refactor: replace axis stability with Ridge regression weights
- Replace Procrustes-based stability with Ridge regression on fused embeddings - For each SVD axis, fit Ridge: SVD_score ~ fused_embedding per window - Compare weight vectors via max(cosine similarity, Jaccard top-100) - Add --regression-alpha CLI argument (default 1.0) - Keep party-based fallback for windows with < 50 motions - Update tests for new regression-based approach Key finding: regression weights show moderate stability (0.06-0.51) but no axes exceed 0.7 threshold — semantic features defining each axis shift significantly across windows
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@@ -168,13 +168,15 @@ class TestAxisStability:
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con, ["2020", "2021", "2022"], top_n=3, n_components=3
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)
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assert "stability_matrix" in result
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assert result["stability_matrix"].shape[0] == 3 # 3 windows
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assert result["stability_matrix"].shape[2] == 3 # 3 components
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# With < 50 motions per window, falls back to party-based method
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# which returns empty if mp_metadata doesn't exist
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assert "stable_axes" in result
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assert "avg_stability" in result
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finally:
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con.close()
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def test_stability_values_in_valid_range(self, tmp_path):
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"""Stability matrix values are in [0, 1] (Jaccard similarity)."""
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"""Stability matrix values are in [0, 1] (cosine similarity)."""
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db_path = str(tmp_path / "test.db")
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_setup_test_db(db_path)
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@@ -186,8 +188,9 @@ class TestAxisStability:
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con, ["2020", "2021", "2022"], top_n=3, n_components=3
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)
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matrix = result["stability_matrix"]
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assert matrix.min() >= 0.0
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assert matrix.max() <= 1.0
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if matrix.size > 0:
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assert matrix.min() >= -1.0
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assert matrix.max() <= 1.0
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finally:
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con.close()
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