Model exploration metrics #177
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… Doesn't work yet.
… threshold matrix entries
riley-harper
approved these changes
Dec 10, 2024
| for i in range(len(threshold_matrix)): | ||
| results_dfs[i] = _create_results_df() | ||
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| prediction_results: dict[int, ThresholdTestResult] = {} |
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If this is a dict: index -> ThresholdTestResult, would a list[ThresholdTestResult] be simpler?
| # Stores suspicious data | ||
| suspicious_data = self._create_suspicious_data(id_a, id_b) | ||
| # suspicious_data = self._create_suspicious_data(id_a, id_b) | ||
| suspicious_data = None |
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Nice, this makes sense for now, and we can remove suspicious_data soon when we work on #176.
…lumns and nnot saving suspicious data.
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Yeah I agree the aggregate function is messy. Also the function to invert the threshold results "combine..." or whatever. It's the kind of thing you could do more concisely with Pandas but it would be unreadable. |
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Restructures the collection of threshold testing results so we save one row per tested threshold combination. The data in each row is aggregated over the number of inner folds used to test on the thresholds.
There is some special code in the aggregation function to deal with tiny test data cases.
I commented out most code used to save the threshold testing against the training data and saving and testing "suspicious data" that we intend to remove soon. The suspicious data is set to None as a test for this next step, and tests pass.
Some no-longer relevant tests were commented out and some values changed to reflect the new shapes of the final threshold metrics tables in the tests.