# source: https://raw.githubusercontent.com/hangtenz/trading-bot/28f3cdca843c48f895851031c11c76a1079376e6/user_data/strategies/scalping.py # pragma pylint: disable=missing-docstring, invalid-name, pointless-string-statement # flake8: noqa: F401 #from helper import helper # --- Do not remove these libs --- from email.policy import default from unicodedata import decimal import numpy as np # noqa import pandas as pd # noqa from pandas import DataFrame from freqtrade.strategy import (BooleanParameter, CategoricalParameter, DecimalParameter, RealParameter, IStrategy, IntParameter, informative) from freqtrade.optimize.space import Categorical, Dimension, Integer, SKDecimal, Real # noqa # -------------------------------- # Add your lib to import here import talib.abstract as ta import pandas_ta as pta import freqtrade.vendor.qtpylib.indicators as qtpylib class github_hangtenz_trading_bot__scalping__20230226_111507(IStrategy): INTERFACE_VERSION = 3 timeframe = '1m' can_short: bool = True multiple_leverage = 1 class HyperOpt: # Define a custom stoploss space. def stoploss_space(): return [SKDecimal(-0.025, -0.015, decimals=4, name='stoploss')] # Define custom ROI space def roi_space(): return [ Integer(0, 120, name='roi_t1'), Integer(0, 60, name='roi_t2'), Integer(0, 40, name='roi_t3'), SKDecimal(0.025, 0.040, decimals=3, name='roi_p1'), SKDecimal(0.025, 0.040, decimals=3, name='roi_p2'), SKDecimal(0.025, 0.040, decimals=3, name='roi_p3'), ] profit = DecimalParameter(0.025,0.040,decimals=4 ,default=0.005,space="buy") loss = DecimalParameter(-0.025,-0.015,decimals=4, default=-0.004,space="buy") minimal_roi = { "0": profit.value } time_to_play = IntParameter(2, 6, default=3, space="buy") #spcific diff ema BTC = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ETH = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") BCH = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") BNB = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") SOL = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") XRP = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") DOT = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") AVAX = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ADA = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ETC = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") FTM = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") FIL = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") TRX = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") AXS = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") SAND = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") NEAR = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") DOGE = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") MATIC = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") LTC = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") LINK = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") MANA = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ATOM = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") KNC = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") XMR = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") SHIB = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") EOS = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") CRV = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") AAVE = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") WAVES = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") GALA = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") RUNE = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") SUSHI = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") XTZ = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") UNI = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ZIL = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") LRC = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") KAVA = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") EGLD = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ALGO = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ZEC = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") THETA = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") YFI = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") INCH = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") VET = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") MKR = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") KSM = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") GRT = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") OMG = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") COMP = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") C98 = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") NEO = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") IMX = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") UNFI = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") IOST = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") MTL = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") XLM = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") REEF = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ONE = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ENJ = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") TRB = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") DASH = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") TLM = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ALPHA = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") AR = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ATA = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") CELO = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") BAT = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") BNX = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") DAR = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") REN = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") STMX = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ICX = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") HNT = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ANT = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") FLOW = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") CTSI = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") CTK = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") STORJ = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") RLC = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ARPA = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") OCEAN = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") CVC = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") LIT = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") XEM = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") KLAY = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ONT = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") API3 = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") QTUM = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") SFP = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") RAY = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") BLZ = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") BAND = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") BAL = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") IOTX = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") DUSK = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ANKR = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") SC = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") SRM = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") HBAR = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") BTS = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") WOO = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") ZEN = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") FTT = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") FLM = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") LPT = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") RVN = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") DGB = DecimalParameter(0.3,2.0,decimals=3,default=0.5,space="buy") stoploss = loss.value trailing_stop = False process_only_new_candles = False use_exit_signal = False exit_profit_only = False ignore_roi_if_entry_signal = True startup_candle_count: int = 1000 # Optional order type mapping. order_types = { 'entry': 'market', 'exit': 'market', 'stoploss': 'market', 'stoploss_on_exchange': False } # Optional order time in force. order_time_in_force = { 'entry': 'gtc', 'exit': 'gtc' } plot_config = { 'main_plot': { 'ema50_5m': {'color':'orange'}, 'ema200_5m': {'color': 'blue'}, 'bb_upper': {'color':'white'}, 'bb_lower': {'color': 'white'} }, 'subplots': { "MACD": { 'macd_hist': {'type': 'bar', 'plotly': {'opacity': 0.9}, 'color':'green'} }, } } def informative_pairs(self): return [ ("BTC/USDT","5m") ,("ETH/USDT","5m") ,("BCH/USDT","5m") ,("BNB/USDT","5m") ,("SOL/USDT","5m") ,("XRP/USDT","5m") ,("DOT/USDT","5m") ,("AVAX/USDT","5m") ,("ADA/USDT","5m") ,("ETC/USDT","5m") ,("FTM/USDT","5m") ,("FIL/USDT","5m") ,("TRX/USDT","5m") ,("AXS/USDT","5m") ,("SAND/USDT","5m") ,("NEAR/USDT","5m") ,("DOGE/USDT","5m") ,("MATIC/USDT","5m") ,("LTC/USDT","5m") ,("LINK/USDT","5m") ,("MANA/USDT","5m") ,("ATOM/USDT","5m") ,("KNC/USDT","5m") ,("XMR/USDT","5m") ,("1000SHIB/USDT","5m") ,("EOS/USDT","5m") ,("CRV/USDT","5m") ,("AAVE/USDT","5m") ,("WAVES/USDT","5m") ,("GALA/USDT","5m") ,("RUNE/USDT","5m") ,("SUSHI/USDT","5m") ,("XTZ/USDT","5m") ,("UNI/USDT","5m") ,("ZIL/USDT","5m") ,("LRC/USDT","5m") ,("XLM/USDT","5m") ,("KAVA/USDT","5m") ,("EGLD/USDT","5m") ,("ALGO/USDT","5m") ,("ZEC/USDT","5m") ,("THETA/USDT","5m") ,("YFI/USDT","5m") ,("1INCH/USDT","5m") ,("VET/USDT","5m") ,("MKR/USDT","5m") ,("KSM/USDT","5m") ,("GRT/USDT","5m") ,("OMG/USDT","5m") ,("COMP/USDT","5m") ,("C98/USDT","5m") ,("NEO/USDT","5m") ,("IMX/USDT","5m") ,("UNFI/USDT","5m") ,("IOST/USDT","5m") ,("MTL/USDT","5m") ,("REEF/USDT","5m") ,("ONE/USDT","5m") ,("ENJ/USDT","5m") ,("TRB/USDT","5m") ,("DASH/USDT","5m") ,("TLM/USDT","5m") ,("ALPHA/USDT","5m") ,("AR/USDT","5m") ,("ATA/USDT","5m") ,("CELO/USDT","5m") ,("BAT/USDT","5m") ,("BNX/USDT","5m") ,("DAR/USDT","5m") ,("REN/USDT","5m") ,("STMX/USDT","5m") ,("ICX/USDT","5m") ,("HNT/USDT","5m") ,("ANT/USDT","5m") ,("FLOW/USDT","5m") ,("CTSI/USDT","5m") ,("CTK/USDT","5m") ,("STORJ/USDT","5m") ,("RLC/USDT","5m") ,("ARPA/USDT","5m") ,("OCEAN/USDT","5m") ,("CVC/USDT","5m") ,("LIT/USDT","5m") ,("XEM/USDT","5m") ,("KLAY/USDT","5m") ,("ONT/USDT","5m") ,("API3/USDT","5m") ,("QTUM/USDT","5m") ,("SFP/USDT","5m") ,("RAY/USDT","5m") ,("BLZ/USDT","5m") ,("BAND/USDT","5m") ,("BAL/USDT","5m") ,("IOTX/USDT","5m") ,("DUSK/USDT","5m") ,("ANKR/USDT","5m") ,("SC/USDT","5m") ,("SRM/USDT","5m") ,("HBAR/USDT","5m") ,("BTS/USDT","5m") ,("WOO/USDT","5m") ,("ZEN/USDT","5m") ,("FTT/USDT","5m") ,("FLM/USDT","5m") ,("LPT/USDT","5m") ,("RVN/USDT","5m") ,("DGB/USDT","5m") ] @informative('5m') def populate_indicators_5m(self, dataframe: DataFrame, metadata: dict) -> DataFrame: dataframe['ema50'] = ta.EMA(dataframe['close'], timeperiod=50) dataframe['ema200'] = ta.EMA(dataframe['close'], timeperiod = 200) return dataframe def leverage(self, pair: str, current_time: 'datetime', current_rate: float, proposed_leverage: float, max_leverage: float, side: str, **kwargs) -> float: return self.multiple_leverage def populate_indicators(self, dataframe: DataFrame, metadata: dict) -> DataFrame: dataframe['macd_hist'] = ta.MACD(dataframe['close'], timeperiod=14)[2] #dataframe = self.cross_over(dataframe) percent_ema_diff = [] macd_mean = [] macd_count = 0 macd_sum = 0 already_cross = False ema_crossed = [False] for i in range(len(dataframe)): macd = dataframe.iloc[i]['macd_hist'] if macd > 0 or macd < 0: macd_count += 1 macd_sum += abs(macd) if macd_count != 0: macd_mean.append(macd_sum/macd_count) else: macd_mean.append(None) ##print(macd_count,macd_sum) if i>=1: if already_cross: ema_crossed.append(True) else: ema50_1 = dataframe.iloc[i-1]['ema50_5m'] ema200_1 = dataframe.iloc[i]['ema200_5m'] ema50_2 = dataframe.iloc[i]['ema50_5m'] ema200_2 = dataframe.iloc[i]['ema200_5m'] if (ema50_1 > ema200_1 and ema50_2 < ema200_2) or (ema50_1 < ema200_1 and ema50_2 > ema200_2): already_cross = True ema_crossed.append(True) else: ema_crossed.append(False) percent_ema_diff.append(self.percent_ema_diff(dataframe.iloc[i]['ema50_5m'],dataframe.iloc[i]['ema200_5m'])) dataframe['percent_ema_diff'] = percent_ema_diff dataframe['ema_crossed'] = ema_crossed dataframe['macd_mean'] = macd_mean bb_upper, bb_middle, bb_lower = ta.BBANDS(dataframe['close'], 20, 2.0, 2.0) dataframe['bb_upper'] = bb_upper dataframe['bb_middle'] = bb_middle dataframe['bb_lower'] = bb_lower #helper.save_dataframe(dataframe) return dataframe def percent_ema_diff(self,ema1,ema2) -> bool: if ema2>ema1: ema1,ema2 = ema2,ema1 return ((ema1-ema2)/ema1)*100 def populate_entry_trend(self, dataframe: DataFrame, metadata: dict) -> DataFrame: #TODO: remove and set static #self.stoploss = self.loss.value #long position time_open_long = 0 enter_long = [] opening_long = False opening_long_price = 0 # short position time_open_short = 0 enter_shot = [] opening_short = False opening_short_price = 0 min_ema_diff = self.pick_min_ema_diff(metadata['pair']) for i in range(len(dataframe)): current = dataframe.iloc[i] #reset data if current['ema50_5m'] > current['ema200_5m']: time_open_short = 0 else: time_open_long = 0 #Long position if (current['ema50_5m'] > current['ema200_5m']) and current['percent_ema_diff']>min_ema_diff and current['ema_crossed'] and (current['macd_hist']<-current['macd_mean']) and not opening_long and time_open_long < self.time_to_play.value: enter_long.append(True) opening_long = True time_open_long += 1 opening_long_price = current['close'] else: enter_long.append(False) if opening_long and (current['high'] >= opening_long_price*(1+self.profit.value)): #for take profit and stop loss opening_long = False opening_long_price = 0 #Short position if (current['ema50_5m'] < current['ema200_5m']) and current['percent_ema_diff']>min_ema_diff and current['ema_crossed'] and (current['macd_hist']>current['macd_mean']) and not opening_short and time_open_short < self.time_to_play.value: enter_shot.append(True) opening_short = True time_open_short += 1 