isort fix and leftover cleaning
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@ -8,8 +8,10 @@ Possible to change `DRAWDOWN_MULT` to penalize drawdown objective for
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individual needs.
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"""
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from pandas import DataFrame
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from freqtrade.optimize.hyperopt import IHyperOptLoss
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from freqtrade.data.btanalysis import calculate_max_drawdown
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from freqtrade.optimize.hyperopt import IHyperOptLoss
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# higher numbers penalize drawdowns more severely
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DRAWDOWN_MULT = 0.075
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@ -20,9 +22,8 @@ class ProfitDrawDownHyperOptLoss(IHyperOptLoss):
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def hyperopt_loss_function(results: DataFrame, trade_count: int, *args, **kwargs) -> float:
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total_profit = results["profit_abs"].sum()
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# from freqtrade.optimize.optimize_reports.generate_strategy_stats()
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try:
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profit_abs, _, _, _, _ = calculate_max_drawdown(results, value_col="profit_ratio")
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profit_abs, _, _, _, _ = calculate_max_drawdown(results, value_col="profit_abs")
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except ValueError:
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profit_abs = 0
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