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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": 0.5412872917950153, "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", "class": "SyntheticDID", "parameters": {}, "partial_pooling": { "parameter": null, "value": null, "status": "not_applicable", "fit_scope": "Separate adoption-cohort fits", "within_cohort_target": "Mean treated outcome history", "cross_cohort_partial_pooling": false, "shared_structure": null, "note": "Regularization penalties are not partial-pooling parameters." }, 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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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"treated_cell_att": 0.3875710479067408, "treated_cell_se": 0.5679387117209176, "checks": { "max_group_time_vs_direct_did_difference": 8.881784197001252e-16, "max_dynamic_if_vs_direct_if_difference": 8.881784197001252e-16, "independent_cluster_se": 0.4715756090759486, "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": 0.5642077922821045, "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": 0.8481384261694278, "event_study": [ { "event_time": -58, "estimate": -0.1679501730117543, "raw_gap": -0.1679501730117543, "n": 1, "relative_to_minus_one": -0.3169035687622056 }, { "event_time": -57, "estimate": -0.1679501730117503, "raw_gap": -0.1679501730117503, "n": 1, "relative_to_minus_one": -0.3169035687622016 }, { "event_time": -56, "estimate": -0.11917216211603096, "raw_gap": -0.11917216211603096, "n": 2, 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"treated_cells": 104, "direct_cell_average_difference": 1.11022302462516e-16, "direct_cohort_path_difference": 0, "package_equal_unit_att": 1.06545550591585, "aggregation": "Equal treated-cell weights; not the package final ATT row" }, "seconds": 0.685, "augsynth": "0.2.0", "augsynth_commit": "7e70072232fe75057aa8b5d7af08c7e1aef53ae8", "R_version": "R version 4.5.0 (2025-04-11)", "target": "All observed treated unit-years, equal cell weights", "donor_rule": "4 never-treated donors per fit; masks verified", "se": 0.609714785368632, "lower": -0.136987109540637, "upper": 2.13445426126594, "inference": "95% configured-cluster wild bootstrap, 9999 Mammen draws; augsynth fixed-weight prediction bootstrap; no jackknife/refits", "bootstrap": { "settings": { "n_boot": 9999, "seed": 20261009, "alpha": 0.05, "clusters": 8, "units": 8, "treated_units": 4, "treated_cells": 104, "time_cohort": true, "nu": 0.79034372265834, "lambda": 0, "aggregation": "Equal treated-unit-year weights; recomputed for 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