- 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>
381 lines
7.3 KiB
Markdown
381 lines
7.3 KiB
Markdown
# Telegram Notifications — Sistem Notifikasi Real-Time
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> **File:** `src/telegram_notifier.py`
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> **Class:** `TelegramNotifier`
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> **API:** Telegram Bot API (async via aiohttp)
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---
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## Apa Itu Telegram Notifications?
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Telegram Notifications mengirimkan **laporan real-time** ke grup Telegram setiap kali terjadi event penting — trade dibuka/ditutup, laporan harian, alert darurat, dan status sistem.
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**Analogi:** Telegram Notifications seperti **dashboard pilot di cockpit** — menampilkan semua informasi penting secara real-time tanpa harus melihat layar trading.
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---
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## Konfigurasi
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```
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Bot Token: Dari environment variable TELEGRAM_BOT_TOKEN
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Chat ID: Dari environment variable TELEGRAM_CHAT_ID
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Format: HTML (parse_mode)
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Transport: Async HTTP POST via aiohttp
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Timezone: WIB (Asia/Jakarta)
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```
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```python
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# Inisialisasi
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from dotenv import load_dotenv
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load_dotenv()
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bot_token = os.getenv("TELEGRAM_BOT_TOKEN")
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chat_id = os.getenv("TELEGRAM_CHAT_ID")
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enabled = bool(bot_token and chat_id) # Auto-disable jika tidak dikonfigurasi
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```
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---
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## 11 Tipe Notifikasi
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| # | Tipe | Trigger | Frekuensi |
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|---|------|---------|-----------|
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| 1 | Trade Open | Order berhasil dieksekusi | Per trade |
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| 2 | Trade Close | Posisi ditutup | Per trade |
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| 3 | Market Update | Timer 30 menit | Setiap 30 menit |
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| 4 | Hourly Analysis | Timer 1 jam | Setiap 1 jam |
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| 5 | Daily Summary | Pergantian hari | 1x per hari |
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| 6 | Startup | Bot dinyalakan | 1x per sesi |
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| 7 | Shutdown | Bot dimatikan | 1x per sesi |
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| 8 | News Alert | Event ekonomi terdeteksi | Per event |
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| 9 | Critical Limit | Daily/total loss limit | Per event |
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| 10 | Emergency Close | Flash crash / darurat | Per event |
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| 11 | System Status | Status berkala | Per request |
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---
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## Format Pesan
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### 1. Trade Open
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```
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🟢 LONG #123456
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├ XAUUSD
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├ Entry: 4950.00
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├ Lot: 0.02
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├ SL: 4937.00 (-$13)
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├ TP: 4976.00 (+$26)
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├ R:R: 1:2.0
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├ AI: 75% | medium_volatility
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└ SMC Bullish BOS + FVG
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⏰ 14:35 WIB
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```
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| Elemen | Arti |
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|--------|------|
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| 🟢/🔴 | BUY (hijau) / SELL (merah) |
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| LONG/SHORT | Arah posisi |
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| #123456 | Ticket ID dari broker |
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| R:R | Risk to Reward ratio |
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| AI: 75% | ML confidence |
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| medium_volatility | HMM regime |
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---
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### 2. Trade Close
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```
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✅ WIN #123456
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├ XAUUSD BUY
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├ Entry: 4950.00
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├ Exit: 4965.00
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├ Lot: 0.02
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├ P/L: +$30.00 (+0.49%)
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├ Pips: +150.0
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├ Duration: 2m
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├ Bal Before: $6130.00
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└ Bal After: $6160.00
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⏰ 14:40 WIB
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```
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| Emoji | Arti |
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|-------|------|
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| ✅ | WIN (profit) |
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| ❌ | LOSS (rugi) |
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| ➖ | BREAKEVEN (impas) |
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---
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### 3. Market Update (Setiap 30 Menit)
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```
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📊 XAUUSD $4965.00
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├ 🟢 BUY 75%
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├ UPTREND
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├ medium_volatility
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├ London-NY Overlap
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└ ✅
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⏰ 14:45
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```
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---
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### 4. Hourly Analysis (Setiap 1 Jam)
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```
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📊 HOURLY 14:00 WIB
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Account
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├ Bal: $5,094.68
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├ Eq: $5,120.50
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├ Float: +$25.82
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└ Day: +$150.00 (12 trades)
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Positions (2)
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├ #123456 BUY: +$30.00 M:+45
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└ #123457 SELL: -$15.00 M:-20
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Market
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├ XAUUSD $4,965.00
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├ London-NY Overlap
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└ medium_volatility | high
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AI Signal
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├ BUY 75% / thresh 70%
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└ Quality: EXCELLENT (score:85) → READY
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Risk NORMAL
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└ Daily Loss: $0.00 / $148.34
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✅ News: SAFE
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```
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---
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### 5. Daily Summary
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```
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🎉 DAILY REPORT 2025-02-06
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Result
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├ P/L: +$150.00 (+3.03%)
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├ Gross Win: +$500.00
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├ Gross Loss: -$350.00
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├ Bal Start: $4,944.68
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└ Bal End: $5,094.68
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Stats
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├ Total: 12 trades
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├ Wins: 8 | Losses: 4
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├ Win Rate: 66.7%
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├ Profit Factor: 1.43
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└ Avg/Trade: $12.50
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Recent Trades
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├ ✅ BUY: +$30.00
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├ ❌ SELL: -$25.00
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├ ✅ BUY: +$45.00
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├ ➖ SELL: $0.00
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└ ✅ BUY: +$100.00
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```
