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"att": 0.34508822868281763, "se": 0.08408701841932337, "n": 2, "event_time": 2, "adoption_period": 66, "calendar_period": 68 } ], "package_dynamic_equal_event_att": 0.7050336901848114, "treated_cell_att": 0.2757709851211737, "treated_cell_se": 0.055847944638085525, "checks": { "max_group_time_vs_direct_did_difference": 1.7763568394002505e-15, "max_dynamic_if_vs_direct_if_difference": 7.105427357601002e-15, "independent_cluster_se": 0.10463922447860614, "cluster_se_difference": 0.0, "scalar_vs_equal_event_average": 0.0, "simple_vs_treated_cell_average": 0.0, "group_time_cells": 2788, "post_treatment_cells": 943, "treated_unit_years": 11765 }, "warnings": [ "Be aware that there are some small groups in your dataset.\n Check groups: 27,29,30,31,44,45,53,54,55,56,57,61,63,66.", "Not returning pre-test Wald statistic due to singular covariance matrix" ], "seconds": 8.401907917112112, "target": "Dynamic aggregation: equal weights across all observed nonnegative event times; cohort-size weights within each event time", "donor_rule": "notyettreated", "inference": "Configured-cluster analytical influence-function SE; 95% pointwise normal intervals; includes estimated group-share uncertainty", "status": "estimated" }, { "method": "SDID", "status": "failed", "reason": "SDID simplex quadratic optimization did not converge, including the recorded retry with max_iterations=50000. Sample, objective and tolerance were unchanged; no estimate is reported.", "numerical_retry": { "max_iterations": 50000 } }, { "method": "Matrix completion", "class": "MatrixCompletion", "parameters": { "lambda_fraction": 0.25, "max_iterations": 1000, "tolerance": 1e-12 }, "partial_pooling": { "parameter": null, "value": null, "status": "not_applicable", "fit_scope": "Joint untreated-cell fit", "within_cohort_target": null, "cross_cohort_partial_pooling": false, "shared_structure": "Low-rank matrix and unit/time effects", "note": "Regularization penalties are not partial-pooling parameters." }, "estimate": 0.336350770131408, "event_study": [ { "event_time": -65, "estimate": 0.035793662280067196, "raw_gap": 0.035793662280067196, "n": 2, "relative_to_minus_one": -0.009484225068214329 }, { "event_time": -64, "estimate": 0.006527127245283973, "raw_gap": 0.006527127245283973, "n": 8, "relative_to_minus_one": -0.03875076010299755 }, { "event_time": -63, "estimate": 0.009964184338502, 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