fix: move do_predict and DI_values into dict before DataFrame construction
Address review feedback: do_predict and DI_values were still assigned after DataFrame creation, partially defeating the fragmentation fix. Now all columns are collected in the dict before the single DataFrame() call, ensuring zero post-construction column assignments. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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@@ -445,11 +445,11 @@ class FreqaiDataKitchen:
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for extra_col in self.data["extra_returns_per_train"]:
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append_dict[f"{extra_col}"] = self.data["extra_returns_per_train"][extra_col]
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append_df = DataFrame(append_dict)
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append_df["do_predict"] = do_predict
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append_dict["do_predict"] = do_predict
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if self.freqai_config["feature_parameters"].get("DI_threshold", 0) > 0:
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append_df["DI_values"] = self.DI_values
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append_dict["DI_values"] = self.DI_values
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append_df = DataFrame(append_dict)
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user_cols = [col for col in dataframe_backtest.columns if col.startswith("%%")]
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cols = ["date"]
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