"""Strategy: Dema Cross Strategy""" import talib.abstract as ta from freqtrade.strategy import IStrategy from pandas import DataFrame class DemaCrossStrategy(IStrategy): timeframe = "5m" minimal_roi = {"0": 0.10, "180": 0.05} stoploss = -0.05 startup_candle_count = 30 def populate_indicators(self, dataframe: DataFrame, metadata: dict) -> DataFrame: dataframe["dema20"] = ta.DEMA(dataframe, timeperiod=20) dataframe["dema50"] = ta.DEMA(dataframe, timeperiod=50) dataframe["dema20_prev"] = dataframe["dema20"].shift(1) dataframe["dema50_prev"] = dataframe["dema50"].shift(1) dataframe["rsi"] = ta.RSI(dataframe, timeperiod=14) dataframe["volume_ma"] = dataframe["volume"].rolling(20).mean() return dataframe def populate_entry_trend(self, dataframe: DataFrame, metadata: dict) -> DataFrame: dataframe.loc[ (dataframe["dema20"] > dataframe["dema50"]) & (dataframe["dema20_prev"] <= dataframe["dema50_prev"]) & (dataframe["rsi"] > 45) & (dataframe["rsi"] < 68) & (dataframe["volume"] > dataframe["volume_ma"]) & (dataframe["volume"] > 0), "enter_long", ] = 1 return dataframe def populate_exit_trend(self, dataframe: DataFrame, metadata: dict) -> DataFrame: dataframe.loc[ (dataframe["dema20"] < dataframe["dema50"]) | (dataframe["rsi"] > 74), "exit_long", ] = 1 return dataframe