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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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"adoption_period": 51, "calendar_period": 31 }, { "group": 51, "year": 32, "att": 0.07135970779559422, "se": 0.056334152226100394, "n": 9, "event_time": -19, "adoption_period": 51, "calendar_period": 32 }, { "group": 51, "year": 33, "att": 0.035679853897797105, "se": 0.0617809243651122, "n": 9, "event_time": -18, "adoption_period": 51, "calendar_period": 33 }, { "group": 51, "year": 34, "att": 0.08919963474449286, "se": 0.053386878280376845, "n": 9, "event_time": -17, "adoption_period": 51, "calendar_period": 34 }, { "group": 51, "year": 35, "att": 0.10703956169339135, "se": 0.05025578757183823, "n": 9, "event_time": -16, "adoption_period": 51, "calendar_period": 35 }, { "group": 51, "year": 36, "att": 0.05351978084669576, "se": 0.05912510454954616, "n": 9, "event_time": -15, "adoption_period": 51, "calendar_period": 36 }, { "group": 51, "year": 37, "att": 0.07135970779559421, "se": 0.056334152226100394, "n": 9, "event_time": -14, "adoption_period": 51, "calendar_period": 37 }, { "group": 51, "year": 38, "att": 0.07135970779559421, "se": 0.0563341522261004, "n": 9, "event_time": -13, "adoption_period": 51, "calendar_period": 38 }, { "group": 51, "year": 39, "att": 0.05351978084669576, "se": 0.05912510454954617, "n": 9, "event_time": -12, "adoption_period": 51, "calendar_period": 39 }, { "group": 51, "year": 40, "att": 0.08919963474449287, "se": 0.05338687828037684, "n": 9, "event_time": -11, "adoption_period": 51, "calendar_period": 40 }, { "group": 51, "year": 41, "att": 0.0356798538977971, "se": 0.06178092436511221, "n": 9, "event_time": -10, "adoption_period": 51, "calendar_period": 41 }, { "group": 51, "year": 42, "att": 0.05351978084669577, "se": 0.05912510454954616, "n": 9, "event_time": -9, "adoption_period": 51, "calendar_period": 42 }, { "group": 51, "year": 43, "att": 0.10703956169339135, "se": 0.05025578757183823, "n": 9, "event_time": -8, "adoption_period": 51, "calendar_period": 43 }, { "group": 51, "year": 44, "att": 0.035679853897797105, "se": 0.05639465070663742, "n": 9, "event_time": -7, "adoption_period": 51, "calendar_period": 44 }, { "group": 51, "year": 45, "att": 0.08919963474449288, "se": 0.05338687828037684, "n": 9, "event_time": -6, "adoption_period": 51, "calendar_period": 45 }, { "group": 51, "year": 46, "att": -1.6764125766238732e-18, "se": 0.061799319757619056, "n": 9, "event_time": -5, "adoption_period": 51, "calendar_period": 46 }, { "group": 51, "year": 47, "att": 0.03567985389779712, "se": 0.061780924365112205, "n": 9, "event_time": -4, "adoption_period": 51, "calendar_period": 47 }, { "group": 51, "year": 48, "att": 0.03567985389779711, "se": 0.0617809243651122, "n": 9, "event_time": -3, "adoption_period": 51, "calendar_period": 48 }, { "group": 51, "year": 49, "att": 1.1278798259914755, "se": 1.0485302027672063, "n": 9, "event_time": -2, "adoption_period": 51, "calendar_period": 49 }, { "group": 51, "year": 50, "att": 0.0, "se": null, "n": 9, "event_time": -1, "adoption_period": 51, "calendar_period": 50 }, { "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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0.6757982605074015, "treated_cell_att": 0.2683434771073383, "treated_cell_se": 0.05615029825377315, "checks": { "max_group_time_vs_direct_did_difference": 1.3322676295501878e-15, "max_dynamic_if_vs_direct_if_difference": 7.105427357601002e-15, "independent_cluster_se": 0.10519805534432795, "cluster_se_difference": 0.0, "scalar_vs_equal_event_average": 0.0, "simple_vs_treated_cell_average": 1.1102230246251565e-16, "group_time_cells": 2788, "post_treatment_cells": 943, "treated_unit_years": 11690 }, "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": 12.347227250225842, "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": 0.3345651748100635, "event_study": [ { "event_time": -65, "estimate": 0.02666261578244053, "raw_gap": 0.02666261578244053, "n": 2, "relative_to_minus_one": -0.022226549590516384 }, { "event_time": -64, "estimate": 0.004236489052845008, "raw_gap": 0.004236489052845008, "n": 8, "relative_to_minus_one": -0.044652676320111905 }, { "event_time": -63, "estimate": 0.008182439013973005, 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"adoption_period": 51, "calendar_period": 46 }, { "group": 51, "year": 47, "att": 0.03641002047678227, "se": 0.06304519994122453, "n": 9, "event_time": -4, "adoption_period": 51, "calendar_period": 47 }, { "group": 51, "year": 48, "att": 0.036410020476782275, "se": 0.06304519994122461, "n": 9, "event_time": -3, "adoption_period": 51, "calendar_period": 48 }, { "group": 51, "year": 49, "att": 1.1489384239340188, "se": 1.0680842407144109, "n": 9, "event_time": -2, "adoption_period": 51, "calendar_period": 49 }, { "group": 51, "year": 50, "att": 0.0, "se": null, "n": 9, "event_time": -1, "adoption_period": 51, "calendar_period": 50 }, { "group": 51, "year": 51, "att": 0.9850933317884984, "se": 1.0694621990156017, "n": 9, "event_time": 0, "adoption_period": 51, "calendar_period": 51 } ], "package_dynamic_equal_event_att": 0.5937056813649894, "treated_cell_att": 0.1109993271467372, "treated_cell_se": 0.10099005478281246, "checks": { "max_group_time_vs_direct_did_difference": 8.881784197001252e-16, "max_dynamic_if_vs_direct_if_difference": 2.842170943040401e-14, "independent_cluster_se": 0.23530515315267683, "cluster_se_difference": 2.7755575615628914e-17, "scalar_vs_equal_event_average": 0.0, "simple_vs_treated_cell_average": 1.3877787807814457e-17, "group_time_cells": 1326, "post_treatment_cells": 351, "treated_unit_years": 4875 }, "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": 3.999503542203456, "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": 0.20754223435003333, "event_study": [ { "event_time": -50, "estimate": 0.008591368309656693, "raw_gap": 0.008591368309656693, "n": 9, "relative_to_minus_one": -0.04871214625451201 }, { "event_time": -49, "estimate": 0.008463907768725873, "raw_gap": 0.008463907768725873, "n": 24, "relative_to_minus_one": -0.04883960679544283 }, { "event_time": -48, "estimate": 0.009158570700893874, 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