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| Emoji Hari | Arti |
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|-----------|------|
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| 🎉 | Hari profit |
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| 📉 | Hari loss |
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| ➖ | Hari breakeven |
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---
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### 6. Startup
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```
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🚀 BOT STARTED
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Config
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├ Symbol: XAUUSD
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├ Mode: small
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├ Capital: $5,000.00
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├ Balance: $4,944.68
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└ ML: Loaded (37 features)
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Risk Settings
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├ Risk/Trade: 1%
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├ Max Daily Loss: 5%
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├ Max Total Loss: 10%
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└ SL: Smart (ATR-based)
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✅ News: SAFE
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⏰ 2025-02-06 08:15 WIB
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```
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---
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### 7. Shutdown
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```
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🔴 BOT STOPPED
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Session Summary
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├ Balance: $5,094.68
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├ Total Trades: 12
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├ ✅ P/L: +$150.00
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└ Uptime: 8.5h
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⏰ 2025-02-06 16:45 WIB
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```
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---
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### 8. News Alert
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```
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🚨 NEWS DANGER_NEWS
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├ NFP (Non-Farm Payroll) - HIGH IMPACT
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├ High volatility expected during release
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└ Buffer: 60m
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⏰ 20:25
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```
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| Emoji | Kondisi |
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|-------|---------|
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| 🚨 | DANGER_NEWS |
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| ⚠️ | CAUTION / DANGER_SENTIMENT |
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| ✅ | SAFE |
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---
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### 9. Critical Limit Alert
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```
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🚨 DAILY LOSS LIMIT REACHED 🚨
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Daily Loss: $250.00
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Limit: $250.00 (5%)
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⛔ TRADING STOPPED FOR TODAY
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Will resume tomorrow automatically.
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```
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---
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### 10. Emergency Close
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```
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🚨 EMERGENCY CLOSE COMPLETE
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Closed 3 positions due to flash crash detection
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Total P/L: -$45.00
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```
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---
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### 11. Alert (Berbagai Tipe)
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| Alert Type | Emoji | Contoh |
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|-----------|-------|--------|
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| flash_crash | 🚨 | "Flash crash detected on XAUUSD" |
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| high_volatility | ⚡ | "Volatility spike detected" |
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| connection_error | 📡 | "MT5 connection lost" |
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| model_retrain | 🔄 | "ML model retrained successfully" |
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| market_close | 🔔 | "Market closing in 30 minutes" |
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| low_balance | 💰 | "Account balance below threshold" |
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---
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## 3 Metode Pengiriman
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| Metode | Endpoint | Kegunaan |
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|--------|----------|---------|
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| `send_message()` | `/sendMessage` | Teks biasa (semua notifikasi) |
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| `send_photo()` | `/sendPhoto` | Chart/grafik (daily report) |
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| `send_document()` | `/sendDocument` | File PDF (laporan detail) |
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---
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## Error Handling
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```
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Strategi: GRACEFUL DEGRADATION
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1. Try-Except di setiap send method
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-> Gagal kirim? Log warning, lanjut trading
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2. HTTP status check
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-> Status != 200? Log error, return False
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3. Emergency close
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-> Telegram gagal? TETAP tutup posisi
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-> Trading > notifikasi dalam prioritas
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4. Disabled mode
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-> Token/ChatID kosong? Auto-disable, return True
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-> Bot tetap berjalan tanpa notifikasi
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```
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```python
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# Contoh: Emergency close TIDAK boleh gagal karena Telegram
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try:
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await telegram.send_message("Emergency close...")
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except:
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pass # Jangan biarkan Telegram failure menghentikan close
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```
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---
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## Rate Limiting
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| Notifikasi | Interval |
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|-----------|----------|
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| Trade Open/Close | Langsung (per event) |
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| Market Update | 30 menit |
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| Hourly Analysis | 1 jam |
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| Daily Summary | 1x per hari |
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| Startup/Shutdown | 1x per sesi |
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| Min message interval | 1 detik (variable) |
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---
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## Kapan Notifikasi Dikirim di Main Loop
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```
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Main Loop (setiap 1 detik)
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|-- Cek new day? ------> Daily Summary + Reset
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|-- Cek hourly timer? -> Hourly Analysis (setiap 1 jam)
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|-- Cek 30min timer? --> Market Update (setiap 30 menit)
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|-- Trade executed? ---> Trade Open notification
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|-- Position closed? --> Trade Close notification
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|-- Limit hit? --------> Critical Limit Alert
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|-- Flash crash? ------> Emergency Close Alert
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|-- (startup) ---------> Startup message
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|-- (shutdown) --------> Shutdown message
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```
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---
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## Formatting HTML
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Semua pesan menggunakan HTML parse mode:
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```html
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<b>Bold</b> -> Label penting
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<code>Monospace</code> -> Angka, harga, nilai
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<i>Italic</i> -> Info tambahan, alasan signal
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```
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Tree structure menggunakan box-drawing characters:
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```
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├ -> Item tengah
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└ -> Item terakhir
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```
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