Live5mStrategy

from pandas import DataFrame
import talib.abstract as ta
from freqtrade.strategy import IStrategy

# ===== Live: 5m EMA cross, simple and trades =====
class Live5mStrategy(IStrategy):
    INTERFACE_VERSION = 3; timeframe = '5m'; can_short = True
    stoploss = -0.015; trailing_stop = True
    trailing_stop_positive = 0.004; trailing_stop_positive_offset = 0.010
    trailing_only_offset_is_reached = True
    minimal_roi = {"0": 0.04, "240": 0.025, "960": 0.015, "2880": 0}
    max_open_trades = 8; stake_amount = 50
    startup_candle_count = 50
    process_only_new_candles = True; use_exit_signal = False
    def populate_indicators(self,d,m):
        d['e9']=ta.EMA(d,9);d['e21']=ta.EMA(d,21)
        d['vr']=d['volume']/ta.SMA(d['volume'],20)
        return d
    def populate_entry_trend(self,d,m):
        d.loc[((d['e9']>d['e21'])&(d['vr']>0.8)&(d['volume']>0)),['enter_long','enter_tag']]=(1,'L')
        d.loc[((d['e9']<d['e21'])&(d['vr']>0.8)&(d['volume']>0)),['enter_short','enter_tag']]=(1,'S')
        return d
    def populate_exit_trend(self,d,m):return d

# ===== Live: 15m EMA cross, simple =====
class Live15mStrategy(IStrategy):
    INTERFACE_VERSION = 3; timeframe = '15m'; can_short = True
    stoploss = -0.02; trailing_stop = True
    trailing_stop_positive = 0.005; trailing_stop_positive_offset = 0.015
    trailing_only_offset_is_reached = True
    minimal_roi = {"0": 0.05, "480": 0.03, "1440": 0.02, "2880": 0}
    max_open_trades = 8; stake_amount = 5000
    startup_candle_count = 50
    process_only_new_candles = True; use_exit_signal = False
    def populate_indicators(self,d,m):
        d['e10']=ta.EMA(d,10);d['e30']=ta.EMA(d,30)
        d['vr']=d['volume']/ta.SMA(d['volume'],20)
        return d
    def populate_entry_trend(self,d,m):
        d.loc[((d['e10']>d['e30'])&(d['vr']>0.8)&(d['volume']>0)),['enter_long','enter_tag']]=(1,'L')
        d.loc[((d['e10']<d['e30'])&(d['vr']>0.8)&(d['volume']>0)),['enter_short','enter_tag']]=(1,'S')
        return d
    def populate_exit_trend(self,d,m):return d

# ===== Live: 15m small wallet =====
class Live15mSmallStrategy(IStrategy):
    INTERFACE_VERSION = 3; timeframe = '15m'; can_short = True
    stoploss = -0.02; trailing_stop = True
    trailing_stop_positive = 0.005; trailing_stop_positive_offset = 0.015
    trailing_only_offset_is_reached = True
    minimal_roi = {"0": 0.05, "480": 0.03, "1440": 0.02, "2880": 0}
    max_open_trades = 10; stake_amount = 30
    startup_candle_count = 50
    process_only_new_candles = True; use_exit_signal = False
    def populate_indicators(self,d,m):
        d['e10']=ta.EMA(d,10);d['e30']=ta.EMA(d,30)
        d['vr']=d['volume']/ta.SMA(d['volume'],20)
        return d
    def populate_entry_trend(self,d,m):
        d.loc[((d['e10']>d['e30'])&(d['vr']>0.8)&(d['volume']>0)),['enter_long','enter_tag']]=(1,'L')
        d.loc[((d['e10']<d['e30'])&(d['vr']>0.8)&(d['volume']>0)),['enter_short','enter_tag']]=(1,'S')
        return d
    def populate_exit_trend(self,d,m):return d