"""Strategy 7: Williams %R Reversal""" import talib.abstract as ta from freqtrade.strategy import IStrategy from pandas import DataFrame class WilliamsRStrategy(IStrategy): timeframe = "5m" minimal_roi = {"0": 0.08, "120": 0.04} stoploss = -0.04 startup_candle_count = 20 def populate_indicators(self, dataframe: DataFrame, metadata: dict) -> DataFrame: dataframe["willr"] = ta.WILLR(dataframe, timeperiod=14) dataframe["willr_prev"] = dataframe["willr"].shift(1) dataframe["ema50"] = ta.EMA(dataframe, timeperiod=50) dataframe["ema200"] = ta.EMA(dataframe, timeperiod=200) dataframe["rsi"] = ta.RSI(dataframe, timeperiod=14) return dataframe def populate_entry_trend(self, dataframe: DataFrame, metadata: dict) -> DataFrame: dataframe.loc[ (dataframe["willr"] > -80) & (dataframe["willr_prev"] <= -80) & (dataframe["ema50"] > dataframe["ema200"]) & (dataframe["rsi"] < 65) & (dataframe["volume"] > 0), "enter_long", ] = 1 return dataframe def populate_exit_trend(self, dataframe: DataFrame, metadata: dict) -> DataFrame: dataframe.loc[ (dataframe["willr"] > -20) | (dataframe["rsi"] > 72), "exit_long", ] = 1 return dataframe