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The "StrategyTestV2" class is a backtesting strategy that aims to generate buy and sell signals based on technical analysis (TA) indicators. In the "populate_indicators" method, several TA indicators are calculated and added to the given DataFrame. These indicators include:
ADX (Average Directional Index)
MACD (Moving Average Convergence Divergence)
MINUS_DI (Minus Directional Indicator)
PLUS_DI (Plus Directional Indicator)
RSI (Relative Strength Index)
STOCHF (Stochastic Fast)
Bollinger Bands
EMA (Exponential Moving Average)
The "populate_buy_trend" method determines the buy signal based on specific conditions involving the calculated indicators.
The buy signal is triggered if: RSI is less than 35 Stochastic Fast (%D) is less than 35 ADX is greater than 30 PLUS_DI is greater than 0.5 Additionally, a buy signal is also triggered if: ADX is greater than 65 PLUS_DI is greater than 0.5 The "populate_sell_trend" method determines the sell signal based on certain conditions involving the indicators.
The sell signal is triggered if: RSI crosses above 70 or Stochastic Fast (%D) crosses above 70 ADX is greater than 10 MINUS_DI is greater than 0 Additionally, a sell signal is also triggered if: ADX is greater than 70 MINUS_DI is greater than 0.5 Both the "populate_buy_trend" and "populate_sell_trend" methods modify the DataFrame by adding a "buy" or "sell" column, respectively, with a value of 1 to indicate the presence of a buy or sell signal.
Overall, this strategy aims to generate buy and sell signals based on a combination of TA indicators, allowing for backtesting and evaluation of its effectiveness in trading scenarios.
The buy signal is triggered if: RSI is less than 35 Stochastic Fast (%D) is less than 35 ADX is greater than 30 PLUS_DI is greater than 0.5 Additionally, a buy signal is also triggered if: ADX is greater than 65 PLUS_DI is greater than 0.5 The "populate_sell_trend" method determines the sell signal based on certain conditions involving the indicators.
The sell signal is triggered if: RSI crosses above 70 or Stochastic Fast (%D) crosses above 70 ADX is greater than 10 MINUS_DI is greater than 0 Additionally, a sell signal is also triggered if: ADX is greater than 70 MINUS_DI is greater than 0.5 Both the "populate_buy_trend" and "populate_sell_trend" methods modify the DataFrame by adding a "buy" or "sell" column, respectively, with a value of 1 to indicate the presence of a buy or sell signal.
Overall, this strategy aims to generate buy and sell signals based on a combination of TA indicators, allowing for backtesting and evaluation of its effectiveness in trading scenarios.
stoploss: -0.1 timeframe: 5m hash(sha256): 8a3b3997acf264531b34abace30efe8bef802b66d3ad714d469c3c985ce7e289 indicators: macdsignal upper adx minus_di lower mid fastk bb_middleband rsi macd bb_lowerband bb_upperband plus_di fastd ema10 macdhist
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last change: 2022-07-02 19:54:08