The DefaultStrategy class is a trading strategy that uses various technical analysis (TA) indicators to generate buy and sell signals. Here is a breakdown of what the strategy does:
populate_indicators function:
Calculates and adds several TA indicators to the given DataFrame, including:
Average Directional Index (ADX)
Moving Average Convergence Divergence (MACD)
Minus Directional Indicator (MINUS_DI)
Plus Directional Indicator (PLUS_DI)
Relative Strength Index (RSI)
Stochastic Fast Indicator (STOCHF)
Bollinger Bands (BB)
Exponential Moving Average (EMA)
Returns the DataFrame with all the mandatory indicators. populate_buy_trend function:
Uses the populated indicators to determine buy signals based on specific conditions:
RSI is less than 35
Stochastic Fast Indicator (fastd) is less than 35
ADX is greater than 30
Plus Directional Indicator (plus_di) is greater than 0.5
OR
ADX is greater than 65
Plus Directional Indicator (plus_di) is greater than 0.5
Sets the 'buy' column in the DataFrame to 1 for the identified buy signals.
Returns the DataFrame with the 'buy' column.
populate_sell_trend function: Uses the populated indicators to determine sell signals based on specific conditions: RSI crosses above 70 Stochastic Fast Indicator (fastd) crosses above 70 ADX is greater than 10 Minus Directional Indicator (minus_di) is greater than 0 OR ADX is greater than 70 Minus Directional Indicator (minus_di) is greater than 0.5 Sets the 'sell' column in the DataFrame to 1 for the identified sell signals.
Returns the DataFrame with the 'sell' column. Overall, the strategy aims to generate buy signals when certain indicators suggest a favorable market condition, and sell signals when certain indicators suggest a bearish or overbought market condition. The specific conditions for buy and sell signals can be customized and adjusted based on the trader's preferences.
Returns the DataFrame with the 'buy' column.
populate_sell_trend function: Uses the populated indicators to determine sell signals based on specific conditions: RSI crosses above 70 Stochastic Fast Indicator (fastd) crosses above 70 ADX is greater than 10 Minus Directional Indicator (minus_di) is greater than 0 OR ADX is greater than 70 Minus Directional Indicator (minus_di) is greater than 0.5 Sets the 'sell' column in the DataFrame to 1 for the identified sell signals.
Returns the DataFrame with the 'sell' column. Overall, the strategy aims to generate buy signals when certain indicators suggest a favorable market condition, and sell signals when certain indicators suggest a bearish or overbought market condition. The specific conditions for buy and sell signals can be customized and adjusted based on the trader's preferences.
stoploss: -0.1 timeframe: 5m hash(sha256): b8b9c6c0d9531487fc9489983ad6074ef6648a349e4cca6fd0cb8db666b18306 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: 2024-04-28 14:55:10