opening_short_price = current['close'] else: enter_shot.append(False) if opening_short and (current['low'] <= opening_short_price*(1-self.profit.value)): opening_short = False opening_short_price = 0 dataframe['enter_long'] = enter_long dataframe['enter_short'] = enter_shot #helper.save_dataframe(dataframe,str(metadata['pair'].split('/')[0]) + '.csv') return dataframe def populate_exit_trend(self, dataframe: DataFrame, metadata: dict) -> DataFrame: return dataframe def pick_min_ema_diff(self,pair:str) -> float: ##print(f"pair={pair}") c = pair.split('/')[0] if c=="BTC": return self.BTC.value elif c=="ETH": return self.ETH.value elif c=="ETH": return self.ETH.value elif c=="BCH": return self.BCH.value elif c=="BNB": return self.BNB.value elif c=="SOL": return self.SOL.value elif c=="XRP": return self.XRP.value elif c=="DOT": return self.DOT.value elif c=="AVAX": return self.AVAX.value elif c=="ADA": return self.ADA.value elif c=="ETC": return self.ETC.value elif c=="FTM": return self.FTM.value elif c=="FIL": return self.FIL.value elif c=="TRX": return self.TRX.value elif c=="AXS": return self.AXS.value elif c=="SAND": return self.SAND.value elif c=="NEAR": return self.NEAR.value elif c=="DOGE": return self.DOGE.value elif c=="MATIC": return self.MATIC.value elif c=="LTC": return self.LTC.value elif c=="LINK": return self.LINK.value elif c=="MANA": return self.MANA.value elif c=="ATOM": return self.ATOM.value elif c=="KNC": return self.KNC.value elif c=="XMR": return self.XMR.value elif c=="1000SHIB": return self.SHIB.value elif c=="EOS": return self.EOS.value elif c=="CRV": return self.CRV.value elif c=="ETH": return self.ETH.value elif c=="AAVE": return self.AAVE.value elif c=="WAVES": return self.WAVES.value elif c=="GALA": return self.GALA.value elif c=="RUNE": return self.RUNE.value elif c=="SUSHI": return self.SUSHI.value elif c=="XTZ": return self.XTZ.value elif c=="UNI": return self.UNI.value elif c=="ZIL": return self.ZIL.value elif c=="LRC": return self.LRC.value elif c=="XLM": return self.XLM.value elif c=="KAVA": return self.KAVA.value elif c=="EGLD": return self.EGLD.value elif c=="ALGO": return self.ALGO.value elif c=="ZEC": return self.ZEC.value elif c=="THETA": return self.THETA.value elif c=="YFI": return self.YFI.value elif c=="1INCH": return self.INCH.value elif c=="VET": return self.VET.value elif c=="MKR": return self.MKR.value elif c=="KSM": return self.KSM.value elif c=="GRT": return self.GRT.value elif c=="OMG": return self.OMG.value elif c=="COMP": return self.COMP.value elif c=="C98": return self.C98.value elif c=="NEO": return self.NEO.value elif c=="IMX": return self.IMX.value elif c=="UNFI": return self.UNFI.value elif c=="IOST": return self.IOST.value elif c=="MTL": return self.MTL.value elif c=="XLM": return self.XLM.value elif c=="YFI": return self.YFI.value elif c=="REEF": return self.REEF.value elif c=="ONE": return self.ONE.value elif c=="ENJ": return self.ENJ.value elif c=="TRB": return self.TRB.value elif c=="DASH": return self.DASH.value elif c=="TLM": return self.TLM.value elif c=="ALPHA": return self.ALPHA.value elif c=="AR": return self.AR.value elif c=="ATA": return self.ATA.value elif c=="CELO": return self.CELO.value elif c=="BAT": return self.BAT.value elif c=="BNX": return self.BNX.value elif c=="DAR": return self.DAR.value elif c=="REN": return self.REN.value elif c=="STMX": return self.STMX.value elif c=="ICX": return self.ICX.value elif c=="HNT": return self.HNT.value elif c=="ANT": return self.ANT.value elif c=="FLOW": return self.FLOW.value elif c=="CTSI": return self.CTSI.value elif c=="CTK": return self.CTK.value elif c=="STORJ": return self.STORJ.value elif c=="RLC": return self.RLC.value elif c=="ARPA": return self.ARPA.value elif c=="OCEAN": return self.OCEAN.value elif c=="CVC": return self.CVC.value elif c=="LIT": return self.LIT.value elif c=="XEM": return self.XEM.value elif c=="KLAY": return self.KLAY.value elif c=="ONT": return self.ONT.value elif c=="API3": return self.API3.value elif c=="QTUM": return self.QTUM.value elif c=="SFP": return self.SFP.value elif c=="RAY": return self.RAY.value elif c=="BLZ": return self.BLZ.value elif c=="BAND": return self.BAND.value elif c=="MKR": return self.MKR.value elif c=="BAL": return self.BAL.value elif c=="IOTX": return self.IOTX.value elif c=="DUSK": return self.DUSK.value elif c=="ANKR": return self.ANKR.value elif c=="SC": return self.SC.value elif c=="SRM": return self.SRM.value elif c=="HBAR": return self.HBAR.value elif c=="BTS": return self.BTS.value elif c=="WOO": return self.WOO.value elif c=="ZEN": return self.ZEN.value elif c=="FTT": return self.FTT.value elif c=="FLM": return self.FLM.value elif c=="LPT": return self.LPT.value elif c=="RVN": return self.RVN.value elif c=="DGB": return self.DGB.value assert(False)