# source: https://raw.githubusercontent.com/patricezar-a11y/ONE_SYSTEM_NEURAL_UNIVERSE-2/3c6544488d7c150d8ce20fe0093ffb27fa0f7477/ONE_SYSTEM_AUTONOMOUS/trading/StrategyContextOptimizer.py

from freqtrade.strategy import IStrategy
from pandas import DataFrame

class Github_patricezar_a11y_ONE_SYSTEM_NEURAL_UNIVERSE_2__StrategyContextOptimizer__20250912_213118(IStrategy):
    timeframe = '1h'
    minimal_roi = {
        "0": 0.1
    }
    stoploss = -0.3

    def populate_indicators(self, dataframe: DataFrame, metadata: dict) -> DataFrame:
        return dataframe

    def populate_buy_trend(self, dataframe: DataFrame, metadata: dict) -> DataFrame:
        dataframe['buy'] = 0
        dataframe.loc[dataframe['close'] > dataframe['open'], 'buy'] = 1
        return dataframe

    def populate_sell_trend(self, dataframe: DataFrame, metadata: dict) -> DataFrame:
        dataframe['sell'] = 0
        dataframe.loc[dataframe['close'] < dataframe['open'], 'sell'] = 1
        return dataframe