Use bracket notation to query results in hyperopt
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@ -63,8 +63,8 @@ class SuperDuperHyperOptLoss(IHyperOptLoss):
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* 0.25: Avoiding trade loss
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* 1.0 to total profit, compared to the expected value (`EXPECTED_MAX_PROFIT`) defined above
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"""
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total_profit = results.profit_percent.sum()
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trade_duration = results.trade_duration.mean()
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total_profit = results['profit_percent'].sum()
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trade_duration = results['trade_duration'].mean()
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trade_loss = 1 - 0.25 * exp(-(trade_count - TARGET_TRADES) ** 2 / 10 ** 5.8)
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profit_loss = max(0, 1 - total_profit / EXPECTED_MAX_PROFIT)
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@ -42,8 +42,8 @@ class DefaultHyperOptLoss(IHyperOptLoss):
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* 0.25: Avoiding trade loss
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* 1.0 to total profit, compared to the expected value (`EXPECTED_MAX_PROFIT`) defined above
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"""
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total_profit = results.profit_percent.sum()
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trade_duration = results.trade_duration.mean()
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total_profit = results['profit_percent'].sum()
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trade_duration = results['trade_duration'].mean()
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trade_loss = 1 - 0.25 * exp(-(trade_count - TARGET_TRADES) ** 2 / 10 ** 5.8)
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profit_loss = max(0, 1 - total_profit / EXPECTED_MAX_PROFIT)
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@ -34,5 +34,5 @@ class OnlyProfitHyperOptLoss(IHyperOptLoss):
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"""
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Objective function, returns smaller number for better results.
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"""
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total_profit = results.profit_percent.sum()
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total_profit = results['profit_percent'].sum()
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return 1 - total_profit / EXPECTED_MAX_PROFIT
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