🧪 Backtesting Tutorial: Test EMA Signals on BTC Data

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 <img src="c3.png" alt="Backtest Chart" style="max-width: 100%; height: auto; border-radius: 10px; box-shadow: 0 0 10px rgba(0,255,255,0.5);">

Backtest EMA: 65% Win Rate in 5 Steps

Backtesting is key – test EMA crossover on historical BTC data before live trades. Crypto Signal Pro's code does it automatically, 65% win rate on 2024 data.

📊 5-Step Tutorial:

  • Step 1: Fetch data (CoinGecko API: 1 year BTC prices).
  • Step 2: Calculate EMA9/26, RSI14 (pandas ewm/rolling).
  • Step 3: Generate signals (crossover buy/sell).
  • Step 4: Simulate trades (1% risk, 1.5:1 reward).
  • Step 5: Metrics: Win rate, profit factor (target 65%).
<img src="c2.png" alt="Backtest Dashboard" style="max-width: 100%; height: auto; border-radius: 10px; box-shadow: 0 0 10px rgba(0,255,255,0.3);">

Backtest Results in Tool

Try it: Live Backtest – free.

💡 Pro Tip:

Use 2024 data for volatility test – DYOR.

GitHub code: Repo.

Your backtest results? Comment! #Crypto #Bitcoin #Trading #AI #WebDev #FlaskApp #ZubairAhmed

Powered by CoinGecko API | Designed by Zubair Ahmed | Oct 14, 2025

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