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64, "att": -5.838351264006317, "se": 0.38893542391126606, "n": 1, "event_time": 5, "adoption_period": 59, "calendar_period": 64 }, { "group": 59, "year": 65, "att": -3.5928315470808103, "se": 0.0, "n": 1, "event_time": 6, "adoption_period": 59, "calendar_period": 65 }, { "group": 59, "year": 66, "att": -2.6946236603106075, "se": 0.7778708478225321, "n": 1, "event_time": 7, "adoption_period": 59, "calendar_period": 66 }, { "group": 59, "year": 67, "att": -1.7964157735404052, "se": 0.0, "n": 1, "event_time": 8, "adoption_period": 59, "calendar_period": 67 }, { "group": 59, "year": 68, "att": -5.389247320621215, "se": 8.881784197001252e-16, "n": 1, "event_time": 9, "adoption_period": 59, "calendar_period": 68 }, { "group": 59, "year": 69, "att": -2.2455197169255063, "se": 0.38893542391126606, "n": 1, "event_time": 10, "adoption_period": 59, "calendar_period": 69 }, { "group": 59, "year": 70, "att": -5.838351264006317, "se": 0.38893542391126606, "n": 1, "event_time": 11, "adoption_period": 59, "calendar_period": 70 } ], "package_dynamic_equal_event_att": 0.3089988670299202, "treated_cell_att": 0.1347311830155305, "treated_cell_se": 0.6989590066678488, "checks": { "max_group_time_vs_direct_did_difference": 8.881784197001252e-16, "max_dynamic_if_vs_direct_if_difference": 8.881784197001252e-16, "independent_cluster_se": 0.5081004036199728, "cluster_se_difference": 1.1102230246251565e-16, "scalar_vs_equal_event_average": 0.0, "simple_vs_treated_cell_average": 0.0, "group_time_cells": 210, "post_treatment_cells": 65, "treated_unit_years": 104 }, "warnings": [ "Be aware that there are some small groups in your dataset.\n Check groups: 0,32,57,59.", "Not returning pre-test Wald statistic due to singular covariance matrix" ], "seconds": 0.7378035001456738, "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." }, { "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": 0.551223390409932, "event_study": [ { "event_time": -58, "estimate": -0.10485333359059956, "raw_gap": -0.10485333359059956, "n": 1, "relative_to_minus_one": -0.3105107749290047 }, { "event_time": -57, "estimate": -0.10485333359060267, "raw_gap": -0.10485333359060267, "n": 1, "relative_to_minus_one": -0.3105107749290078 }, { "event_time": -56, "estimate": -0.08888753428658934, "raw_gap": -0.08888753428658934, "n": 2, 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