOURS = "off_hours"
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@dataclass
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class SessionConfig:
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"""Session trading configuration."""
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name: str
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start_hour: int # WIB
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start_minute: int
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end_hour: int # WIB
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end_minute: int
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volatility: str # "low", "medium", "high", "extreme"
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allow_trading: bool
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position_size_multiplier: float
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class SessionFilter:
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"""
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Trading session filter for optimal trading hours.
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Configured for XAUUSD aggressive trading during London/NY overlap.
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All times in WIB (GMT+7).
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"""
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def __init__(
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self,
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timezone: str = "Asia/Jakarta", # WIB
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aggressive_mode: bool = True, # Focus on high volatility
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):
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self.tz = pytz.timezone(timezone)
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self.aggressive_mode = aggressive_mode
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# Define trading windows (WIB)
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self.sessions = {
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# Main sessions
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TradingSession.SYDNEY: SessionConfig(
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name="Sydney",
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start_hour=6, start_minute=0, # Start after rollover (skip 04:00-06:00)
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end_hour=13, end_minute=0,
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volatility="low",
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allow_trading=True, # ENABLED - backtest shows $5,934 profit!
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position_size_multiplier=0.5, # HALF lot size for safety
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),
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TradingSession.TOKYO: SessionConfig(
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name="Tokyo",
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start_hour=7, start_minute=0,
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end_hour=16, end_minute=0,
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volatility="medium",
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allow_trading=True,
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position_size_multiplier=0.7,
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),
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TradingSession.LONDON: SessionConfig(
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name="London",
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start_hour=15, start_minute=0,
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end_hour=23, end_minute=59,
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volatility="high",
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allow_trading=True,
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position_size_multiplier=1.0,
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),
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TradingSession.NEW_YORK: SessionConfig(
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name="New York",
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start_hour=20, start_minute=0,
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end_hour=23, end_minute=59, # NY continues past midnight
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volatility="extreme",
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allow_trading=True,
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position_size_multiplier=1.0,
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),
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# Overlap sessions (BEST TIMES)
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TradingSession.OVERLAP_TOKYO_LONDON: SessionConfig(
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name="Tokyo-London Overlap",
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start_hour=15, start_minute=0,
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end_hour=16, end_minute=0,
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volatility="high",
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allow_trading=True,
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position_size_multiplier=1.0,
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),
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TradingSession.OVERLAP_LONDON_NY: SessionConfig(
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name="London-NY Overlap (GOLDEN)",
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start_hour=20, start_minute=0,
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end_hour=23, end_minute=59,
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volatility="extreme",
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allow_trading=True,
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position_size_multiplier=1.2, # Boost during golden hours
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),
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}
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# Danger zones (WIB)
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self.danger_zones = [
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# Rollover - spread extremely wide
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{"name": "Rollover", "start": (4, 0), "end": (6, 0), "reason": "Spread melebar saat rollover"},
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# Low liquidity
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{"name": "Dead Zone", "start": (0, 0), "end": (4, 0), "reason": "Likuiditas rendah, spread tinggi"},
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]
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# High impact news times to avoid (typical release times in WIB)
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self.news_blackout_times = [
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# NFP - First Friday of month
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{"event": "NFP", "hour": 19, "minute": 30, "buffer_before": 15, "buffer_after": 30},
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# Fed Interest Rate
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{"event": "FOMC", "hour": 1, "minute": 0, "buffer_before": 15, "buffer_after": 45},
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# US CPI
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{"event": "CPI", "hour": 19, "minute": 30, "buffer_before": 15, "buffer_after": 30},
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]
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def get_current_time_wib(self) -> datetime:
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"""Get current time in WIB."""
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return datetime.now(self.tz)
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def get_current_session(self) -> Tuple[TradingSession, SessionConfig]:
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"""
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Get the current trading session.
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Returns highest priority session if multiple overlap.
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Priority: Overlap > London/NY > Tokyo > Sydney > Off Hours
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"""
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now = self.get_current_time_wib()
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hour = now.hour
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minute = now.minute
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current_time = hour * 60 + minute
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# Check overlaps first (highest priority)
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if 20 * 60 <= current_time <= 24 * 60: # 20:00 - 00:00
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return TradingSession.OVERLAP_LONDON_NY, self.sessions[TradingSession.OVERLAP_LONDON_NY]
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if 15 * 60 <= current_time <= 16 * 60: # 15:00 - 16:00
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return TradingSession.OVERLAP_TOKYO_LONDON, self.sessions[TradingSession.OVERLAP_TOKYO_LONDON]
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# Check main sessions
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for session, config in self.sessions.items():
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if session in [TradingSession.OVERLAP_LONDON_NY, TradingSession.OVERLAP_TOKYO_LONDON]:
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continue
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start = config.start_hour * 60 + config.start_minute
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end = config.end_hour * 60 + config.end_minute
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if start <= current_time <= end:
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return session, config
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# Off hours
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return TradingSession.OFF_HOURS, SessionConfig(
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name="Off Hours",
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start_hour=0, start_minute=0,
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end_hour=0, end_minute=0,
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volatility="low",
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allow_trading=False,
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position_size_multiplier=0.0,
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)
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def is_danger_zone(self) -> Tuple[bool, str]:
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"""Check if current time is in a danger zone."""
