"""Strategy: Keltner Channel Breakout""" from freqtrade.strategy import IStrategy from pandas import DataFrame import talib.abstract as ta class KeltnerChannelStrategy(IStrategy): timeframe = "5m" minimal_roi = {"0": 0.10, "180": 0.05} stoploss = -0.05 startup_candle_count = 25 def populate_indicators(self, dataframe: DataFrame, metadata: dict) -> DataFrame: dataframe["ema20"] = ta.EMA(dataframe, timeperiod=20) dataframe["atr"] = ta.ATR(dataframe, timeperiod=14) dataframe["kc_upper"] = dataframe["ema20"] + 2 * dataframe["atr"] dataframe["kc_lower"] = dataframe["ema20"] - 2 * dataframe["atr"] dataframe["rsi"] = ta.RSI(dataframe, timeperiod=14) dataframe["adx"] = ta.ADX(dataframe, timeperiod=14) return dataframe def populate_entry_trend(self, dataframe: DataFrame, metadata: dict) -> DataFrame: dataframe.loc[ (dataframe["close"] > dataframe["kc_upper"]) & (dataframe["adx"] > 25) & (dataframe["rsi"] > 50) & (dataframe["rsi"] < 70) & (dataframe["volume"] > 0), "enter_long", ] = 1 return dataframe def populate_exit_trend(self, dataframe: DataFrame, metadata: dict) -> DataFrame: dataframe.loc[ (dataframe["close"] < dataframe["ema20"]) | (dataframe["rsi"] > 75), "exit_long", ] = 1 return dataframe