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BigZ07 Strategy Analysis

I. Strategy Overview​

BigZ07 is a low drawdown, buy dips, sell quickly quantitative trading strategy. Its core philosophy can be summarized as:

  • Minimize drawdown as much as possible
  • Buy at price valleys
  • Sell quickly to release capital
  • Soft check whether market is rising, hard check whether market is declining

Core Features​

FeatureDescription
Entry Conditions14 independent conditions
Exit SignalsNo active exit signals (relies on ROI or stoploss)
Protection MechanismsCustom intelligent stoploss
Timeframe5-minute main cycle + 1-hour auxiliary
Recommended Positions3-5 pairs

II. Strategy Configuration Analysis​

2.1 Timeframe Configuration​

timeframe = '5m'        # Main timeframe: 5-minute candles
inf_1h = '1h' # Information timeframe: 1-hour candles

Strategy uses dual-timeframe analysis:

  • 5-minute candles: Used for daily signal judgment and entry decisions
  • 1-hour candles: Used for trend filtering and long-term RSI judgment

2.2 Profit Target (Minimal ROI)​

minimal_roi = {
"0": 0.028, # Immediate 2.8% profit
"10": 0.018, # After 10 minutes: 1.8%
"40": 0.005, # After 40 minutes: 0.5%
"180": 0.018, # After 3 hours: 1.8%
}

2.3 Stoploss Configuration​

stoploss = -0.99  # Actually disabled, relies on custom stoploss
trailing_stop = True
trailing_stop_positive = 0.01
trailing_stop_positive_offset = 0.025

2.4 Order Types​

order_types = {
'entry': 'market',
'exit': 'market',
'stoploss': 'market',
'stoploss_on_exchange': False
}

III. Entry Conditions Details​

BigZ07 contains 14 independent entry conditions (buy_condition_0 to buy_condition_13), each with independent parameter switches.

Entry Conditions Overview​

ConditionMain FeatureCore Indicators
buy_condition_0RSI oversold + above EMA200RSI < 30, EMA200 rising
buy_condition_1Bollinger lower rail + bearishClose below BB lower
buy_condition_2Bollinger lower rail (simplified)Close below BB lower
buy_condition_3RSI oversold + above EMA200_1hRSI < 14.2
buy_condition_41-hour RSI oversoldRSI_1h < 16.5
buy_condition_5MACD golden cross + BB lowerEMA26 > EMA12
buy_condition_6MACD golden cross + 1h RSIRSI_1h < 39
buy_condition_7MACD + 1-hour RSIRSI_1h < 15
buy_condition_8Dual RSI oversoldRSI < 28, RSI_1h < 20
buy_condition_9Dual RSI oversold (variant)RSI < 10, RSI_1h < 35
buy_condition_10BB breakout + MACD1-hour BB lower rail
buy_condition_11MACD continuous riseHistogram positive for 5 periods
buy_condition_12BB lower rail breakoutLow breaks BB lower
buy_condition_13CMF outflow + RSICMF < -0.435, RSI < 22

IV. Exit Logic Details​

4.1 No Active Exit Signals​

Strategy doesn't use active exit signals, relies on:

  • ROI take-profit
  • Trailing stop
  • Custom stoploss

4.2 Custom Stoploss​

Core protection mechanism with intelligent logic based on:

  • Holding time
  • RSI levels
  • Price position relative to EMA200

V. Technical Indicator System​

Trend Indicators​

  • EMA200 (5-minute and 1-hour)
  • EMA50 (1-hour)

Momentum Indicators​

  • RSI (14-period, 5-minute and 1-hour)
  • MACD (12,26,9)

Volatility Indicators​

  • Bollinger Bands (20,2)

Volume Indicators​

  • Volume mean (48-period)
  • CMF (Chaikin Money Flow)

VI. Strategy Pros & Cons​

6.1 Advantages​

  1. Excellent drawdown control
  2. Rich entry conditions (14 types)
  3. Fast turnover releases capital quickly
  4. Multi-timeframe analysis

6.2 Limitations​

  1. May exit too early in strong trends
  2. Complex custom stoploss logic
  3. Parameter sensitivity

VII. Applicable Scenarios​

  • Oscillating markets
  • High volatility environments
  • Dip buying opportunities
  • Strong bull markets (may exit early)
  • Low volatility (hard to trigger entries)
  • Continuous downtrends

VIII. Summary​

BigZ07 is a mean reversion strategy emphasizing low drawdown and fast turnover. Through 14 entry conditions and custom stoploss, it builds a system focused on "buy low, sell fast, control losses."

Key Features:

  • 14 independent entry conditions
  • Custom intelligent stoploss
  • ROI ladder for quick profits
  • Suitable for oscillating markets

Risk Warning: Fast-exit design means limited profits per trade. Ensure full understanding before use.