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now = self.get_current_time_wib()
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hour = now.hour
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minute = now.minute
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current_time = hour * 60 + minute
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for zone in self.danger_zones:
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start = zone["start"][0] * 60 + zone["start"][1]
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end = zone["end"][0] * 60 + zone["end"][1]
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if start <= current_time < end:
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return True, zone["reason"]
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return False, ""
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def is_friday_close(self) -> bool:
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"""Check if approaching Friday market close."""
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now = self.get_current_time_wib()
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# Friday = 4 (Monday=0)
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if now.weekday() == 4 and now.hour >= 23:
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return True
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return False
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def is_weekend(self) -> bool:
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"""Check if market is closed (weekend)."""
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now = self.get_current_time_wib()
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weekday = now.weekday()
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# Saturday full day
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if weekday == 5:
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return True
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# Sunday until 04:00 WIB Monday
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if weekday == 6:
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return True
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# Saturday early morning (before market close at 05:00)
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if weekday == 5 and now.hour < 5:
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return False # Market still open
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return False
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def can_trade(self) -> Tuple[bool, str, float]:
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"""
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Check if trading is allowed right now.
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Returns:
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Tuple of (can_trade, reason, position_multiplier)
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"""
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now = self.get_current_time_wib()
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# Check weekend
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if self.is_weekend():
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return False, "Market tutup (weekend)", 0.0
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# Check Friday close
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if self.is_friday_close():
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return False, "Mendekati penutupan Jumat - hindari gap weekend", 0.0
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# Check danger zones
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is_danger, danger_reason = self.is_danger_zone()
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if is_danger:
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return False, f"Zona bahaya: {danger_reason}", 0.0
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# Get current session
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session, config = self.get_current_session()
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if not config.allow_trading:
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return False, f"Trading tidak diizinkan saat {config.name}", 0.0
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# In aggressive mode, allow high volatility + Sydney (proven profitable)
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if self.aggressive_mode:
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# Sydney session is ALLOWED - backtest shows 62% WR, $5,934 profit
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if session == TradingSession.SYDNEY:
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return True, f"Trading OK - {config.name} (SAFE MODE: 0.5x lot)", config.position_size_multiplier
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# Other low volatility sessions not allowed
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if config.volatility not in ["high", "extreme"]:
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return False, f"Mode agresif: tunggu sesi {config.name} (volatilitas {config.volatility})", config.position_size_multiplier
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return True, f"Trading OK - {config.name} ({config.volatility} volatility)", config.position_size_multiplier
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def get_next_trading_window(self) -> Dict:
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"""Get when the next optimal trading window starts."""
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now = self.get_current_time_wib()
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current_hour = now.hour
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# Find next London-NY overlap
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if current_hour < 20:
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# Today at 20:00
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next_window = now.replace(hour=20, minute=0, second=0, microsecond=0)
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hours_until = 20 - current_hour
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else:
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# Tomorrow at 20:00
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next_window = (now + timedelta(days=1)).replace(hour=20, minute=0, second=0, microsecond=0)
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hours_until = 24 - current_hour + 20
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return {
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"next_window": next_window.strftime("%Y-%m-%d %H:%M WIB"),
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"hours_until": hours_until,
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"session": "London-NY Overlap",
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"is_weekend": self.is_weekend(),
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}
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def get_status_report(self) -> Dict:
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"""Get comprehensive trading session status."""
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now = self.get_current_time_wib()
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session, config = self.get_current_session()
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can_trade, reason, multiplier = self.can_trade()
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is_danger, danger_reason = self.is_danger_zone()
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return {
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"current_time": now.strftime("%Y-%m-%d %H:%M:%S WIB"),
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"day_of_week": now.strftime("%A"),
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"current_session": config.name,
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"volatility": config.volatility,
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"can_trade": can_trade,
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"reason": reason,
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"position_multiplier": multiplier,
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"is_danger_zone": is_danger,
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"danger_reason": danger_reason,
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"is_friday_close": self.is_friday_close(),
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"is_weekend": self.is_weekend(),
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"next_window": self.get_next_trading_window(),
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}
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# Convenience function
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def create_wib_session_filter(aggressive: bool = True) -> SessionFilter:
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"""Create session filter for WIB timezone."""
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return SessionFilter(
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timezone="Asia/Jakarta",
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aggressive_mode=aggressive,
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)
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if __name__ == "__main__":
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# Test session filter
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sf = create_wib_session_filter(aggressive=True)
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print("\n" + "=" * 60)
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print("TRADING SESSION STATUS")
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print("=" * 60)
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status = sf.get_status_report()
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for key, value in status.items():
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print(f"{key}: {value}")
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print("\n" + "=" * 60)
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can_trade, reason, multiplier = sf.can_trade()
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print(f"Can Trade: {can_trade}")
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print(f"Reason: {reason}")
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print(f"Position Multiplier: {multiplier}")
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