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}, { "group": 51, "year": 51, "att": 0.9673204834513887, "se": 1.049878158868983, "n": 9, "event_time": 0, "adoption_period": 51, "calendar_period": 51 } ], "package_dynamic_equal_event_att": 0.6418045136088012, "treated_cell_att": 0.12302188823881828, "treated_cell_se": 0.09918621281388319, "checks": { "max_group_time_vs_direct_did_difference": 1.7763568394002505e-15, "max_dynamic_if_vs_direct_if_difference": 2.842170943040401e-14, "independent_cluster_se": 0.22997273310545777, "cluster_se_difference": 0.0, "scalar_vs_equal_event_average": 0.0, "simple_vs_treated_cell_average": 5.551115123125783e-17, "group_time_cells": 1326, "post_treatment_cells": 351, "treated_unit_years": 4916 }, "warnings": [ "Be aware that there are some small groups in your dataset.\n Check groups: 27,29,30,31,44,45.", "Not returning pre-test Wald statistic due to singular covariance matrix" ], "seconds": 5.8914082502014935, "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": 0.20514473957212984, "event_study": [ { "event_time": -50, "estimate": 0.007850735725174161, "raw_gap": 0.007850735725174161, "n": 9, "relative_to_minus_one": -0.0467758128288265 }, { "event_time": -49, "estimate": 0.007551846147912703, "raw_gap": 0.007551846147912703, "n": 24, "relative_to_minus_one": -0.04707470240608796 }, { "event_time": -48, "estimate": 0.008558081390971972, 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